-- Evaluating Data Interaction: Workloads, Metrics, and Guidelines 
-- ACM SIGMOD 2018 Tutorial -- Extended Version Bibliography

-- For the paper, citations, evaluation resources and more, please visit
-- http://github.com/ixlab/eval

-- For more details about these citations, Table 2 in the paper summarizes
-- and categorizes the type, metrics, and pointers to these papers

@article{jiang2015snaptoquery,
 author = {Jiang, Lilong and Nandi, Arnab},
 title = {SnapToQuery: Providing Interactive Feedback During Exploratory Query Specification},
 journal = {Proc. VLDB Endow.},
 issue_date = {July 2015},
 volume = {8},
 number = {11},
 month = jul,
 year = {2015},
 issn = {2150-8097},
 pages = {1250--1261},
 numpages = {12},
 url = {http://dx.doi.org/10.14778/2809974.2809986},
 doi = {10.14778/2809974.2809986},
 acmid = {2809986},
 publisher = {VLDB Endowment},
} 

@article{nandi2013gestural,
 author = {Nandi, Arnab and Jiang, Lilong and Mandel, Michael},
 title = {Gestural Query Specification},
 journal = {Proc. VLDB Endow.},
 issue_date = {December 2013},
 volume = {7},
 number = {4},
 month = dec,
 year = {2013},
 issn = {2150-8097},
 pages = {289--300},
 numpages = {12},
 url = {http://dx.doi.org/10.14778/2732240.2732247},
 doi = {10.14778/2732240.2732247},
 acmid = {2732247},
 publisher = {VLDB Endowment},
} 

@article{vartak2014seedb,
 author = {Vartak, Manasi and Madden, Samuel and Parameswaran, Aditya and Polyzotis, Neoklis},
 title = {SeeDB: Automatically Generating Query Visualizations},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2014},
 volume = {7},
 number = {13},
 month = aug,
 year = {2014},
 issn = {2150-8097},
 pages = {1581--1584},
 numpages = {4},
 url = {http://dx.doi.org/10.14778/2733004.2733035},
 doi = {10.14778/2733004.2733035},
 acmid = {2733035},
 publisher = {VLDB Endowment},
} 

@misc{clusterizejs,
  title = {{Clusterize.js}},
  howpublished = "\url{https://nexts.github.io/Clusterize.js/}",
}

@inproceedings{mousselly2014world,
 author = {Mousselly-Sergieh, Hatem and Watzinger, Daniel and Huber, Bastian and D\"{o}ller, Mario and Egyed-Zsigmond, El\"{o}d and Kosch, Harald},
 title = {World-wide Scale Geotagged Image Dataset for Automatic Image Annotation and Reverse Geotagging},
 booktitle = {Proceedings of the 5th ACM Multimedia Systems Conference},
 series = {MMSys '14},
 year = {2014},
 isbn = {978-1-4503-2705-3},
 location = {Singapore, Singapore},
 pages = {47--52},
 numpages = {6},
 url = {http://doi.acm.org/10.1145/2557642.2563673},
 doi = {10.1145/2557642.2563673},
 acmid = {2563673},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Flickr, geotagging, image dataset, quad-tree},
} 

@article{hellerstein1999interactive,
 author = {Hellerstein, Joseph M. and Avnur, Ron and Chou, Andy and Hidber, Christian and Olston, Chris and Raman, Vijayshankar and Roth, Tali and Haas, Peter J.},
 title = {Interactive Data Analysis: The Control Project},
 journal = {Computer},
 issue_date = {August 1999},
 volume = {32},
 number = {8},
 month = aug,
 year = {1999},
 issn = {0018-9162},
 pages = {51--59},
 numpages = {9},
 url = {https://doi.org/10.1109/2.781635},
 doi = {10.1109/2.781635},
 acmid = {621301},
 publisher = {IEEE Computer Society Press},
 address = {Los Alamitos, CA, USA},
} 

@inproceedings{igarashi2000speed,
 author = {Igarashi, Takeo and Hinckley, Ken},
 title = {Speed-dependent Automatic Zooming for Browsing Large Documents},
 booktitle = {Proceedings of the 13th Annual ACM Symposium on User Interface Software and Technology},
 series = {UIST '00},
 year = {2000},
 isbn = {1-58113-212-3},
 location = {San Diego, California, USA},
 pages = {139--148},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/354401.354435},
 doi = {10.1145/354401.354435},
 acmid = {354435},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {navigation, rate control, scrolling, web browser, zooming},
} 

@misc{mousewheel,
	title = {Mouse Wheel},
	howpublished = {\url{https://developer.mozilla.org/en-US/docs/Web/Events/mousewheel#wheelDelta_wheelDeltaX_and_wheelDeltaY_value}}
}

@inproceedings{kaul2013building,
 author={Kaul, Manohar and Yang, Bin and Jensen, Christian S},
 title={Building Accurate 3D Spatial Networks to Enable Next Generation Intelligent Transportation Systems}, 
 booktitle={2013 IEEE 14th International Conference on Mobile Data Management}, 
 year={2013}, 
 volume={1}, 
 number={}, 
 pages={137-146}, 
 keywords={automated highways;ecology;filtering theory;geographic information systems;geophysical image processing;interpolation;remote sensing;solid modelling;vehicle routing;3D spatial network model;TIN surface;aerial laser scan data;eco-routing;elevation information;environmental impact;external-memory filtering technique;internal memory;interpolation;laser scan point;lifting framework;next generation intelligent transportation system;scalability properties;triangulated irregular network;vehicle routing;Accuracy;Biological system modeling;Laser modes;Roads;Solid modeling;Vehicles;3D spatial network;LiDAR;TIN;eco-routing}, 
 doi={10.1109/MDM.2013.24}, 
 ISSN={1551-6245}, 
 month={June},
}

@misc{ucimachinelearning,
title = {{UCI Repository of Machine Learning Databases}},
howpublished = "\url{https://archive.ics.uci.edu/ml/datasets.html}"
}

@inproceedings{mclachlan2008liverac,
 author = {McLachlan, Peter and Munzner, Tamara and Koutsofios, Eleftherios and North, Stephen},
 title = {LiveRAC: Interactive Visual Exploration of System Management Time-series Data},
 booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
 series = {CHI '08},
 year = {2008},
 isbn = {978-1-60558-011-1},
 location = {Florence, Italy},
 pages = {1483--1492},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1357054.1357286},
 doi = {10.1145/1357054.1357286},
 acmid = {1357286},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {longitudinal studies, time-series data, visualization},
} 

@article{liu2014effects,
 author = {Liu, Zhicheng and Heer, Jeffrey},
 title={The Effects of Interactive Latency on Exploratory Visual Analysis}, 
 journal={IEEE Transactions on Visualization and Computer Graphics}, 
 year={2014}, 
 volume={20}, 
 number={12}, 
 pages={2122-2131}, 
 keywords={data analysis;data mining;interactive systems;exploratory visual analysis;interactive analysis tools;interactive latency effects;knowledge discovery;think-aloud protocols;user behavior;verbal data analysis;Data visualization;Image color analysis;Interactive services;Visual analytics;Visualization;Interaction;exploratory analysis;interactive visualization;latency;scalability;user performance;verbal analysis;Cognition;Computer Graphics;Databases, Factual;Humans;Informatics;Task Performance and Analysis;Time Factors}, 
 doi={10.1109/TVCG.2014.2346452}, 
 ISSN={1077-2626}, 
 month={Dec},
}

@inproceedings{EugeneWuVision2014,
 author = {Wu, Eugene and Battle, Leilani and Madden, Samuel R.},
 title = {The Case for Data Visualization Management Systems: Vision Paper},
 journal = {Proc. VLDB Endow.},
 issue_date = {June 2014},
 volume = {7},
 number = {10},
 month = jun,
 year = {2014},
 issn = {2150-8097},
 pages = {903--906},
 numpages = {4},
 url = {http://dx.doi.org/10.14778/2732951.2732964},
 doi = {10.14778/2732951.2732964},
 acmid = {2732964},
 publisher = {VLDB Endowment},
} 

@inproceedings{idreos2015overview,
 author = {Idreos, Stratos and Papaemmanouil, Olga and Chaudhuri, Surajit},
 title = {Overview of Data Exploration Techniques},
 booktitle = {Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '15},
 year = {2015},
 isbn = {978-1-4503-2758-9},
 location = {Melbourne, Victoria, Australia},
 pages = {277--281},
 numpages = {5},
 url = {http://doi.acm.org/10.1145/2723372.2731084},
 doi = {10.1145/2723372.2731084},
 acmid = {2731084},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {data exploration},
} 

@inproceedings{liarou2014dbtouch,
 author={Liarou, Erietta and Idreos, Stratos},
 title={dbTouch in action database kernels for touch-based data exploration},
 booktitle={2014 IEEE 30th International Conference on Data Engineering}, 
 year={2014}, 
 volume={}, 
 number={}, 
 pages={1262-1265}, 
 keywords={interactive systems;query processing;touch sensitive screens;action database kernels;data deluge;data management systems;database kernel;dbTouch system;interactive database operators;interactive tools;query construction;query plans;query processing;touch based data exploration;touch based interaction;touch gestures;visual format;Data visualization;Kernel;Prototypes;Query processing;Shape;Tablet computers}, 
 doi={10.1109/ICDE.2014.6816756}, 
 ISSN={1063-6382}, 
 month={March},
}

@article{liu2013immens,
  author={Liu, Zhicheng and Jiang, Biye and Heer, Jeffrey},
  title={imMens: Real-time Visual Querying of Big Data},
  booktitle={Computer Graphics Forum},
  volume={32},
  number={3pt4},
  pages={421--430},
  year={2013},
  organization={Wiley Online Library}
}

@article{shneiderman1992dynamic,
 author = {Shneiderman, Ben and Williamson, Christopher and Ahlberg, Christopher},
 title = {Dynamic Queries: Database Searching by Direct Manipulation},
 booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
 series = {CHI '92},
 year = {1992},
 isbn = {0-89791-513-5},
 location = {Monterey, California, USA},
 pages = {669--670},
 numpages = {2},
 url = {http://doi.acm.org/10.1145/142750.143082},
 doi = {10.1145/142750.143082},
 acmid = {143082},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@article{zgraggen2014panoramicdata,
author={Zgraggen, Emanuel and Zeleznik, Robert and Drucker, Steven M},
title={PanoramicData: Data Analysis through Pen \& Touch}, 
journal={IEEE Transactions on Visualization and Computer Graphics}, 
year={2014}, 
volume={20}, 
number={12}, 
pages={2112-2121}, 
keywords={SQL;data analysis;data visualisation;light pens;relational databases;touch sensitive screens;visual languages;PanoramicData;SQL;column sets;coping strategies;data aggregation;data analysis;data brushing;data filtering;data-presentation;data-transformation;direct UI support;exploratory process;functionally complete logic filtering;hybrid pen and touch system;interactive displays;interactive visual display networks;interrelated tasks;multidimensional data;multidimensional datasets;natural user experience;side-by-side displays;unbounded whiteboard metaphor;visual data exploration;Data analysis;Data visualization;Filtering;Image color analysis;Multidimensional systems;Relational databases;Visual analytics;coordinated and multiple views;interaction design;pen and touch;user interfaces;Computer Graphics;Data Display;Humans;Informatics;Software;Touch;User-Computer Interface}, 
doi={10.1109/TVCG.2014.2346293}, 
ISSN={1077-2626}, 
month={Dec},
}

@inproceedings{agarwal2013blinkdb,
 author = {Agarwal, Sameer and Mozafari, Barzan and Panda, Aurojit and Milner, Henry and Madden, Samuel and Stoica, Ion},
 title = {BlinkDB: Queries with Bounded Errors and Bounded Response Times on Very Large Data},
 booktitle = {Proceedings of the 8th ACM European Conference on Computer Systems},
 series = {EuroSys '13},
 year = {2013},
 isbn = {978-1-4503-1994-2},
 location = {Prague, Czech Republic},
 pages = {29--42},
 numpages = {14},
 url = {http://doi.acm.org/10.1145/2465351.2465355},
 doi = {10.1145/2465351.2465355},
 acmid = {2465355},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{sidirourgos2011sciborq,
 author={Sidirourgos, Lefteris and Kersten, Martin L and Boncz, Peter A and others},
 title={SciBORQ: Scientific data management with Bounds On Runtime and Quality.},
 booktitle={CIDR},
 year={2011}
}

@article{elmqvist2010hierarchical,
 author = {Elmqvist, Niklas and Fekete, Jean-Daniel},
 title = {Hierarchical Aggregation for Information Visualization: Overview, Techniques, and Design Guidelines},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {May 2010},
 volume = {16},
 number = {3},
 month = may,
 year = {2010},
 issn = {1077-2626},
 pages = {439--454},
 numpages = {16},
 url = {http://dx.doi.org/10.1109/TVCG.2009.84},
 doi = {10.1109/TVCG.2009.84},
 acmid = {1749525},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Aggregation, Aggregation, clustering, clutter reduction, massive data sets, visual exploration, visual analytics., clustering, clutter reduction, massive data sets, visual analytics., visual exploration},
} 

@inproceedings{sarawagi2000i3,
 author = {Sarawagi, Sunita and Sathe, Gayatri},
 title = {I3: Intelligent, Interactive Investigation of OLAP Data Cubes},
 journal = {SIGMOD Rec.},
 issue_date = {June 2000},
 volume = {29},
 number = {2},
 month = may,
 year = {2000},
 issn = {0163-5808},
 pages = {589--},
 url = {http://doi.acm.org/10.1145/335191.336564},
 doi = {10.1145/335191.336564},
 acmid = {336564},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@article{tauheed2012scout,
 author = {Tauheed, Farhan and Heinis, Thomas and Sch\"{u}rmann, Felix and Markram, Henry and Ailamaki, Anastasia},
 title = {SCOUT: Prefetching for Latent Structure Following Queries},
 journal = {Proc. VLDB Endow.},
 issue_date = {July 2012},
 volume = {5},
 number = {11},
 month = jul,
 year = {2012},
 issn = {2150-8097},
 pages = {1531--1542},
 numpages = {12},
 url = {http://dx.doi.org/10.14778/2350229.2350267},
 doi = {10.14778/2350229.2350267},
 acmid = {2350267},
 publisher = {VLDB Endowment},
} 

@inproceedings{cooper2010benchmarking,
 author = {Cooper, Brian F. and Silberstein, Adam and Tam, Erwin and Ramakrishnan, Raghu and Sears, Russell},
 title = {Benchmarking Cloud Serving Systems with YCSB},
 booktitle = {Proceedings of the 1st ACM Symposium on Cloud Computing},
 series = {SoCC '10},
 year = {2010},
 isbn = {978-1-4503-0036-0},
 location = {Indianapolis, Indiana, USA},
 pages = {143--154},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/1807128.1807152},
 doi = {10.1145/1807128.1807152},
 acmid = {1807152},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {benchmarking, cloud serving database},
} 

@book{kullback1997information,
  author={Kullback, Solomon},
  title={Information theory and statistics},
  year={1997},
  publisher={Courier Corporation}
}

@misc{tpc,
title = {{TPC Benchmark}},
howpublished = "\url{http://www.tpc.org/}"
}

@misc{dewitt1993wisconsin,
  author={DeWitt, David J},
  title={The Wisconsin Benchmark: Past, Present, and Future},
  year={1993}
}

@article{idreos2010database,
  author={Idreos, Stratos},
  title={Database cracking: Towards auto-tuning database kernels},
  journal={CWI and University of Amsterdam},
  year={2010}
}

@article{halim2012stochastic,
 author = {Halim, Felix and Idreos, Stratos and Karras, Panagiotis and Yap, Roland H. C.},
 title = {Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-memory Column-stores},
 journal = {Proc. VLDB Endow.},
 issue_date = {February 2012},
 volume = {5},
 number = {6},
 month = feb,
 year = {2012},
 issn = {2150-8097},
 pages = {502--513},
 numpages = {12},
 url = {https://doi.org/10.14778/2168651.2168652},
 doi = {10.14778/2168651.2168652},
 acmid = {2168652},
 publisher = {VLDB Endowment},
 }


@article{idreos2011merging,
 author = {Idreos, Stratos and Manegold, Stefan and Kuno, Harumi and Graefe, Goetz},
 title = {Merging What's Cracked, Cracking What's Merged: Adaptive Indexing in Main-memory Column-stores},
 journal = {Proc. VLDB Endow.},
 issue_date = {June 2011},
 volume = {4},
 number = {9},
 month = jun,
 year = {2011},
 issn = {2150-8097},
 pages = {586--597},
 numpages = {12},
 url = {http://dx.doi.org/10.14778/2002938.2002944},
 doi = {10.14778/2002938.2002944},
 acmid = {2002944},
 publisher = {VLDB Endowment},
} 

@inproceedings{kamat2014distributed,
 author={Kamat, Niranjan and Jayachandran, Prasanth and Tunga, Karthik and Nandi, Arnab},
 booktitle={2014 IEEE 30th International Conference on Data Engineering}, 
 title={Distributed and interactive cube exploration}, 
 year={2014}, 
 volume={}, 
 number={}, 
 pages={472-483}, 
 keywords={data analysis;query processing;DICE system;billion-tuple scale;distributed data cube exploration;distributed system;faceted data cubes exploration;interactive ad-hoc analytics;interactive data cube exploration;session-oriented model;speculative query execution;sub-second interactive cube exploration;Accuracy;Catalogs;Context;Data models;Distributed databases;Lattices}, 
 doi={10.1109/ICDE.2014.6816674}, 
 ISSN={1063-6382}, 
 month={March},
 }

@inproceedings{singh2012skimmer,
 author = {Singh, Manish and Nandi, Arnab and Jagadish, H. V.},
 title = {Skimmer: Rapid Scrolling of Relational Query Results},
 booktitle = {Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '12},
 year = {2012},
 isbn = {978-1-4503-1247-9},
 location = {Scottsdale, Arizona, USA},
 pages = {181--192},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2213836.2213858},
 doi = {10.1145/2213836.2213858},
 acmid = {2213858},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {fast browsing, scrolling history, tuple sampling},
} 


@article{battle2015dynamic,
 author = {Battle, Leilani and Chang, Remco and Stonebraker, Michael},
 title = {Dynamic Prefetching of Data Tiles for Interactive Visualization},
 booktitle = {Proceedings of the 2016 International Conference on Management of Data},
 series = {SIGMOD '16},
 year = {2016},
 isbn = {978-1-4503-3531-7},
 location = {San Francisco, California, USA},
 pages = {1363--1375},
 numpages = {13},
 url = {http://doi.acm.org/10.1145/2882903.2882919},
 doi = {10.1145/2882903.2882919},
 acmid = {2882919},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {array browsing, data exploration, predictive caching, visual exploration},
} 


@inproceedings{jagadish2007making,
 author = {Jagadish, H. V. and Chapman, Adriane and Elkiss, Aaron and Jayapandian, Magesh and Li, Yunyao and Nandi, Arnab and Yu, Cong},
 title = {Making Database Systems Usable},
 booktitle = {Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '07},
 year = {2007},
 isbn = {978-1-59593-686-8},
 location = {Beijing, China},
 pages = {13--24},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/1247480.1247483},
 doi = {10.1145/1247480.1247483},
 acmid = {1247483},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {database, usability, user interface},
} 

@misc{hpleapmotion,
title = {{HP ENVY 17 Leap Motion SE Notebook}},
howpublished = "\url{http://www8.hp.com/us/en/ads/envy-leap-motion/overview.html}"
}


@inproceedings{eugene2000perception,
  author    = {Eugene Wu and Lilong Jiang and Larry Xu and Arnab Nandi},
  title     = {Graphical Perception in Animated Bar Charts},
  journal   = {CoRR},
  volume    = {abs/1604.00080},
  year      = {2016},
  url       = {http://arxiv.org/abs/1604.00080},
  archivePrefix = {arXiv},
  eprint    = {1604.00080},
  timestamp = {Wed, 07 Jun 2017 14:40:42 +0200},
  biburl    = {https://dblp.org/rec/bib/journals/corr/WuJXN16},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{chen2012interactive,
 author = {Chen, Yanpei and Alspaugh, Sara and Katz, Randy},
 title = {Interactive Analytical Processing in Big Data Systems: A Cross-industry Study of MapReduce Workloads},
 journal = {Proc. VLDB Endow.},
 issue_date = {August 2012},
 volume = {5},
 number = {12},
 month = aug,
 year = {2012},
 issn = {2150-8097},
 pages = {1802--1813},
 numpages = {12},
 url = {http://dx.doi.org/10.14778/2367502.2367519},
 doi = {10.14778/2367502.2367519},
 acmid = {2367519},
 publisher = {VLDB Endowment},
} 

@inproceedings{erling2015ldbc,
 author = {Erling, Orri and Averbuch, Alex and Larriba-Pey, Josep and Chafi, Hassan and Gubichev, Andrey and Prat, Arnau and Pham, Minh-Duc and Boncz, Peter},
 title = {The LDBC Social Network Benchmark: Interactive Workload},
 booktitle = {Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '15},
 year = {2015},
 isbn = {978-1-4503-2758-9},
 location = {Melbourne, Victoria, Australia},
 pages = {619--630},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2723372.2742786},
 doi = {10.1145/2723372.2742786},
 acmid = {2742786},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {benchmarking, graph databases, rdf databases},
} 

@inproceedings{kennedy2015pocket,
 author="Kennedy, Oliver and Ajay, Jerry and Challen, Geoffrey and Ziarek, Lukasz",
 editor="Nambiar, Raghunath and Poess, Meikel",
 title="Pocket Data: The Need for TPC-MOBILE",
 booktitle="Performance Evaluation and Benchmarking: Traditional to Big Data to Internet of Things",
 year="2016",
 publisher="Springer International Publishing",
 address="Cham",
 pages="8--25",
 isbn="978-3-319-31409-9"
}

@book{gray1992benchmark,
 author = {Gray, Jim},
 title = {Benchmark Handbook: For Database and Transaction Processing Systems},
 year = {1992},
 isbn = {1558601597},
 publisher = {Morgan Kaufmann Publishers Inc.},
 address = {San Francisco, CA, USA},
} 

@inproceedings{chen2012energy,
 author = {Chen, Yanpei and Alspaugh, Sara and Borthakur, Dhruba and Katz, Randy},
 title = {Energy Efficiency for Large-scale MapReduce Workloads with Significant Interactive Analysis},
 booktitle = {Proceedings of the 7th ACM European Conference on Computer Systems},
 series = {EuroSys '12},
 year = {2012},
 isbn = {978-1-4503-1223-3},
 location = {Bern, Switzerland},
 pages = {43--56},
 numpages = {14},
 url = {http://doi.acm.org/10.1145/2168836.2168842},
 doi = {10.1145/2168836.2168842},
 acmid = {2168842},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {MapReduce, energy efficiency},
} 

@inproceedings{wang2014bigdatabench,
 author={Lei Wang and Jianfeng Zhan and Chunjie Luo and Yuqing Zhu and Qiang Yang and Yongqiang He and Wanling Gao and Zhen Jia and Yingjie Shi and Shujie Zhang and Chen Zheng and Gang Lu and Kent Zhan and Xiaona Li and Bizhu Qiu},
 title={BigDataBench: A big data benchmark suite from internet services}, 
 booktitle={2014 IEEE 20th International Symposium on High Performance Computer Architecture (HPCA)}, 
 year={2014}, 
 volume={}, 
 number={}, 
 pages={488-499}, 
 keywords={Big Data;Web services;cache storage;memory architecture;Big Data benchmark suite;Big Data systems;BigDataBench;CloudSuite;DCBench;HPCC;Intel Xeon E5645;Internet services;L1 instruction cache misses;MPKI;PARSEC;SPECCPU;big data benchmark suite;big data benchmarking;data management community;data sources;data types;memory access;micro-architecture characteristics;simulation-based big data architecture research;software stacks;system software stack;Benchmark testing;Computer architecture;Search engines;Social network services;System software}, 
 doi={10.1109/HPCA.2014.6835958}, 
 ISSN={1530-0897}, 
 month={Feb},
}

@misc{ampbenchmark,
title = {{AMP Benchmarks}},
howpublished = "\url{https://amplab.cs.berkeley.edu/benchmark/}"
}

@inproceedings{armstrong2013linkbench,
 author = {Armstrong, Timothy G. and Ponnekanti, Vamsi and Borthakur, Dhruba and Callaghan, Mark},
 title = {LinkBench: A Database Benchmark Based on the Facebook Social Graph},
 booktitle = {Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '13},
 year = {2013},
 isbn = {978-1-4503-2037-5},
 location = {New York, New York, USA},
 pages = {1185--1196},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2463676.2465296},
 doi = {10.1145/2463676.2465296},
 acmid = {2465296},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {database benchmarks, database workload analysis, hbase, mysql, social networks},
} 

@misc{crossfilter,
 title = {{Crossfilter Library}},
 howpublished = "\url{http://square.github.io/crossfilter/}"
}


@misc{benzCar,
 title = {{F 015 Luxury in Motion Concept Car: Interaction with the vehicle through gestures, eye tracking and high-res touch-screens}},
 howpublished = "\url{https://www.mbusa.com/mercedes/future/model/model-All_New_F015_Luxury}"
}

@article{bmvgesture,
  author = {Tan, Paul},
  title = {{BMW Demonstrates Future iDrive with Touchscreen, Gesture and Tablet Control}},
  journal={CES 2015},
  year = {2015},
}

@article{rosa2014use,
  author={Rosa, Guillermo M and Elizondo, Mar{\'\i}a L},
  title={Use of a gesture user interface as a touchless image navigation system in dental surgery: Case series report},
  journal={Imaging science in dentistry},
  volume={44},
  number={2},
  pages={155--160},
  year={2014}
}

@misc{surgGesture,
	title = {{TEDCAS uses the Myo armband to give surgeons gesture control}},
	howpublished = "\url{http://blog.thalmic.com/myo-armband-surgery/}"
}

@misc{designGesture,
	title = {{Here's The Elon Musk Video Showing How You Can Design Rocket Parts By Making Hand Gestures}},
	howpublished = "\url{http://www.businessinsider.com/elon-musk-designing-rocket-parts-with-your-hands-video-2013-9}"
}

@inproceedings{kalinin2014interactive,
 author = {Kalinin, Alexander and Cetintemel, Ugur and Zdonik, Stan},
 title = {Interactive Data Exploration Using Semantic Windows},
 booktitle = {Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '14},
 year = {2014},
 isbn = {978-1-4503-2376-5},
 location = {Snowbird, Utah, USA},
 pages = {505--516},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2588555.2593666},
 doi = {10.1145/2588555.2593666},
 acmid = {2593666},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {data exploration, query processing},
} 

@article{nandi2011guided,
  author={Nandi, Arnab and Jagadish, HV},
  title={Guided interaction: Rethinking the query-result paradigm},
  journal={Proceedings of the VLDB Endowment},
  volume={4},
  number={12},
  pages={1466--1469},
  year={2011},
}

@article{lins2013nanocubes,
 author = {Lins, Lauro and Klosowski, James T. and Scheidegger, Carlos},
 title = {Nanocubes for Real-Time Exploration of Spatiotemporal Datasets},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {December 2013},
 volume = {19},
 number = {12},
 month = dec,
 year = {2013},
 issn = {1077-2626},
 pages = {2456--2465},
 numpages = {10},
 url = {http://dx.doi.org/10.1109/TVCG.2013.179},
 doi = {10.1109/TVCG.2013.179},
 acmid = {2553758},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Data cube, data structures, interactive exploration},
} 

@misc{moussavi2010hybrid,
  title={Hybrid inertial and touch sensing input device},
  author={Moussavi, F.},
  url={https://www.google.com/patents/US20100039394},
  year={2010},
  month=feb # "~18",
  publisher={Google Patents},
  note={US Patent App. 12/192,889}
}

@inproceedings{doshi2003prefetching,
 author={Doshi, Punit R and Rundensteiner, Elke A and Ward, Matthew O},
 booktitle={Eighth International Conference on Database Systems for Advanced Applications, 2003}, 
 title={Prefetching for visual data exploration}, 
 year={2003}, 
 volume={}, 
 number={}, 
 pages={195-202}, 
 keywords={cache storage;client-server systems;data visualisation;query processing;client side;contiguous queries;data access optimization;data visualization tools;exploratory activities;exploratory analysis system;multivariate data sets;prefetching strategies;semantic caching;visual data exploration;visual exploration tools;Computer applications;Computer science;Data analysis;Data visualization;Delay;Marketing and sales;Navigation;Performance analysis;Prefetching;Stock markets}, 
 doi={10.1109/DASFAA.2003.1192383}, 
 ISSN={}, 
 month={March},
}

@inproceedings{lee2002adaptation,
 author={Lee, Dong Ho and Kim, Jung Sup and Kim, Soo Duk and Kim, Ki Chang and Yoo-Sung, Kim and Park, Jaehyun},
 editor={Yakhno, Tatyana},
 title={Adaptation of a Neighbor Selection Markov Chain for Prefetching Tiled Web GIS Data},
 booktitle={Advances in Information Systems},
 year={2002},
 publisher={Springer Berlin Heidelberg},
 address={Berlin, Heidelberg},
 pages={213--222},
 isbn={978-3-540-36077-3}
}

@inproceedings{dar1996semantic,
 author = {Dar, Shaul and Franklin, Michael J. and J\'{o}nsson, Bj\"{o}rn \TH\'{o}r and Srivastava, Divesh and Tan, Michael},
 title = {Semantic Data Caching and Replacement},
 booktitle = {Proceedings of the 22th International Conference on Very Large Data Bases},
 series = {VLDB '96},
 year = {1996},
 isbn = {1-55860-382-4},
 pages = {330--341},
 numpages = {12},
 url = {http://dl.acm.org/citation.cfm?id=645922.673462},
 acmid = {673462},
 publisher = {Morgan Kaufmann Publishers Inc.},
 address = {San Francisco, CA, USA},
} 

@article{kraiss1998integrated,
 author={Kraiss, Achim and Weikum, Gerhard},
 title={Integrated document caching and prefetching in storage hierarchies based on Markov-chain predictions},
 journal={The VLDB Journal},
 year={1998},
 month={Aug},
 day={01},
 volume={7},
 number={3},
 pages={141--162},
 issn={0949-877X},
 doi={10.1007/s007780050060},
 url={https://doi.org/10.1007/s007780050060}
}

@inproceedings{hirte2012data3,
 author = {Hirte, Steffen and Seifert, Andreas and Baumann, Stephan and Klan, Daniel and Sattler, Kai-Uwe},
 title = {Data3 -- A Kinect Interface for OLAP Using Complex Event Processing},
 booktitle = {Proceedings of the 2012 IEEE 28th International Conference on Data Engineering},
 series = {ICDE '12},
 year = {2012},
 isbn = {978-0-7695-4747-3},
 pages = {1297--1300},
 numpages = {4},
 url = {http://dx.doi.org/10.1109/ICDE.2012.131},
 doi = {10.1109/ICDE.2012.131},
 acmid = {2310366},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
} 


@article{yecsilmurat2012retrospective,
 author= {Ye{\c{s}}ilmurat, Serdar and {\.{I}}{\c{s}}ler, Veysi},
 title={Retrospective adaptive prefetching for interactive Web GIS applications},
 journal={GeoInformatica},
 year={2012},
 month={Jul},
 day={01},
 volume={16},
 number={3},
 pages={435--466},
 issn={1573-7624},
 doi={10.1007/s10707-011-0141-8},
 url={https://doi.org/10.1007/s10707-011-0141-8},
 publisher={Springer}
}

@incollection{kim2012androbench,
 author={Kim, Je-Min and Kim, Jin-Soo},
 editor={Sambath, Sabo and Zhu, Egui},
 title={AndroBench: Benchmarking the Storage Performance of Android-Based Mobile Devices},
 bookTitle={Frontiers in Computer Education},
 year={2012},
 publisher={Springer Berlin Heidelberg},
 address={Berlin, Heidelberg},
 pages={667--674},
 isbn={978-3-642-27552-4},
 doi={10.1007/978-3-642-27552-4_89},
 url={https://doi.org/10.1007/978-3-642-27552-4_89}
}

@inproceedings{gunopulos2000approximating,
 author = {Gunopulos, Dimitrios and Kollios, George and Tsotras, Vassilis J. and Domeniconi, Carlotta},
 title = {Approximating Multi-dimensional Aggregate Range Queries over Real Attributes},
 booktitle = {Proceedings of the 2000 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '00},
 year = {2000},
 isbn = {1-58113-217-4},
 location = {Dallas, Texas, USA},
 pages = {463--474},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/342009.335448},
 doi = {10.1145/342009.335448},
 acmid = {335448},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{gibbons1997fast,
 author = {Gibbons, Phillip B. and Matias, Yossi and Poosala, Viswanath},
 title = {Fast Incremental Maintenance of Approximate Histograms},
 journal = {ACM Trans. Database Syst.},
 issue_date = {September 2002},
 volume = {27},
 number = {3},
 month = sep,
 year = {2002},
 issn = {0362-5915},
 pages = {261--298},
 numpages = {38},
 url = {http://doi.acm.org/10.1145/581751.581753},
 doi = {10.1145/581751.581753},
 acmid = {581753},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Approximation, histograms, incremental maintenance, query optimization, sampling},
} 

@inproceedings{chaudhuri1998random,
 author = {Chaudhuri, Surajit and Motwani, Rajeev and Narasayya, Vivek},
 title = {Random Sampling for Histogram Construction: How Much is Enough?},
 booktitle = {Proceedings of the 1998 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '98},
 year = {1998},
 isbn = {0-89791-995-5},
 location = {Seattle, Washington, USA},
 pages = {436--447},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/276304.276343},
 doi = {10.1145/276304.276343},
 acmid = {276343},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{vitter1998data,
 author = {Vitter, Jeffrey Scott and Wang, Min and Iyer, Bala},
 title = {Data Cube Approximation and Histograms via Wavelets},
 booktitle = {Proceedings of the Seventh International Conference on Information and Knowledge Management},
 series = {CIKM '98},
 year = {1998},
 isbn = {1-58113-061-9},
 location = {Bethesda, Maryland, USA},
 pages = {96--104},
 numpages = {9},
 url = {http://doi.acm.org/10.1145/288627.288645},
 doi = {10.1145/288627.288645},
 acmid = {288645},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{poosala1996improved,
 author = {Poosala, Viswanath and Haas, Peter J. and Ioannidis, Yannis E. and Shekita, Eugene J.},
 title = {Improved Histograms for Selectivity Estimation of Range Predicates},
 booktitle = {Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '96},
 year = {1996},
 isbn = {0-89791-794-4},
 location = {Montreal, Quebec, Canada},
 pages = {294--305},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/233269.233342},
 doi = {10.1145/233269.233342},
 acmid = {233342},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@article{li2007nalix,
 author = {Li, Yunyao and Yang, Huahai and Jagadish, H. V.},
 title = {NaLIX: A Generic Natural Language Search Environment for XML Data},
 journal = {ACM Trans. Database Syst.},
 issue_date = {November 2007},
 volume = {32},
 number = {4},
 month = nov,
 year = {2007},
 issn = {0362-5915},
 articleno = {30},
 url = {http://doi.acm.org/10.1145/1292609.1292620},
 doi = {10.1145/1292609.1292620},
 acmid = {1292620},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {Natural language interface, XML, XQuery, dialog system, iterative search},
} 

@inproceedings{liu2009spreadsheet,
 author={Liu, Bin and Jagadish, HV},
 title={A Spreadsheet Algebra for a Direct Data Manipulation Query Interface},
 booktitle={2009 IEEE 25th International Conference on Data Engineering}, 
 year={2009}, 
 volume={}, 
 number={}, 
 pages={417-428}, 
 keywords={SQL;query processing;spreadsheet programs;direct data manipulation query interface;single-block SQL queries;spreadsheet algebra;visual query builders;Algebra;Data analysis;Data engineering;Humans;Presses;Prototypes;Relational databases;Spreadsheet programs;USA Councils;Visual databases;database usability;spreadsheet;user interface}, 
 doi={10.1109/ICDE.2009.34}, 
 ISSN={1063-6382}, 
 month={March},
}

@inproceedings{bakke2011spreadsheet,
 author = {Bakke, Eirik and Karger, David and Miller, Rob},
 title = {A Spreadsheet-based User Interface for Managing Plural Relationships in Structured Data},
 booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
 series = {CHI '11},
 year = {2011},
 isbn = {978-1-4503-0228-9},
 location = {Vancouver, BC, Canada},
 pages = {2541--2550},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1978942.1979313},
 doi = {10.1145/1978942.1979313},
 acmid = {1979313},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {databases, foreign key relationships, hierarchical views, one-to-many relationships, spreadsheets},
} 


@inproceedings{hilda2016,
 author={Binnig, Carsten and Fekete, Alan and Nandi, Arnab },
 title = {HILDA '16: Proceedings of the Workshop on Human-In-the-Loop Data Analytics},
 year = {2016},
 isbn = {978-1-4503-4207-0},
 location = {San Francisco, California},
 publisher = {ACM},
 address = {New York, NY, USA},
} 

@inproceedings{idea2016,
  author={Chau, Polo and Vreeken, Jilles and van Leeuwen, Matthijs and Shahaf, Dafna and Faloutsos, Christons},
  title={Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics},
  booktitle={ACM SIGKDD 2016 Full-day Workshop on Interactive Data Exploration and Analytics},
  year={2016},
  organization={IDEA'16},
 }

@inproceedings{weaver2008multidimensional,
 author={Weaver, Chris}, 
 title={Multidimensional visual analysis using cross-filtered views}, 
 booktitle={2008 IEEE Symposium on Visual Analytics Science and Technology}, 
 year={2008}, 
 volume={}, 
 number={}, 
 pages={163-170},
 keywords={data analysis;data structures;data visualisation;query processing;visual databases;complex multidimensional set query expression;cross-filtered coordinated multiple view interface;data semantics;data visualization;design strategy;domain-specific data structure mapping;idiosyncratic combination;multidimensional visual data analysis tool;visual abstraction;Data analysis;Data structures;Data visualization;Geography;Management information systems;Multidimensional systems;Pattern analysis;Prototypes;Software engineering;Usability;D.2.2 [Software Engineering]: Design Tools and Techniques—[User Interfaces];H.2.3 [Information Systems]: Database Management—[Languages];H.5.2 [Information Systems]: Information Interfaces and Presentation—[User Interfaces]}, 
 doi={10.1109/VAST.2008.4677370}, 
 ISSN={}, 
 month={Oct},
}

@misc{tableau,
	title = {{Tableau}},
	howpublished = "\url{http://www.tableau.com/}"
}

@misc{touchship,
	title = {{Global shipment forecast for touch-screen displays from 2012 to 2016 (in billion units)}},
	howpublished = "\url{https://www.statista.com/statistics/259983/global-shipment-forecast-for-touch-screen-displays/}"
}

@misc{powerBI,
	title = {{Power BI}},
	howpublished = "\url{https://powerbi.microsoft.com}"
}


@article{faulkner2003beyond,
 author={Faulkner, Laura},
 title={Beyond the five-user assumption: Benefits of increased sample sizes in usability testing},
 journal={Behavior Research Methods, Instruments, {\&} Computers},
 year={2003},
 month={Aug},
 day={01},
 volume={35},
 number={3},
 pages={379--383},
 issn={1532-5970},
 doi={10.3758/BF03195514},
 publisher={Springer},
 url={https://doi.org/10.3758/BF03195514}
}

@book{albert2013measuring,
  author={Albert, William and Tullis, Thomas},
  title={Measuring the user experience: collecting, analyzing, and presenting usability metrics},
  publisher={Newnes},
  year={2013},
}

@book{barnum2010usability,
  author={Barnum, Carol M},
  title={Usability testing essentials: ready, set... test!},
  publisher={Elsevier},
  year={2010},
}

@article{eichmann2016towards,
  author={Philipp Eichmann and Emanuel Zgraggen and Zheguang Zhao and Carsten Binnig and Tim Kraska},
  title={Towards a Benchmark for Interactive Data Exploration},
  journal={IEEE Data Eng. Bull.},
  year={2016},
  volume={39},
  pages={50-61}
}

@misc{bell2014browser,
  author={Bell, Denise A and Deluca, Lisa Seacat and Levinson, David J and Salem, Randa},
  title={Browser interaction for lazy loading operations},
  year={2014},
  month=dec # "~15",
  publisher={Google Patents},
  note={US Patent App. 14/570,430}
}

@inproceedings{jiang2015designing,
 author = {Jiang, Lilong and Nandi, Arnab},
 title = {Designing Interactive Query Interfaces to Teach Database Systems in the Classroom},
 booktitle = {Proceedings of the 33rd Annual ACM Conference Extended Abstracts on Human Factors in Computing Systems},
 series = {CHI EA '15},
 year = {2015},
 isbn = {978-1-4503-3146-3},
 location = {Seoul, Republic of Korea},
 pages = {1479--1482},
 numpages = {4},
 url = {http://doi.acm.org/10.1145/2702613.2732900},
 doi = {10.1145/2702613.2732900},
 acmid = {2732900},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {databases, education, interaction, touch},
} 

@inproceedings{abouzied2012dataplay,
 author = {Abouzied, Azza and Hellerstein, Joseph and Silberschatz, Avi},
 title = {DataPlay: Interactive Tweaking and Example-driven Correction of Graphical Database Queries},
 booktitle = {Proceedings of the 25th Annual ACM Symposium on User Interface Software and Technology},
 series = {UIST '12},
 year = {2012},
 isbn = {978-1-4503-1580-7},
 location = {Cambridge, Massachusetts, USA},
 pages = {207--218},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2380116.2380144},
 doi = {10.1145/2380116.2380144},
 acmid = {2380144},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {quantification, query correction, query specification, semantic fine-tuning},
} 

@inproceedings{rzeszotarski2014kinetica,
 author = {Rzeszotarski, Jeffrey M. and Kittur, Aniket},
 title = {Kinetica: Naturalistic Multi-touch Data Visualization},
 booktitle = {Proceedings of the 32Nd Annual ACM Conference on Human Factors in Computing Systems},
 series = {CHI '14},
 year = {2014},
 isbn = {978-1-4503-2473-1},
 location = {Toronto, Ontario, Canada},
 pages = {897--906},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/2556288.2557231},
 doi = {10.1145/2556288.2557231},
 acmid = {2557231},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {multi-touch, multivariate data, physics, visualization},
} 

@inproceedings{kang2003evaluating,
 author={Kang, Jaewoo and Naughton, Jeffrey F and Viglas, Stratis D},
 title={Evaluating window joins over unbounded streams}, 
 booktitle={Proceedings 19th International Conference on Data Engineering (Cat. No.03CH37405)}, 
 year={2003}, 
 volume={}, 
 number={}, 
 pages={341-352}, 
 keywords={optimisation;query formulation;query processing;resource allocation;hash join;input stream;memory allocation;nested-loops join;sliding window join evaluation;symmetric join algorithm implementation;system resource;unbounded stream;unit-time-basis cost model;Data engineering}, 
 doi={10.1109/ICDE.2003.1260804}, 
 ISSN={}, 
 month={March},
}

@inproceedings{fisher2012trust,	
author = {Fisher, Danyel and Popov, Igor and Drucker, Steven and schraefel, mc},
title = {Trust Me, I'm Partially Right: Incremental Visualization Lets Analysts Explore Large Datasets Faster},
booktitle = {},
year = {2012},
month = {May},
publisher = {ACM Conference on Human Factors in Computing Systems},
url = {https://www.microsoft.com/en-us/research/publication/trust-me-im-partially-right-incremental-visualization-lets-analysts-explore-large-datasets-faster/},
address = {},
pages = {},
journal = {},
volume = {},
chapter = {},
isbn = {},
}

@article{henry2006matrixexplorer,
 author={Henry, Nathalie and Fekete, Jean-Daniel},
 title={MatrixExplorer: a Dual-Representation System to Explore Social Networks}, 
 journal={IEEE Transactions on Visualization and Computer Graphics}, 
 year={2006}, 
 volume={12}, 
 number={5}, 
 pages={677-684}, 
 keywords={data visualisation;diagrams;graph theory;matrix algebra;pattern clustering;social sciences computing;MatrixExplorer;clustering functions;dual-representation system;interactive filtering;matrix-based representations;network visualization system;node-link diagrams;social networks;consensus.;exploratory process;interactive clustering;matrix ordering;matrix-based representations;node-link diagrams;social networks visualization;Algorithms;Cluster Analysis;Computer Graphics;Computer Simulation;Information Storage and Retrieval;Models, Biological;Population Dynamics;Social Behavior;Social Support;Software;User-Computer Interface}, 
 doi={10.1109/TVCG.2006.160}, 
 ISSN={1077-2626}, 
 month={Sept},
}

@article{schreck2009visual,
 author = {Schreck, Tobias and Bernard, J\"{u}rgen and Von Landesberger, Tatiana and Kohlhammer, J\"{o}rn},
 title = {Visual Cluster Analysis of Trajectory Data with Interactive Kohonen Maps},
 journal = {Information Visualization},
 issue_date = {January 2009},
 volume = {8},
 number = {1},
 month = jan,
 year = {2009},
 issn = {1473-8716},
 pages = {14--29},
 numpages = {16},
 url = {http://dx.doi.org/10.1057/ivs.2008.29},
 doi = {10.1057/ivs.2008.29},
 acmid = {1598930},
 publisher = {Palgrave Macmillan},
 keywords = {self-organizing maps, time series data, trajectory data, visual analytics, visual cluster analysis},
} 


@book{lazar2010research,
  author={Lazar, Jonathan and Feng, Jinjuan Heidi and Hochheiser, Harry},
  title={Research Methods in Human-Computer Interaction},
  year={2010},
  publisher={Wiley Publishing}
}

@inproceedings{faith2007targeted,
author={Faith, Joe}, 
title={Targeted Projection Pursuit for Interactive Exploration of High- Dimensional Data Sets},
booktitle={Information Visualization, 2007. IV '07. 11th International Conference}, 
year={2007}, 
volume={}, 
number={}, 
pages={286-292}, 
keywords={data analysis;data reduction;data visualisation;user interfaces;data analysis;data dimensionality reduction;data visualisation;gene expression data;high-dimensional data set;interactive exploration;targeted projection pursuit;user interface;Data analysis;Data visualization;Gene expression;Principal component analysis;Prototypes;Scattering;Singular value decomposition;Space exploration;Statistics;Video sequences}, 
doi={10.1109/IV.2007.107}, 
ISSN={1550-6037}, 
month={July},
}

@article{yuan2013dimension,
 author={Yuan, Xiaoru and Ren, Donghao and Wang, Zuchao and Guo, Cong},
 title = {Dimension Projection Matrix/Tree: Interactive Subspace Visual Exploration and Analysis of High Dimensional Data},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {December 2013},
 volume = {19},
 number = {12},
 month = dec,
 year = {2013},
 issn = {1077-2626},
 pages = {2625--2633},
 numpages = {9},
 url = {http://dx.doi.org/10.1109/TVCG.2013.150},
 doi = {10.1109/TVCG.2013.150},
 acmid = {2553777},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {High dimensional data, hierarchical visualization, sub-dimensional space, user interaction, subspace, tree, matrix},
} 

@inproceedings{plaisant2004challenge,
 author = {Plaisant, Catherine},
 title = {The Challenge of Information Visualization Evaluation},
 booktitle = {Proceedings of the Working Conference on Advanced Visual Interfaces},
 series = {AVI '04},
 year = {2004},
 isbn = {1-58113-867-9},
 location = {Gallipoli, Italy},
 pages = {109--116},
 numpages = {8},
 url = {http://doi.acm.org/10.1145/989863.989880},
 doi = {10.1145/989863.989880},
 acmid = {989880},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {adoption, evaluation, return on investment, technology transfer, usability, usefulness, user studies, visualization},
} 

@inproceedings{yang2004value,
author={Yang, Jing and Patro, Anilkumar and Huang, Shiping and Mehta, Nishant and Ward, Matthew O and Rundensteiner, Elke A},
title={Value and Relation Display for Interactive Exploration of High Dimensional Datasets}, 
booktitle={IEEE Symposium on Information Visualization}, 
year={2004}, 
volume={}, 
number={}, 
pages={73-80}, 
keywords={computer displays;data visualisation;image sampling;image texture;interactive systems;pattern recognition;user interfaces;very large databases;data patterns;datasets interactive exploration;multidimensional scaling;multidimensional visualization;pixel-oriented techniques;relation display;scatterplot matrices;texture mapping;value display;Computer displays;Computer science;Data analysis;Data visualization;Large screen displays;Navigation;Principal component analysis;Reactive power;Scattering;Visual databases;Multi-dimensional visualization;high dimensional datasets;multi-dimensional scaling;pixel-oriented}, 
doi={10.1109/INFVIS.2004.71}, 
ISSN={1522-404X}, 
month={},
}

@article{seo2005rank,
 author = {Seo, Jinwook and Shneiderman, Ben},
 title = {A Rank-by-feature Framework for Interactive Exploration of Multidimensional Data},
 journal = {Information Visualization},
 issue_date = {July 2005},
 volume = {4},
 number = {2},
 month = jul,
 year = {2005},
 issn = {1473-8716},
 pages = {96--113},
 numpages = {18},
 url = {http://dx.doi.org/10.1057/palgrave.ivs.9500091},
 doi = {10.1057/palgrave.ivs.9500091},
 acmid = {1103524},
 publisher = {Palgrave Macmillan},
 keywords = {dynamic query, exploratory data analysis, feature detection/selection, graphical displays, information visualization, rank-by-feature framework},
} 

@inproceedings{yang2003interactive,
 author = {Yang, Jing and Peng, Wei and Ward, Matthew O. and Rundensteiner, Elke A.},
 title = {Interactive Hierarchical Dimension Ordering, Spacing and Filtering for Exploration of High Dimensional Datasets},
 booktitle = {Proceedings of the Ninth Annual IEEE Conference on Information Visualization},
 series = {INFOVIS'03},
 year = {2003},
 isbn = {0-7803-8154-8},
 location = {Seattle, Washington},
 pages = {105--112},
 numpages = {8},
 url = {http://dl.acm.org/citation.cfm?id=1947368.1947390},
 acmid = {1947390},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
 keywords = {dimension filtering, dimension ordering, dimension spacing, high dimensional datasets, multidimensional visualization},
} 

@inproceedings{fekete2002interactive,
 author = {Fekete, Jean-Daniel and Plaisant, Catherine},
 title = {Interactive Information Visualization of a Million Items},
 booktitle = {Proceedings of the IEEE Symposium on Information Visualization (InfoVis'02)},
 series = {INFOVIS '02},
 year = {2002},
 isbn = {0-7695-1751-X},
 pages = {117--},
 url = {http://dl.acm.org/citation.cfm?id=857191.857732},
 acmid = {857732},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
} 

@article{mackinlay2007show,
 author = {Mackinlay, Jock and Hanrahan, Pat and Stolte, Chris},
 title = {Show Me: Automatic Presentation for Visual Analysis},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {November 2007},
 volume = {13},
 number = {6},
 month = nov,
 year = {2007},
 issn = {1077-2626},
 pages = {1137--1144},
 numpages = {8},
 url = {https://doi.org/10.1109/TVCG.2007.70594},
 doi = {10.1109/TVCG.2007.70594},
 acmid = {1313140},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Automatic presentation, Automatic presentation, visual analysis, graphic design, best practices, data visualization, small multiples., best practices, data visualization, graphic design, small multiples., visual analysis},
} 

@inproceedings{yang2007analysis,
author={Yang, Di and Rundensteiner, Elke A and Ward, Matthew O},
title={Analysis Guided Visual Exploration of Multivariate Data}, 
booktitle={2007 IEEE Symposium on Visual Analytics Science and Technology}, 
year={2007}, 
volume={}, 
number={}, 
pages={83-90}, 
keywords={data mining;data visualisation;Xmd-vTool freeware multivariate data visualization system;analysis-guided visual exploration system;graphical representation;knowledge discovery task;multivariate data visual exploration;nugget management system;Data mining;Data visualization;Displays;Environmental management;Humans;Impedance;Information analysis;Knowledge management;Visual analytics;Visual databases;Analysis Guided Exploration;Discovery Management;Visual Analytics;Visual Knowledge Discovery}, 
doi={10.1109/VAST.2007.4389000}, 
ISSN={}, 
month={Oct},
}

@inproceedings{martin1995high,
 author = {Martin, Allen R. and Ward, Matthew O.},
 title = {High Dimensional Brushing for Interactive Exploration of Multivariate Data},
 booktitle = {Proceedings of the 6th Conference on Visualization '95},
 series = {VIS '95},
 year = {1995},
 isbn = {0-8186-7187-4},
 pages = {271--},
 url = {http://dl.acm.org/citation.cfm?id=832271.833844},
 acmid = {833844},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
 keywords = {brushing, multivariate data visualization, visual data exploration},
} 


@article{biswas2013information,
 author = {Biswas, Ayan and Dutta, Soumya and Shen, Han-Wei and Woodring, Jonathan},
 title = {An Information-Aware Framework for Exploring Multivariate Data Sets},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {December 2013},
 volume = {19},
 number = {12},
 month = dec,
 year = {2013},
 issn = {1077-2626},
 pages = {2683--2692},
 numpages = {10},
 url = {http://dx.doi.org/10.1109/TVCG.2013.133},
 doi = {10.1109/TVCG.2013.133},
 acmid = {2553796},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Information theory, framework, isosurface, multivariate uncertainty},
} 


@inproceedings{zhang2012network,
 author = {Zhang, Zhiyuan and McDonnell, Kevin T. and Mueller, Klaus},
 title = {A Network-based Interface for the Exploration of High-dimensional Data Spaces},
 booktitle = {Proceedings of the 2012 IEEE Pacific Visualization Symposium},
 series = {PACIFICVIS '12},
 year = {2012},
 isbn = {978-1-4673-0863-2},
 pages = {17--24},
 numpages = {8},
 url = {http://dx.doi.org/10.1109/PacificVis.2012.6183569},
 doi = {10.1109/PacificVis.2012.6183569},
 acmid = {2311508},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
} 

@inproceedings{javed2012gravnav,
 author = {Javed, Waqas and Ghani, Sohaib and Elmqvist, Niklas},
 title = {GravNav: Using a Gravity Model for Multi-scale Navigation},
 booktitle = {Proceedings of the International Working Conference on Advanced Visual Interfaces},
 series = {AVI '12},
 year = {2012},
 isbn = {978-1-4503-1287-5},
 location = {Capri Island, Italy},
 pages = {217--224},
 numpages = {8},
 url = {http://doi.acm.org/10.1145/2254556.2254597},
 doi = {10.1145/2254556.2254597},
 acmid = {2254597},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {guided navigation, multi-scale spaces, panning, space-scale diagrams, topology-aware navigation, zooming},
} 


@inproceedings{kandel2011wrangler,
 author = {Kandel, Sean and Paepcke, Andreas and Hellerstein, Joseph and Heer, Jeffrey},
 title = {Wrangler: Interactive Visual Specification of Data Transformation Scripts},
 booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
 series = {CHI '11},
 year = {2011},
 isbn = {978-1-4503-0228-9},
 location = {Vancouver, BC, Canada},
 pages = {3363--3372},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1978942.1979444},
 doi = {10.1145/1978942.1979444},
 acmid = {1979444},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {data analysis, data cleaning, transformation, visualization, wrangler},
} 

@inproceedings{key2012vizdeck,
 author = {Key, Alicia and Howe, Bill and Perry, Daniel and Aragon, Cecilia},
 title = {VizDeck: Self-organizing Dashboards for Visual Analytics},
 booktitle = {Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '12},
 year = {2012},
 isbn = {978-1-4503-1247-9},
 location = {Scottsdale, Arizona, USA},
 pages = {681--684},
 numpages = {4},
 url = {http://doi.acm.org/10.1145/2213836.2213931},
 doi = {10.1145/2213836.2213931},
 acmid = {2213931},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {visualization},
} 

@inproceedings{satyanarayan2014lyra,
 author = {Satyanarayan, Arvind and Heer, Jeffrey},
 title = {Lyra: An Interactive Visualization Design Environment},
 booktitle = {Proceedings of the 16th Eurographics Conference on Visualization},
 series = {EuroVis '14},
 year = {2014},
 location = {Swansea, Wales, United Kingdom},
 pages = {351--360},
 numpages = {10},
 url = {http://dx.doi.org/10.1111/cgf.12391},
 doi = {10.1111/cgf.12391},
 acmid = {2854259},
 publisher = {Eurographics Association},
 address = {Aire-la-Ville, Switzerland, Switzerland},
} 

@article{willett2007scented,
  author={Willett, Wesley and Heer, Jeffrey and Agrawala, Maneesh},
  title={Scented widgets: Improving navigation cues with embedded visualizations},
  journal={IEEE Transactions on Visualization and Computer Graphics},
  volume={13},
  number={6},
  pages={1129--1136},
  year={2007},
  publisher={IEEE}
}

@inproceedings{wei2012visual,
 author={Wei, Jishang and Shen, Zeqian and Sundaresan, Neel and Ma, Kwan-Liu},
 title={Visual cluster exploration of web clickstream data}, 
 booktitle={2012 IEEE Conference on Visual Analytics Science and Technology (VAST)}, 
 year={2012}, 
 volume={}, 
 number={}, 
 pages={3-12}, 
 keywords={Internet;Markov processes;data analysis;data visualisation;electronic commerce;pattern clustering;self-organising feature maps;user interfaces;Markov chain models;Web clickstream data;clickstream clusters;e-commerce companies;eBay;intuitive user interface;self-organizing map;user behavior patterns;visual analytics system;visual cluster exploration;Data models;Data visualization;Hidden Markov models;Layout;Markov processes;Prototypes;Visualization}, 
 doi={10.1109/VAST.2012.6400494}, 
 ISSN={}, 
 month={Oct},
}

@inproceedings{lam2007session,
 author={Lam, Heidi and Russell, Daniel and Tang, Diane and Munzner, Tamara},
 title={Session Viewer: Visual Exploratory Analysis of Web Session Logs}, 
 booktitle={2007 IEEE Symposium on Visual Analytics Science and Technology}, 
 year={2007}, 
 volume={}, 
 number={}, 
 pages={147-154}, 
 keywords={Internet;data visualisation;human factors;search engines;statistical analysis;Session Viewer visualization tool;Web search usage behaviors;detailed log examinations;large-scale Web session log analysis;statistical methods;visual exploratory analysis;Aggregates;Bridges;Buildings;Data analysis;Data visualization;Frequency;Human computer interaction;Information analysis;Large-scale systems;Statistical analysis;Web session log analysis;information visualization;visual exploratory data analysis}, 
 doi={10.1109/VAST.2007.4389008}, 
 ISSN={}, 
 month={Oct},
}

@article{basole2013understanding,
  author={Basole, Rahul C and Clear, Trustin and Hu, Mengdie and Mehrotra, Harshit and Stasko, John},
  title={Understanding interfirm relationships in business ecosystems with interactive visualization},
  journal={IEEE Transactions on visualization and computer graphics},
  volume={19},
  number={12},
  pages={2526--2535},
  year={2013},
  publisher={IEEE}
}

@article{bernard2013motionexplorer,
 author = {Bernard, J\"{u}rgen and Wilhelm, Nils and Kr\"{u}ger, Bj\"{o}rn and May, Thorsten and Schreck, Tobias and Kohlhammer, J\"{o}rn},
 title = {MotionExplorer: Exploratory Search in Human Motion Capture Data Based on Hierarchical Aggregation},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {December 2013},
 volume = {19},
 number = {12},
 month = dec,
 year = {2013},
 issn = {1077-2626},
 pages = {2257--2266},
 numpages = {10},
 url = {http://dx.doi.org/10.1109/TVCG.2013.178},
 doi = {10.1109/TVCG.2013.178},
 acmid = {2553737},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Visual analytics, exploratory search, multivariate time series, motion capture data, data aggregation, cluster glyph},
} 


@article{cao2011dicon,
 author={Cao, Nan and Gotz, David and Sun, Jimeng and Qu, Huamin},
 title={DICON: Interactive Visual Analysis of Multidimensional Clusters}, 
 journal={IEEE Transactions on Visualization and Computer Graphics}, 
 year={2011}, 
 volume={17}, 
 number={12}, 
 pages={2581-2590}, 
 keywords={data analysis;data structures;data visualisation;embedded systems;interactive systems;pattern clustering;statistical distributions;DICON;cluster quality;clutter reduction;complex data;fundamental data analysis technique;high-level statistical information;icon-based cluster visualization;interactive visual analysis;layout algorithm;multidimensional attribute display;multidimensional cluster;statistical information;user interaction;Algorithm design and analysis;Clustering algorithms;Encoding;Image color analysis;Information analysis;Visualization;Clustering;Information Visualization.;Visual Analysis;Algorithms;Cluster Analysis;Computer Graphics;Data Interpretation, Statistical;Databases, Factual;Humans;User-Computer Interface}, 
 doi={10.1109/TVCG.2011.188}, 
 ISSN={1077-2626}, 
 month={Dec},
}

@article{woodring2009multiscale,
 author={Woodring, Jonathan and Shen, Han-Wei},
 title={Multiscale Time Activity Data Exploration via Temporal Clustering Visualization Spreadsheet}, 
 journal={IEEE Transactions on Visualization and Computer Graphics}, 
 year={2009}, 
 volume={15}, 
 number={1}, 
 pages={123-137}, 
 keywords={computer animation;data visualisation;pattern clustering;wavelet transforms;animation;multiscale time activity data exploration;multiscale time series curve sets;temporal clustering visualization spreadsheet;wavelet transform;Animation;Brushes;Data visualization;Filter bank;Frequency;Histograms;Temperature;Transfer functions;Wavelet coefficients;Wavelet transforms;Information visualization;Multivariate visualization;Visualization systems and software;Visualization techniques and methodologies;Algorithms;Cluster Analysis;Computer Graphics;Computer Simulation;Information Storage and Retrieval;Models, Theoretical;Software;User-Computer Interface}, 
 doi={10.1109/TVCG.2008.69}, 
 ISSN={1077-2626}, 
 month={Jan},
}

@article{ferreira2013visual,
 author = {Ferreira, Nivan and Poco, Jorge and Vo, Huy T. and Freire, Juliana and Silva, Cl\'{a}udio T.},
 title = {Visual Exploration of Big Spatio-Temporal Urban Data: A Study of New York City Taxi Trips},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {December 2013},
 volume = {19},
 number = {12},
 month = dec,
 year = {2013},
 issn = {1077-2626},
 pages = {2149--2158},
 numpages = {10},
 url = {http://dx.doi.org/10.1109/TVCG.2013.226},
 doi = {10.1109/TVCG.2013.226},
 acmid = {2553720},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Spatio-temporal queries, urban data, NYC taxis, visual exploration},
} 


@inproceedings{basu2008minimum,
 author = {Basu Roy, Senjuti and Wang, Haidong and Das, Gautam and Nambiar, Ullas and Mohania, Mukesh},
 title = {Minimum-effort Driven Dynamic Faceted Search in Structured Databases},
 booktitle = {Proceedings of the 17th ACM Conference on Information and Knowledge Management},
 series = {CIKM '08},
 year = {2008},
 isbn = {978-1-59593-991-3},
 location = {Napa Valley, California, USA},
 pages = {13--22},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1458082.1458088},
 doi = {10.1145/1458082.1458088},
 acmid = {1458088},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {data browsing, dynamic facet generation, minimum-effort entity search},
} 

@inproceedings{kashyap2010facetor,
 author = {Kashyap, Abhijith and Hristidis, Vagelis and Petropoulos, Michalis},
 title = {FACeTOR: Cost-driven Exploration of Faceted Query Results},
 booktitle = {Proceedings of the 19th ACM International Conference on Information and Knowledge Management},
 series = {CIKM '10},
 year = {2010},
 isbn = {978-1-4503-0099-5},
 location = {Toronto, ON, Canada},
 pages = {719--728},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1871437.1871530},
 doi = {10.1145/1871437.1871530},
 acmid = {1871530},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {faceted navigation, information overload, query interfaces},
} 


@article{kashyap2011effective,
 author={Kashyap, Abhijith and Hristidis, Vagelis and Petropoulos, Michalis and Tavoulari, Sotiria},
 title={Effective Navigation of Query Results Based on Concept Hierarchies}, 
 year={2011}, 
 journal={IEEE Transactions on Knowledge and Data Engineering}, 
 volume={23}, 
 number={4}, 
 pages={540-553}, 
 keywords={citation analysis;minimisation;query processing;search problems;trees (mathematics);user interfaces;BioNav system;MEDLINE database;MeSH annotations;NP-complete;PubMed;biomedical citations;biomedical databases;comprehensive concept hierarchy;information overload problem;navigation cost minimization;navigation tree;optimal algorithm;result categorization;result ranking;search interface;search query;Interactive data exploration and discovery;graphical user interfaces;interaction styles.;search process}, 
 doi={10.1109/TKDE.2010.135}, 
 ISSN={1041-4347}, 
 month={April},
 }

@article{kosara2006parallel,
 author = {Kosara, Robert and Bendix, Fabian and Hauser, Helwig},
 title = {Parallel Sets: Interactive Exploration and Visual Analysis of Categorical Data},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {July 2006},
 volume = {12},
 number = {4},
 month = jul,
 year = {2006},
 issn = {1077-2626},
 pages = {558--568},
 numpages = {11},
 url = {http://dx.doi.org/10.1109/TVCG.2006.76},
 doi = {10.1109/TVCG.2006.76},
 acmid = {1137510},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Information visualization, Information visualization, interaction, nominal data, categorical data, multivariate data., categorical data, interaction, multivariate data., nominal data},
} 


@inproceedings{yang2011clues,
 author = {Yang, Di and Guo, Zhenyu and Rundensteiner, Elke A. and Ward, Matthew O.},
 title = {CLUES: A Unified Framework Supporting Interactive Exploration of Density-based Clusters in Streams},
 booktitle = {Proceedings of the 20th ACM International Conference on Information and Knowledge Management},
 series = {CIKM '11},
 year = {2011},
 isbn = {978-1-4503-0717-8},
 location = {Glasgow, Scotland, UK},
 pages = {815--824},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/2063576.2063694},
 doi = {10.1145/2063576.2063694},
 acmid = {2063694},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {density-based cluster, evolution, stream, visualization},
} 

@inproceedings{dimitriadou2014explore,
 author = {Dimitriadou, Kyriaki and Papaemmanouil, Olga and Diao, Yanlei},
 title = {Explore-by-example: An Automatic Query Steering Framework for Interactive Data Exploration},
 booktitle = {Proceedings of the 2014 ACM SIGMOD International Conference on Management of Data},
 series = {SIGMOD '14},
 year = {2014},
 isbn = {978-1-4503-2376-5},
 location = {Snowbird, Utah, USA},
 pages = {517--528},
 numpages = {12},
 url = {http://doi.acm.org/10.1145/2588555.2610523},
 doi = {10.1145/2588555.2610523},
 acmid = {2610523},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {data exploration, database sampling, query formulation},
} 

@inproceedings{chan2008maintaining,
 author={Chan, Sye-Min and Xiao, Ling and Gerth, John and Hanrahan, Pat},
 title={Maintaining interactivity while exploring massive time series}, 
 booktitle={2008 IEEE Symposium on Visual Analytics Science and Technology}, 
 year={2008}, 
 volume={}, 
 number={}, 
 pages={59-66}, 
 keywords={cache storage;data visualisation;query processing;temporal databases;time series;very large databases;ATLAS;ad hoc query;data analysis;data retrieval;distributed query load;hidden system latency;high performance database technology;massive time series dataset;predictive caching;temporal data visualization tool;Costs;Data analysis;Data visualization;Delay;Hardware;Information retrieval;Telecommunication traffic;Time series analysis;Visual analytics;Visual databases;D.2.11 [Software Engineering]: Software Architectures—Domain-specific architectures;H.5.2 [Information Interfaces And Presentation]: User Interface—Graphical user interfaces (GUI);K.4.0 [Information Systems Applications]: General}, 
 doi={10.1109/VAST.2008.4677357}, 
 ISSN={}, 
 month={Oct},
}

@inproceedings{heer2008generalized,
 author = {Heer, Jeffrey and Agrawala, Maneesh and Willett, Wesley},
 title = {Generalized Selection via Interactive Query Relaxation},
 booktitle = {Proceedings of the SIGCHI Conference on Human Factors in Computing Systems},
 series = {CHI '08},
 year = {2008},
 isbn = {978-1-60558-011-1},
 location = {Florence, Italy},
 pages = {959--968},
 numpages = {10},
 url = {http://doi.acm.org/10.1145/1357054.1357203},
 doi = {10.1145/1357054.1357203},
 acmid = {1357203},
 publisher = {ACM},
 address = {New York, NY, USA},
 keywords = {annotation, information visualization, input techniques, pointing, query relaxation, reference, selection},
} 

@article{yi2007toward,
 author={Yi, Ji Soo and ah Kang, Youn and Stasko, John},
 title={Toward a deeper understanding of the role of interaction in information visualization},
 journal={IEEE transactions on visualization and computer graphics},
 volume={13},
 number={6},
 pages={1224--1231},
 year={2007},
 publisher={IEEE}
}

@article{keim2002information,
 author = {Keim, Daniel A.},
 title = {Information Visualization and Visual Data Mining},
 journal = {IEEE Transactions on Visualization and Computer Graphics},
 issue_date = {January 2002},
 volume = {8},
 number = {1},
 month = jan,
 year = {2002},
 issn = {1077-2626},
 pages = {1--8},
 numpages = {8},
 url = {http://dx.doi.org/10.1109/2945.981847},
 doi = {10.1109/2945.981847},
 acmid = {614508},
 publisher = {IEEE Educational Activities Department},
 address = {Piscataway, NJ, USA},
 keywords = {Information visualization, visual data mining, visual data exploration, classification.},
} 

@book{wilkinson2006grammar,
  author={Wilkinson, Leland},
  title={The grammar of graphics},
  year={2006},
  publisher={Springer Science \& Business Media},
}

@inproceedings{shneiderman1996eyes,
 author = {Shneiderman, Ben},
 title = {The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations},
 booktitle = {Proceedings of the 1996 IEEE Symposium on Visual Languages},
 series = {VL '96},
 year = {1996},
 isbn = {0-8186-7508-X},
 pages = {336--},
 url = {http://dl.acm.org/citation.cfm?id=832277.834354},
 acmid = {834354},
 publisher = {IEEE Computer Society},
 address = {Washington, DC, USA},
 keywords = {visualization, information visualization, graphical user interfaces},
} 

@misc{gujarathi2015parameterized,
  author={Gujarathi, Nilesh R and Shah, Amar A},
  title={Parameterized Computed Scrolling for Navigation of Structured Data},
  year={2015},
  publisher={Google Patents}
}

@inproceedings{viglas2003maximizing,
 author = {Viglas, Stratis D. and Naughton, Jeffrey F. and Burger, Josef},
 title = {Maximizing the Output Rate of Multi-way Join Queries over Streaming Information Sources},
 booktitle = {Proceedings of the 29th International Conference on Very Large Data Bases - Volume 29},
 series = {VLDB '03},
 year = {2003},
 isbn = {0-12-722442-4},
 location = {Berlin, Germany},
 pages = {285--296},
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 url = {http://dl.acm.org/citation.cfm?id=1315451.1315477},
 acmid = {1315477},
 publisher = {VLDB Endowment},
} 

@misc{googlecharts,
	title = {{Google Charts}},
	howpublished = "\url{https://developers.google.com/chart/}",
}

@misc{highcharts,
	title = {{Highcharts}},
	howpublished = "\url{http://www.highcharts.com/}",
}

@misc{tableauvizable,
	title = {{Tableau Vizable}},
	howpublished = "\url{https://vizable.tableau.com/}",
}

@misc{imdb,
	title = {{IMDb}},
	howpublished = "\url{http://www.imdb.com/}",
}

@misc{omdbapi,
	title = {{OMDb API - The Open Movie Database}},
	howpublished = "\url{http://www.omdbapi.com/}",
}

@misc{mactrackpad,
	title = {{Use Multi-Touch gestures on your Mac}},
	howpublished = "\url{https://support.apple.com/en-us/HT204895}",
}

@misc{mutationevents,
	title = {{Mutation Events}},
	howpublished = "\url{https://developer.mozilla.org/en-US/docs/Web/Guide/Events/Mutation_events}",
}

@misc{scrollTop,
	title = {{ScrollTop}},
	howpublished = "\url{https://developer.mozilla.org/en-US/docs/Web/API/Element/scrollTop}",
}

@misc{delta,
	title = {{Delta}},
	howpublished = "\url{https://developer.mozilla.org/en-US/docs/Web/Events/mousewheel}",
}

@misc{leapmotion,
	title = {{Leap Motion}},
	howpublished = "\url{https://www.leapmotion.com/}",
}

@misc{memSQL,
	title = {{MemSQL: The Fastest In-Memory Database}},
	howpublished = "\url{http://www.MemSQL.com/}",
}

@misc{postgreSQL,
	title = {{PostgreSQL: The world's most advanced open source database}},
	howpublished = "\url{https://www.postgresql.org/}",
}

@misc{globalInterpreterLock,
	title = {{GlobalInterpreterLock}},
	howpublished = "\url{https://wiki.python.org/moin/GlobalInterpreterLock}",
}

@misc{airbnb,
	title = {{Airbnb: Vacation Rentals, Homes, Experiences and Places}},
	howpublished = "\url{https://www.airbnb.com/}",
}

@misc{ldbc,
	title = {{LDBC: The graph and RDF benchmark reference}},
	howpublished = "\url{http://ldbcouncil.org/benchmarks}",
}

@article{idebench,
  author    = {Philipp Eichmann and
               Carsten Binnig and
               Tim Kraska and
               Emanuel Zgraggen},
  title     = {IDEBench: {A} Benchmark for Interactive Data Exploration},
  journal   = {CoRR},
  volume    = {abs/1804.02593},
  year      = {2018},
  url       = {http://arxiv.org/abs/1804.02593},
  archivePrefix = {arXiv},
  eprint    = {1804.02593},
  timestamp = {Tue, 01 May 2018 19:46:29 +0200},
  biburl    = {https://dblp.org/rec/bib/journals/corr/abs-1804-02593},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{battlebench, 
author={L. Battle and R. Chang and J. Heer and M. Stonebraker}, 
booktitle={2017 IEEE Workshop on Data Systems for Interactive Analysis (DSIA)}, 
title={Position statement: The case for a visualization performance benchmark}, 
year={2017}, 
volume={}, 
number={}, 
pages={1-5}, 
keywords={data analysis;data visualisation;rendering (computer graphics);Internet movie database;NASA MODIS satellite imagery dataset;Twitter streams;data analysis process;datasets massive datasets;field sensors;medical devices;personal devices;position statement;remote sensors;rendered images;social networks;visualization performance benchmark;visualization systems;Benchmark testing;Data systems;Data visualization;Tools;Visual databases;Visualization}, 
doi={10.1109/DSIA.2017.8339089}, 
ISSN={}, 
month={Oct},
}

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