Know Your Limits: A Survey of Abstention in Large Language Models.

Bill Howe University of Washington, Information School, Seattle, WA, USA Portland State University, USA https://faculty.washington.edu/billhowe/ https://scholar.google.com/citations?user=dQ-x9NQAAAAJ https://dl.acm.org/profile/81548006563 https://mathgenealogy.org/id.php?id=116723 https://orcid.org/0000-0001-8588-8472 https://www.wikidata.org/entity/Q56839035

Bingbing Wen Jihan Yao Shangbin Feng Chenjun Xu Yulia Tsvetkov Bill Howe Lucy Lu Wang Know Your Limits: A Survey of Abstention in Large Language Models. 529-556 2025 13 Trans. Assoc. Comput. Linguistics https://doi.org/10.1162/tacl_a_00754 db/journals/tacl/tacl13.html#WenYFXTHW25 streams/journals/tacl

Chenjun Xu Bingbing Wen Bin Han 0011 Robert Wolfe Lucy Lu Wang Bill Howe Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs. 25655-25672 2025 ACL (Findings) https://aclanthology.org/2025.findings-acl.1316/ conf/acl/2025f db/conf/acl/acl2025f.html#XuW0WWH25 Lucas Rosenblatt Bin Han 0011 Robert Wolfe Bill Howe Fragments to Facts: Partial-Information Fragment Inference from LLMs. 2025 ICML https://proceedings.mlr.press/v267/rosenblatt25a.html https://openreview.net/forum?id=H1jGQUjAag conf/icml/2025 db/conf/icml/icml2025.html#Rosenblatt0WH25

Nicholas Clark Hua Shen 0005 Bill Howe Tanushree Mitra Epistemic Alignment: A Mediating Framework for User-LLM Knowledge Delivery. 2025 April abs/2504.01205 CoRR https://doi.org/10.48550/arXiv.2504.01205 db/journals/corr/corr2504.html#abs-2504-01205 streams/journals/corr

Lucas Rosenblatt Bin Han 0011 Robert Wolfe Bill Howe Fragments to Facts: Partial-Information Fragment Inference from LLMs. 2025 May abs/2505.13819 CoRR https://doi.org/10.48550/arXiv.2505.13819 db/journals/corr/corr2505.html#abs-2505-13819 streams/journals/corr

Chenjun Xu Bingbing Wen Bin Han 0011 Robert Wolfe Lucy Lu Wang Bill Howe Do Language Models Mirror Human Confidence? Exploring Psychological Insights to Address Overconfidence in LLMs. 2025 June abs/2506.00582 CoRR https://doi.org/10.48550/arXiv.2506.00582 db/journals/corr/corr2506.html#abs-2506-00582 streams/journals/corr

Yiwei Yang 0009 Chung Peng Lee Shangbin Feng Dora Zhao Bingbing Wen Anthony Z. Liu Yulia Tsvetkov Bill Howe Escaping the SpuriVerse: Can Large Vision-Language Models Generalize Beyond Seen Spurious Correlations? 2025 June abs/2506.18322 CoRR https://doi.org/10.48550/arXiv.2506.18322 db/journals/corr/corr2506.html#abs-2506-18322 streams/journals/corr

Bin Han 0011 Robert Wolfe Anat Caspi Bill Howe Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses. 2025 August abs/2508.05009 CoRR https://doi.org/10.48550/arXiv.2508.05009 db/journals/corr/corr2508.html#abs-2508-05009 streams/journals/corr

Sarah Tran Hongfan Lu Isaac Slaughter Bernease Herman Aayushi Dangol Yue Fu Lufei Chen Biniyam Gebreyohannes Bill Howe Alexis Hiniker Nicholas M. Weber Robert Wolfe Understanding Privacy Norms Around LLM-Based Chatbots: A Contextual Integrity Perspective. 2025 August abs/2508.06760 CoRR https://doi.org/10.48550/arXiv.2508.06760 db/journals/corr/corr2508.html#abs-2508-06760 streams/journals/corr

Lucas Rosenblatt Bernease Herman Anastasia Holovenko Wonkwon Lee Joshua R. Loftus Elizabeth McKinnie Taras Rumezhak Andrii Stadnik Bill Howe Julia Stoyanovich Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy. 65-74 2024 March 53 SIGMOD Rec. 1 https://doi.org/10.1145/3665252.3665267 db/journals/sigmod/sigmod53.html#RosenblattHHLLMRSHS24

Robert Wolfe Alexis Hiniker Bill Howe ML-EAT: A Multilevel Embedding Association Test for Interpretable and Transparent Social Science. 1608-1620 2024 AIES (1) https://doi.org/10.1609/aies.v7i1.31751 conf/aies/2024-1 db/conf/aies/aies2024-1.html#WolfeHH24 Robert Wolfe Aayushi Dangol Bill Howe Alexis Hiniker Representation Bias of Adolescents in AI: A Bilingual, Bicultural Study. 1621-1634 2024 AIES (1) https://doi.org/10.1609/aies.v7i1.31752 conf/aies/2024-1 db/conf/aies/aies2024-1.html#WolfeDHH24 Robert Wolfe Aayushi Dangol Alexis Hiniker Bill Howe Dataset Scale and Societal Consistency Mediate Facial Impression Bias in Vision-Language AI. 1635-1647 2024 AIES (1) https://doi.org/10.1609/aies.v7i1.31753 conf/aies/2024-1 db/conf/aies/aies2024-1.html#WolfeDHH24a Yiwei Yang 0009 Anthony Z. Liu Robert Wolfe Aylin Caliskan Bill Howe Label-Efficient Group Robustness via Out-of-Distribution Concept Curation. 12426-12434 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.01181 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#0009LWCH24 Bingbing Wen Bill Howe Lucy Lu Wang Characterizing LLM Abstention Behavior in Science QA with Context Perturbations. 3437-3450 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.197 https://aclanthology.org/2024.findings-emnlp.197 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#WenHW24 Robert Wolfe Isaac Slaughter Bin Han 0011 Bingbing Wen Yiwei Yang 0009 Lucas Rosenblatt Bernease Herman Eva Maxfield Brown Zening Qu Nic Weber Bill Howe Laboratory-Scale AI: Open-Weight Models are Competitive with ChatGPT Even in Low-Resource Settings. 1199-1210 2024 FAccT https://doi.org/10.1145/3630106.3658966 https://www.wikidata.org/entity/Q130802771 conf/fat/2024 db/conf/fat/facct2024.html#WolfeSHW0RHBQWH24 Bin Han 0011 Bill Howe SARN: Structurally-Aware Recurrent Network for Spatio-Temporal Disaggregation. 338-349 2024 SIGSPATIAL/GIS https://doi.org/10.1145/3678717.3691295 conf/gis/2024 db/conf/gis/gis2024.html#HanH24 Bin Han 0011 Yiwei Yang 0009 Anat Caspi Bill Howe Towards Zero-Shot Annotation of the Built Environment with Vision-Language Models. 601-604 2024 SIGSPATIAL/GIS https://doi.org/10.1145/3678717.3691296 conf/gis/2024 db/conf/gis/gis2024.html#Han0CH24 Bin Han 0011 Bill Howe Geospatial Imputation of Urban Mobility Data with Self-Supervised Learning. 5619-5628 2024 HICSS https://hdl.handle.net/10125/107062 conf/hicss/2024 db/conf/hicss/hicss2024.html#HanH24 Yiwei Yang 0009 Bill Howe Does a Fair Model Produce Fair Explanations? Relating Distributive and Procedural Fairness. 6868-6877 2024 HICSS https://hdl.handle.net/10125/107209 conf/hicss/2024 db/conf/hicss/hicss2024.html#0009H24

Bingbing Wen Bill Howe Lucy Lu Wang Characterizing LLM Abstention Behavior in Science QA with Context Perturbations. 2024 abs/2404.12452 CoRR https://doi.org/10.48550/arXiv.2404.12452 db/journals/corr/corr2404.html#abs-2404-12452

Robert Wolfe Isaac Slaughter Bin Han 0011 Bingbing Wen Yiwei Yang 0009 Lucas Rosenblatt Bernease Herman Eva Brown Zening Qu Nic Weber Bill Howe Laboratory-Scale AI: Open-Weight Models are Competitive with ChatGPT Even in Low-Resource Settings. 2024 abs/2405.16820 CoRR https://doi.org/10.48550/arXiv.2405.16820 db/journals/corr/corr2405.html#abs-2405-16820

Yuxiang Zhang Bill Howe Sachin Mehta Nicholas Bolten Anat Caspi PathwayBench: Assessing Routability of Pedestrian Pathway Networks Inferred from Multi-City Imagery. 2024 abs/2407.16875 CoRR https://doi.org/10.48550/arXiv.2407.16875 db/journals/corr/corr2407.html#abs-2407-16875 streams/journals/corr

Bingbing Wen Jihan Yao Shangbin Feng Chenjun Xu Yulia Tsvetkov Bill Howe Lucy Lu Wang The Art of Refusal: A Survey of Abstention in Large Language Models. 2024 abs/2407.18418 CoRR https://doi.org/10.48550/arXiv.2407.18418 db/journals/corr/corr2407.html#abs-2407-18418 streams/journals/corr

Bin Han 0011 Yiwei Yang 0009 Anat Caspi Bill Howe Towards Zero-Shot Annotation of the Built Environment with Vision-Language Models (Vision Paper). 2024 abs/2408.00932 CoRR https://doi.org/10.48550/arXiv.2408.00932 db/journals/corr/corr2408.html#abs-2408-00932 streams/journals/corr

Robert Wolfe Aayushi Dangol Alexis Hiniker Bill Howe Dataset Scale and Societal Consistency Mediate Facial Impression Bias in Vision-Language AI. 2024 abs/2408.01959 CoRR https://doi.org/10.48550/arXiv.2408.01959 db/journals/corr/corr2408.html#abs-2408-01959 streams/journals/corr

Robert Wolfe Aayushi Dangol Bill Howe Alexis Hiniker Representation Bias of Adolescents in AI: A Bilingual, Bicultural Study. 2024 abs/2408.01961 CoRR https://doi.org/10.48550/arXiv.2408.01961 db/journals/corr/corr2408.html#abs-2408-01961 streams/journals/corr

Robert Wolfe Alexis Hiniker Bill Howe ML-EAT: A Multilevel Embedding Association Test for Interpretable and Transparent Social Science. 2024 abs/2408.01966 CoRR https://doi.org/10.48550/arXiv.2408.01966 db/journals/corr/corr2408.html#abs-2408-01966 streams/journals/corr

Yuxiang Zhang Bill Howe Anat Caspi Reliable, Routable, and Reproducible: Collection of Pedestrian Pathways at Statewide Scale. 2024 abs/2410.19762 CoRR https://doi.org/10.48550/arXiv.2410.19762 db/journals/corr/corr2410.html#abs-2410-19762 streams/journals/corr

Lucas Rosenblatt Bill Howe Julia Stoyanovich Are Data Experts Buying into Differentially Private Synthetic Data? Gathering Community Perspectives. 2024 abs/2412.13030 CoRR https://doi.org/10.48550/arXiv.2412.13030 db/journals/corr/corr2412.html#abs-2412-13030 streams/journals/corr

Lucas Rosenblatt Bernease Herman Anastasia Holovenko Wonkwon Lee Joshua R. Loftus Elizabeth McKinnie Taras Rumezhak Andrii Stadnik Bill Howe Julia Stoyanovich Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy. 3178-3191 2023 16 Proc. VLDB Endow. 11 https://www.vldb.org/pvldb/vol16/p3178-rosenblatt.pdf https://doi.org/10.14778/3611479.3611517 db/journals/pvldb/pvldb16.html#RosenblattHHLLM23

Bill Howe AI is Reducing to Data Curation (Abstract). 2023 AMW https://ceur-ws.org/Vol-3409/keynote01.pdf conf/amw/2023 db/conf/amw/amw2023.html#Howe23 Robert Wolfe Yiwei Yang 0009 Bill Howe Aylin Caliskan Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias. 1174-1185 2023 FAccT https://doi.org/10.1145/3593013.3594072 https://www.wikidata.org/entity/Q130841803 conf/fat/2023 db/conf/fat/facct2023.html#Wolfe0HC23

Bin Han 0011 Bill Howe Adapting to Skew: Imputing Spatiotemporal Urban Data with 3D Partial Convolutions and Biased Masking. 2023 abs/2301.04233 CoRR https://doi.org/10.48550/arXiv.2301.04233 db/journals/corr/corr2301.html#abs-2301-04233

Bin Han 0011 Bill Howe Urban Spatiotemporal Data Synthesis via Neural Disaggregation. 2023 abs/2306.07292 CoRR https://doi.org/10.48550/arXiv.2306.07292 db/journals/corr/corr2306.html#abs-2306-07292

Lucas Rosenblatt Bin Han 0011 Erin Posthumus Theresa Crimmins Bill Howe Top-down Green-ups: Satellite Sensing and Deep Models to Predict Buffelgrass Phenology. 2023 abs/2310.00740 CoRR https://doi.org/10.48550/arXiv.2310.00740 db/journals/corr/corr2310.html#abs-2310-00740

Bingbing Wen Zhengyuan Yang Jianfeng Wang Zhe Gan Bill Howe Lijuan Wang InfoVisDial: An Informative Visual Dialogue Dataset by Bridging Large Multimodal and Language Models. 2023 abs/2312.13503 CoRR https://doi.org/10.48550/arXiv.2312.13503 db/journals/corr/corr2312.html#abs-2312-13503

Julia Stoyanovich Serge Abiteboul Bill Howe H. V. Jagadish Sebastian Schelter Responsible data management. 64-74 2022 65 Commun. ACM 6 https://doi.org/10.1145/3488717 https://www.wikidata.org/entity/Q130827310 db/journals/cacm/cacm65.html#StoyanovichAHJS22

Bill Howe Technical perspective: Visualization search: from sketching to natural language. 84 2022 65 Commun. ACM 7 https://doi.org/10.1145/3535336 db/journals/cacm/cacm65.html#Howe22

H. V. Jagadish Julia Stoyanovich Bill Howe The Many Facets of Data Equity. 27:1-27:21 2022 14 ACM J. Data Inf. Qual. 4 https://doi.org/10.1145/3533425 https://www.wikidata.org/entity/Q114613863 db/journals/jdiq/jdiq14.html#JagadishSH22

Bill Howe Technical Perspective: Imperative or Functional Control Flow Handling: Why not the Best of Both Worlds? 59 2022 51 SIGMOD Rec. 1 https://doi.org/10.1145/3542700.3542714 db/journals/sigmod/sigmod51.html#Howe22

Sean Yang Bernease Herman Bill Howe Ontologue: Declarative Benchmark Construction for Ontological Multi-Label Classification. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/8cf04c64d1734e5f7e63418a2a4d49de-Abstract-Datasets_and_Benchmarks.html db/conf/nips/neurips2022.html#YangHH22 Sean T. Yang Bill Howe Surj: Ontological Learning for Fast, Accurate, and Robust Hierarchical Multi-label Classification. 1106-1114 2022 WWW (Companion Volume) https://doi.org/10.1145/3487553.3524723 conf/www/2022c db/conf/www/www2022c.html#YangH22

Lucas Rosenblatt Anastasia Holovenko Taras Rumezhak Andrii Stadnik Bernease Herman Julia Stoyanovich Bill Howe Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy. 2022 abs/2208.12700 CoRR https://doi.org/10.48550/arXiv.2208.12700 db/journals/corr/corr2208.html#abs-2208-12700

Robert Wolfe Yiwei Yang 0009 Bill Howe Aylin Caliskan Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias. 2022 abs/2212.11261 CoRR https://doi.org/10.48550/arXiv.2212.11261 db/journals/corr/corr2212.html#abs-2212-11261

H. V. Jagadish Julia Stoyanovich Bill Howe COVID-19 Brings Data Equity Challenges to the Fore. 24:1-24:7 2021 2 Digit. Gov. Res. Pract. 2 https://doi.org/10.1145/3440889 https://www.wikidata.org/entity/Q130958485 db/journals/dgov/dgov2.html#JagadishSH21

Bill Howe Technical Perspective: From Sketching to Natural Language: Expressive Visual Querying for Accelerating Insight. 50 2021 50 SIGMOD Rec. 1 https://doi.org/10.1145/3471485.3471497 db/journals/sigmod/sigmod50.html#Howe21

H. V. Jagadish Julia Stoyanovich Bill Howe The Many Facets of Data Equity. 2021 EDBT/ICDT Workshops https://ceur-ws.org/Vol-2841/PIE+Q_6.pdf conf/edbt/2021w db/conf/edbt/edbt2021w.html#JagadishSH21 An Yan 0001 Bill Howe EquiTensors: Learning Fair Integrations of Heterogeneous Urban Data. 2338-2347 2021 SIGMOD Conference https://doi.org/10.1145/3448016.3452777 conf/sigmod/2021 db/conf/sigmod/sigmod2021.html#0001H21

Yisu Remy Wang Shana Hutchison Dan Suciu Bill Howe Jonathan Leang SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra. 1919-1932 2020 13 Proc. VLDB Endow. 11 http://www.vldb.org/pvldb/vol13/p1919-wang.pdf db/journals/pvldb/pvldb13.html#WangHSHL20

Julia Stoyanovich Bill Howe H. V. Jagadish Responsible Data Management. 3474-3488 2020 13 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol13/p3474-stoyanovich.pdf https://doi.org/10.14778/3415478.3415570 db/journals/pvldb/pvldb13.html#AsudehJ20a

Babak Salimi Bill Howe Dan Suciu Database Repair Meets Algorithmic Fairness. 34-41 2020 49 SIGMOD Rec. 1 https://doi.org/10.1145/3422648.3422657 https://www.wikidata.org/entity/Q130843663 db/journals/sigmod/sigmod49.html#SalimiHS20

David Maier 0001 Rachel Pottinger AnHai Doan Eduard C. Dragut Bill Howe Joanne Lateulere John Lateulere Mostafa Milani Tilmann Rabl Dan Suciu Yufei Tao 0001 Wang-Chiew Tan Kristin Tufte Advice from SIGMOD/PODS 2020. 43-54 2020 49 SIGMOD Rec. 3 https://doi.org/10.1145/3444831.3444841 db/journals/sigmod/sigmod49.html#MaierPDDHLLMRST20

An Yan 0001 Bill Howe Fairness-Aware Demand Prediction for New Mobility. 1079-1087 2020 AAAI https://doi.org/10.1609/aaai.v34i01.5458 conf/aaai/2020 db/conf/aaai/aaai2020.html#YanH20 Sean T. Yang Kuan-Hao Huang Bill Howe JECL: Joint Embedding and Cluster Learning for Image-Text Pairs. 8344-8351 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9412667 conf/icpr/2020 db/conf/icpr/icpr2020.html#YangHH20

Yisu Remy Wang Shana Hutchison Jonathan Leang Bill Howe Dan Suciu SPORES: Sum-Product Optimization via Relational Equality Saturation for Large Scale Linear Algebra. 2020 abs/2002.07951 CoRR https://arxiv.org/abs/2002.07951 db/journals/corr/corr2002.html#abs-2002-07951

Julia Stoyanovich Bill Howe Nutritional Labels for Data and Models. 13-23 2019 42 IEEE Data Eng. Bull. 3 http://sites.computer.org/debull/A19sept/p13.pdf db/journals/debu/debu42.html#StoyanovichH19

Babak Salimi Bill Howe Dan Suciu Data Management for Causal Algorithmic Fairness. 24-35 2019 42 IEEE Data Eng. Bull. 3 http://sites.computer.org/debull/A19sept/p24.pdf db/journals/debu/debu42.html#SalimiHS19

An Yan 0001 Bill Howe Fairness in Practice: A Survey on Equity in Urban Mobility. 49-63 2019 42 IEEE Data Eng. Bull. 3 http://sites.computer.org/debull/A19sept/p49.pdf db/journals/debu/debu42.html#YanH19

Dominik Moritz Chenglong Wang Greg L. Nelson Halden Lin Adam M. Smith 0001 Bill Howe Jeffrey Heer Formalizing Visualization Design Knowledge as Constraints: Actionable and Extensible Models in Draco. 438-448 2019 25 IEEE Trans. Vis. Comput. Graph. 1 https://doi.org/10.1109/TVCG.2018.2865240 http://doi.ieeecomputersociety.org/10.1109/TVCG.2018.2865240 https://www.wikidata.org/entity/Q91099402 db/journals/tvcg/tvcg25.html#MoritzWNLSHH19

Dominik Moritz Bill Howe Jeffrey Heer Falcon: Balancing Interactive Latency and Resolution Sensitivity for Scalable Linked Visualizations. 694 2019 CHI https://doi.org/10.1145/3290605.3300924 conf/chi/2019 db/conf/chi/chi2019.html#MoritzHH19 Shrainik Jain Jiaqi Yan Thierry Cruanes Bill Howe Database-Agnostic Workload Management. 2019 CIDR https://vldb.org/cidrdb/2019/database-agnostic-workload-management.html conf/cidr/2019 db/conf/cidr/cidr2019.html#JainYCH19 Chenkai Sun Abolfazl Asudeh H. V. Jagadish Bill Howe Julia Stoyanovich MithraLabel: Flexible Dataset Nutritional Labels for Responsible Data Science. 2893-2896 2019 CIKM https://doi.org/10.1145/3357384.3357853 conf/cikm/2019 db/conf/cikm/cikm2019.html#SunAJHS19 Meg Young Luke Rodriguez Emily Keller Feiyang Sun Boyang Sa Jan Whittington Bill Howe Beyond Open vs. Closed: Balancing Individual Privacy and Public Accountability in Data Sharing. 191-200 2019 FAT https://doi.org/10.1145/3287560.3287577 conf/fat/2019 db/conf/fat/fat2019.html#YoungRKSSWH19 An Yan 0001 Bill Howe FairST: Equitable Spatial and Temporal Demand Prediction for New Mobility Systems. 552-555 2019 SIGSPATIAL/GIS https://doi.org/10.1145/3347146.3359380 conf/gis/2019 db/conf/gis/gis2019.html#YanH19 Sean T. Yang Po-Shen Lee Lia Kazakova Abhishek Joshi Bum Mook Oh Jevin D. West Bill Howe Identifying the Central Figure of a Scientific Paper. 1063-1070 2019 ICDAR https://doi.org/10.1109/ICDAR.2019.00173 conf/icdar/2019 db/conf/icdar/icdar2019.html#YangLKJOWH19 Babak Salimi Luke Rodriguez Bill Howe Dan Suciu Interventional Fairness: Causal Database Repair for Algorithmic Fairness. 793-810 2019 SIGMOD Conference https://doi.org/10.1145/3299869.3319901 https://www.wikidata.org/entity/Q130862674 conf/sigmod/2019 db/conf/sigmod/sigmod2019.html#SalimiRHS19 Sean T. Yang Luke Rodriguez Jevin D. West Bill Howe GraviTIE: Exploratory Analysis of Large-Scale Heterogeneous Image Collections. 3605-3609 2019 WWW https://doi.org/10.1145/3308558.3314142 conf/www/2019 db/conf/www/www2019.html#YangRWH19

Sean T. Yang Kuan-Hao Huang Bill Howe MultiDEC: Multi-Modal Clustering of Image-Caption Pairs. 2019 abs/1901.01860 CoRR http://arxiv.org/abs/1901.01860 db/journals/corr/corr1901.html#abs-1901-01860

Babak Salimi Luke Rodriguez Bill Howe Dan Suciu Capuchin: Causal Database Repair for Algorithmic Fairness. 2019 abs/1902.08283 CoRR http://arxiv.org/abs/1902.08283 db/journals/corr/corr1902.html#abs-1902-08283

Luke Rodriguez Bill Howe In Defense of Synthetic Data. 2019 abs/1905.01351 CoRR http://arxiv.org/abs/1905.01351 db/journals/corr/corr1905.html#abs-1905-01351

An Yan 0001 Bill Howe FairST: Equitable Spatial and Temporal Demand Prediction for New Mobility Systems. 2019 abs/1907.03827 CoRR http://arxiv.org/abs/1907.03827 db/journals/corr/corr1907.html#abs-1907-03827

Sean T. Yang Po-Shen Lee Jevin D. West Bill Howe Delineating Knowledge Domains in the Scientific Literature Using Visual Information. 2019 abs/1908.07465 CoRR http://arxiv.org/abs/1908.07465 db/journals/corr/corr1908.html#abs-1908-07465

Babak Salimi Bill Howe Dan Suciu Data Management for Causal Algorithmic Fairness. 2019 abs/1908.07924 CoRR http://arxiv.org/abs/1908.07924 db/journals/corr/corr1908.html#abs-1908-07924

Julia Stoyanovich Bill Howe H. V. Jagadish Gerome Miklau Panel: A Debate on Data and Algorithmic Ethics. 2165-2167 2018 11 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol11/p2165-stoyanovich.pdf https://doi.org/10.14778/3229863.3240494 https://www.wikidata.org/entity/Q114965682 db/journals/pvldb/pvldb11.html#StoyanovichHJM18

Po-Shen Lee Jevin D. West Bill Howe Viziometrics: Analyzing Visual Information in the Scientific Literature. 117-129 2018 4 IEEE Trans. Big Data 1 https://doi.org/10.1109/TBDATA.2017.2689038 http://doi.ieeecomputersociety.org/10.1109/TBDATA.2017.2689038 db/journals/tbd/tbd4.html#LeeWH18

Maxim Grechkin Hoifung Poon Bill Howe EZLearn: Exploiting Organic Supervision in Automated Data Annotation. 4085-4091 2018 IJCAI https://doi.org/10.24963/ijcai.2018/568 conf/ijcai/2018 db/conf/ijcai/ijcai2018.html#GrechkinPH18 Julia Stoyanovich Bill Howe H. V. Jagadish Special Session: A Technical Research Agenda in Data Ethics and Responsible Data Management. 1635-1636 2018 SIGMOD Conference https://doi.org/10.1145/3183713.3205185 conf/sigmod/2018 db/conf/sigmod/sigmod2018.html#StoyanovichHJ18 Ke Yang 0003 Julia Stoyanovich Abolfazl Asudeh Bill Howe H. V. Jagadish Gerome Miklau A Nutritional Label for Rankings. 1773-1776 2018 SIGMOD Conference https://doi.org/10.1145/3183713.3193568 conf/sigmod/2018 db/conf/sigmod/sigmod2018.html#YangSAHJM18 Luke Rodriguez Babak Salimi Haoyue Ping Julia Stoyanovich Bill Howe MobilityMirror: Bias-Adjusted Transportation Datasets. 18-39 2018 BiDU@VLDB https://doi.org/10.1007/978-3-030-11238-7_2 conf/vldb/2018bidu db/conf/vldb/bidu2018.html#RodriguezSPSH18

Shrainik Jain Bill Howe Query2Vec: NLP Meets Databases for Generalized Workload Analytics. 2018 abs/1801.05613 CoRR http://arxiv.org/abs/1801.05613 db/journals/corr/corr1801.html#abs-1801-05613

Ke Yang 0003 Julia Stoyanovich Abolfazl Asudeh Bill Howe H. V. Jagadish Gerome Miklau A Nutritional Label for Rankings. 2018 abs/1804.07890 CoRR http://arxiv.org/abs/1804.07890 db/journals/corr/corr1804.html#abs-1804-07890

Luke Rodriguez Babak Salimi Haoyue Ping Julia Stoyanovich Bill Howe MobilityMirror: Bias-Adjusted Transportation Datasets. 2018 abs/1808.07151 CoRR http://arxiv.org/abs/1808.07151 db/journals/corr/corr1808.html#abs-1808-07151

Luke Rodriguez Bill Howe Privacy-Preserving Synthetic Datasets Over Weakly Constrained Domains. 2018 abs/1808.07603 CoRR http://arxiv.org/abs/1808.07603 db/journals/corr/corr1808.html#abs-1808-07603

Shrainik Jain Jiaqi Yan Thierry Cruanes Bill Howe Database-Agnostic Workload Management. 2018 abs/1808.08355 CoRR http://arxiv.org/abs/1808.08355 db/journals/corr/corr1808.html#abs-1808-08355

Daniel S. Katz Gabrielle Allen Lorena A. Barba Devin R. Berg Holly Bik Carl Boettiger Christine L. Borgman C. Titus Brown Stuart Buck Randy Burd Anita de Waard Martin Paul Eve Brian E. Granger Josh Greenberg Adina Howe Bill Howe May Khanna Timothy L. Killeen Matthew S. Mayernik Erin C. McKiernan Chris Mentzel Nirav C. Merchant Kyle E. Niemeyer Laura Norén Sarah M. Nusser Daniel A. Reed Edward Seidel MacKenzie Smith Jeffrey R. Spies Matthew J. Turk John D. Van Horn Jay Walsh The principles of tomorrow's university. 1926 2018 7 F1000Research https://doi.org/10.12688/f1000research.17425.1 https://www.wikidata.org/entity/Q61449431 db/journals/f1000research/f1000research7.html#KatzABBBBBBBBWEGGHHKKMMMM18

Seung-Hee Bae Daniel Halperin Jevin D. West Martin Rosvall Bill Howe Scalable and Efficient Flow-Based Community Detection for Large-Scale Graph Analysis. 32:1-32:30 2017 11 ACM Trans. Knowl. Discov. Data 3 https://doi.org/10.1145/2992785 https://www.wikidata.org/entity/Q114822599 db/journals/tkdd/tkdd11.html#BaeHWRH17

Kanit Wongsuphasawat Zening Qu Dominik Moritz Riley Chang Felix Ouk Anushka Anand Jock D. Mackinlay Bill Howe Jeffrey Heer Voyager 2: Augmenting Visual Analysis with Partial View Specifications. 2648-2659 2017 CHI https://doi.org/10.1145/3025453.3025768 conf/chi/2017 db/conf/chi/chi2017.html#WongsuphasawatQ17 Jingjing Wang 0008 Tobin Baker Magdalena Balazinska Daniel Halperin Brandon Haynes Bill Howe Dylan Hutchison Shrainik Jain Ryan Maas Parmita Mehta Dominik Moritz Brandon Myers Jennifer Ortiz Dan Suciu Andrew Whitaker Shengliang Xu The Myria Big Data Management and Analytics System and Cloud Services. 2017 CIDR http://cidrdb.org/cidr2017/papers/p37-wang-cidr17.pdf conf/cidr/2017 db/conf/cidr/cidr2017.html#WangBBHHHHJMMMM17 Emily Furst Mark Oskin Bill Howe Profiling a GPU database implementation: a holistic view of GPU resource utilization on TPC-H queries. 3:1-3:6 2017 DaMoN https://doi.org/10.1145/3076113.3076119 https://www.wikidata.org/entity/Q130850892 conf/damon/2017 db/conf/damon/damon2017.html#FurstOH17 Po-Shen Lee Sean T. Yang Jevin D. West Bill Howe PhyloParser: A Hybrid Algorithm for Extracting Phylogenies from Dendrograms. 1087-1094 2017 ICDAR https://doi.org/10.1109/ICDAR.2017.180 https://doi.ieeecomputersociety.org/10.1109/ICDAR.2017.180 conf/icdar/2017 db/conf/icdar/icdar2017.html#LeeYWH17 Bill Howe Michael J. Franklin Laura M. Haas Tim Kraska Jeffrey D. Ullman Data Science Education: We're Missing the Boat, Again. 1473-1474 2017 ICDE https://doi.org/10.1109/ICDE.2017.215 https://doi.ieeecomputersociety.org/10.1109/ICDE.2017.215 conf/icde/2017 db/conf/icde/icde2017.html#HoweFHKU17 Dylan Hutchison Bill Howe Dan Suciu LaraDB: A Minimalist Kernel for Linear and Relational Algebra Computation. 2:1-2:10 2017 BeyondMR@SIGMOD https://doi.org/10.1145/3070607.3070608 conf/sigmod/2017beyondmr db/conf/sigmod/beyondmr2017.html#HutchisonHS17 Julia Stoyanovich Bill Howe Serge Abiteboul Gerome Miklau Arnaud Sahuguet Gerhard Weikum Fides: Towards a Platform for Responsible Data Science. 26:1-26:6 2017 SSDBM https://doi.org/10.1145/3085504.3085530 conf/ssdbm/2017 db/conf/ssdbm/ssdbm2017.html#StoyanovichHAMS17 Haoyue Ping Julia Stoyanovich Bill Howe DataSynthesizer: Privacy-Preserving Synthetic Datasets. 42:1-42:5 2017 SSDBM https://doi.org/10.1145/3085504.3091117 conf/ssdbm/2017 db/conf/ssdbm/ssdbm2017.html#PingSH17 Bill Howe Po-Shen Lee Maxim Grechkin Sean T. Yang Jevin D. West Deep Mapping of the Visual Literature. 1273-1277 2017 WWW (Companion Volume) https://doi.org/10.1145/3041021.3053065 conf/www/2017c db/conf/www/www2017c.html#HoweLGYW17 Huy T. Vo Bill Howe Proceedings of the 3rd ACM SIGSPATIAL Workshop on Smart Cities and Urban Analytics, Redondo Beach, CA, USA, November 7, 2017 UrbanGIS@SIGSPATIAL ACM 2017 978-1-4503-5495-0 https://doi.org/10.1145/3152178 db/conf/gis/urbangis2017.html Adam Bates 0001 Bill Howe 9th USENIX Workshop on the Theory and Practice of Provenance, TaPP 2017, Seattle, WA, USA, June 23, 2017. TaPP USENIX Association 2017 https://www.usenix.org/conference/tapp17 db/conf/tapp/tapp2017.html

Dylan Hutchison Bill Howe Dan Suciu LaraDB: A Minimalist Kernel for Linear and Relational Algebra Computation. 2017 abs/1703.07342 CoRR http://arxiv.org/abs/1703.07342 db/journals/corr/corr1703.html#HutchisonHS17

Maxim Grechkin Hoifung Poon Bill Howe EZLearn: Exploiting Organic Supervision in Large-Scale Data Annotation. 2017 abs/1709.08600 CoRR http://arxiv.org/abs/1709.08600 db/journals/corr/corr1709.html#abs-1709-08600

Bill Howe Julia Stoyanovich Haoyue Ping Bernease Herman Matt Gee Synthetic Data for Social Good. 2017 abs/1710.08874 CoRR http://arxiv.org/abs/1710.08874 db/journals/corr/corr1710.html#abs-1710-08874

Jeremy Hyrkas Sophie Clayton Francois Ribalet Daniel Halperin E. Virginia Armbrust Bill Howe Scalable clustering algorithms for continuous environmental flow cytometry. 417-423 2016 32 Bioinform. 3 https://doi.org/10.1093/bioinformatics/btv594 https://www.wikidata.org/entity/Q35811570 db/journals/bioinformatics/bioinformatics32.html#HyrkasCRHAH16

Kanit Wongsuphasawat Dominik Moritz Anushka Anand Jock D. Mackinlay Bill Howe Jeffrey Heer Voyager: Exploratory Analysis via Faceted Browsing of Visualization Recommendations. 649-658 2016 22 IEEE Trans. Vis. Comput. Graph. 1 https://doi.org/10.1109/TVCG.2015.2467191 http://doi.ieeecomputersociety.org/10.1109/TVCG.2015.2467191 https://www.wikidata.org/entity/Q35782092 db/journals/tvcg/tvcg22.html#WongsuphasawatM16

Dylan Hutchison Jeremy Kepner Vijay Gadepally Bill Howe From NoSQL Accumulo to NewSQL Graphulo: Design and utility of graph algorithms inside a BigTable database. 1-9 2016 HPEC https://doi.org/10.1109/HPEC.2016.7761577 conf/hpec/2016 db/conf/hpec/hpec2016.html#HutchisonKGH16 Shrainik Jain Dominik Moritz Bill Howe High variety cloud databases. 12-19 2016 ICDE Workshops https://doi.org/10.1109/ICDEW.2016.7495609 https://doi.ieeecomputersociety.org/10.1109/ICDEW.2016.7495609 conf/icde/2016w db/conf/icde/icdew2016.html#JainMH16 Jeremy Hyrkas Bill Howe MusicDB: A Platform for Longitudinal Music Analytics. 702-708 2016 ISMIR https://wp.nyu.edu/ismir2016/wp-content/uploads/sites/2294/2016/07/284_Paper.pdf conf/ismir/2016 db/conf/ismir/ismir2016.html#HyrkasH16 Kanit Wongsuphasawat Dominik Moritz Anushka Anand Jock D. Mackinlay Bill Howe Jeffrey Heer Towards a general-purpose query language for visualization recommendation. 4 2016 HILDA@SIGMOD https://doi.org/10.1145/2939502.2939506 conf/sigmod/2016hilda db/conf/sigmod/hilda2016.html#WongsuphasawatM16 Shrainik Jain Dominik Moritz Daniel Halperin Bill Howe Ed Lazowska SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment. 281-293 2016 SIGMOD Conference https://doi.org/10.1145/2882903.2882957 conf/sigmod/2016 db/conf/sigmod/sigmod2016.html#JainMHHL16 Po-Shen Lee Jevin D. West Bill Howe VizioMetrix: A Platform for Analyzing the Visual Information in Big Scholarly Data. 413-418 2016 WWW (Companion Volume) https://doi.org/10.1145/2872518.2890523 conf/www/2016c db/conf/www/www2016c.html#LeeWH16

Dylan Hutchison Bill Howe Dan Suciu Lara: A Key-Value Algebra underlying Arrays and Relations. 2016 abs/1604.03607 CoRR http://arxiv.org/abs/1604.03607 db/journals/corr/corr1604.html#HutchisonHS16

Po-Shen Lee Jevin D. West Bill Howe Viziometrics: Analyzing Visual Information in the Scientific Literature. 2016 abs/1605.04951 CoRR http://arxiv.org/abs/1605.04951 db/journals/corr/corr1605.html#LeeWH16

Dylan Hutchison Jeremy Kepner Vijay Gadepally Bill Howe From NoSQL Accumulo to NewSQL Graphulo: Design and Utility of Graph Algorithms inside a BigTable Database. 2016 abs/1606.07085 CoRR http://arxiv.org/abs/1606.07085 db/journals/corr/corr1606.html#HutchisonKGH16

Dominik Moritz Daniel Halperin Bill Howe Jeffrey Heer Perfopticon: Visual Query Analysis for Distributed Databases. 71-80 2015 34 Comput. Graph. Forum 3 https://doi.org/10.1111/cgf.12619 db/journals/cgf/cgf34.html#MoritzHHH15

Paraschos Koutris Prasang Upadhyaya Magdalena Balazinska Bill Howe Dan Suciu Query-Based Data Pricing. 43:1-43:44 2015 62 J. ACM 5 https://doi.org/10.1145/2770870 db/journals/jacm/jacm62.html#KoutrisUBHS15

Aaron J. Elmore Jennie Duggan Mike Stonebraker Magdalena Balazinska Ugur Çetintemel Vijay Gadepally Jeffrey Heer Bill Howe Jeremy Kepner Tim Kraska Samuel Madden 0001 David Maier 0001 Timothy G. Mattson Stavros Papadopoulos 0001 Jeff Parkhurst Nesime Tatbul Manasi Vartak Stan Zdonik A Demonstration of the BigDAWG Polystore System. 1908-1911 2015 8 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol8/p1908-Elmore.pdf https://doi.org/10.14778/2824032.2824098 db/journals/pvldb/pvldb8.html#ElmoreDSBCGHHKK15

Jennie Duggan Aaron J. Elmore Michael Stonebraker Magdalena Balazinska Bill Howe Jeremy Kepner Sam Madden 0001 David Maier 0001 Tim Mattson Stanley B. Zdonik The BigDAWG Polystore System. 11-16 2015 44 SIGMOD Rec. 2 https://doi.org/10.1145/2814710.2814713 db/journals/sigmod/sigmod44.html#DugganESBHKMMMZ15

Jeremy Hyrkas Daniel Halperin Bill Howe Time-Varying Clusters in Large-Scale Flow Cytometry. 4022-4023 2015 AAAI https://doi.org/10.1609/aaai.v29i2.19067 conf/aaai/2015 db/conf/aaai/aaai2015.html#HyrkasHH15 Bill Howe Big Data Science Needs Big Data Middleware. 2015 CIDR http://cidrdb.org/cidr2015/Papers/16_Abstract113HB.pdf conf/cidr/2015 db/conf/cidr/cidr2015.html#Howe15 Po-Shen Lee Bill Howe Dismantling Composite Visualizations in the Scientific Literature. 79-91 2015 ICPRAM (2) conf/icpram/2015-2 db/conf/icpram/icpram2015-2.html#LeeH15 Po-Shen Lee Bill Howe Detecting and Dismantling Composite Visualizations in the Scientific Literature. 247-266 2015 ICPRAM (Selected Papers) https://doi.org/10.1007/978-3-319-27677-9_16 conf/icpram/2015s db/conf/icpram/icpram2015s.html#LeeH15a Seung-Hee Bae Bill Howe GossipMap: a distributed community detection algorithm for billion-edge directed graphs. 27:1-27:12 2015 SC https://doi.org/10.1145/2807591.2807668 conf/sc/2015 db/conf/sc/sc2015.html#BaeH15 Abdussalam Alawini David Maier 0001 Kristin Tufte Bill Howe Rashmi Nandikur Towards automated prediction of relationships among scientific datasets. 35:1-35:5 2015 SSDBM https://doi.org/10.1145/2791347.2791358 conf/ssdbm/2015 db/conf/ssdbm/ssdbm2015.html#AlawiniMTHN15 Ryan Maas Jeremy Hyrkas Olivia Grace Telford Magdalena Balazinska Andrew J. Connolly Bill Howe Gaussian Mixture Models Use-Case: In-Memory Analysis with Myria. 3:1-3:8 2015 IMDM@VLDB https://doi.org/10.1145/2803140.2803143 https://www.wikidata.org/entity/Q131120983 conf/vldb/2015imdm db/conf/vldb/imdm2015.html#MaasHTBCH15

Magdalena Balazinska Bill Howe Dan Suciu The database group at the University of Washington. 39-44 2014 43 SIGMOD Rec. 1 https://doi.org/10.1145/2627692.2627701 https://www.wikidata.org/entity/Q130893374 db/journals/sigmod/sigmod43.html#BalazinskaHS14

Daniel Halperin Victor Teixeira de Almeida Lee Lee Choo Shumo Chu Paraschos Koutris Dominik Moritz Jennifer Ortiz Vaspol Ruamviboonsuk Jingjing Wang 0008 Andrew Whitaker Shengliang Xu Magdalena Balazinska Bill Howe Dan Suciu Demonstration of the Myria big data management service. 881-884 2014 SIGMOD Conference https://doi.org/10.1145/2588555.2594530 conf/sigmod/2014 db/conf/sigmod/sigmod2014.html#HalperinACCKMORWWXBHS14 Bill Howe Michael J. Franklin Juliana Freire James Frew Tim Kraska Raghu Ramakrishnan 0001 Should we all be teaching "intro to data science" instead of "intro to databases"? 917-918 2014 SIGMOD Conference https://doi.org/10.1145/2588555.2600092 https://www.wikidata.org/entity/Q60396826 conf/sigmod/2014 db/conf/sigmod/sigmod2014.html#HoweFFFKR14 Abdussalam Alawini David Maier 0001 Kristin Tufte Bill Howe Helping scientists reconnect their datasets. 29:1-29:12 2014 SSDBM https://doi.org/10.1145/2618243.2618263 conf/ssdbm/2014 db/conf/ssdbm/ssdbm2014.html#AlawiniMTH14

Bill Howe Daniel Halperin Francois Ribalet Sagar Chitnis E. Virginia Armbrust Collaborative Science Workflows in SQL. 22-31 2013 15 Comput. Sci. Eng. 3 https://doi.org/10.1109/MCSE.2013.42 http://doi.ieeecomputersociety.org/10.1109/MCSE.2013.42 db/journals/cse/cse15.html#HoweHRCA13

YongChul Kwon Kai Ren 0001 Magdalena Balazinska Bill Howe Managing Skew in Hadoop. 24-33 2013 36 IEEE Data Eng. Bull. 1 http://sites.computer.org/debull/A13mar/bala.pdf db/journals/debu/debu36.html#KwonRBH13

Bill Howe Experience teaching a massive open online course (MOOC). 108 2013 29 J. Comput. Sci. Coll. 1 https://dl.acm.org/doi/10.5555/2527148.2527172 db/journals/jcscoll/jcscoll29.html#Howe13

Kai Ren 0001 YongChul Kwon Magdalena Balazinska Bill Howe Hadoop's Adolescence. 853-864 2013 6 Proc. VLDB Endow. 10 http://www.vldb.org/pvldb/vol6/p853-ren.pdf https://doi.org/10.14778/2536206.2536213 https://www.wikidata.org/entity/Q131112368 db/journals/pvldb/pvldb6.html#RenKBH13

Magdalena Balazinska Bill Howe Paraschos Koutris Dan Suciu Prasang Upadhyaya A Discussion on Pricing Relational Data. 167-173 2013 In Search of Elegance in the Theory and Practice of Computation https://doi.org/10.1007/978-3-642-41660-6_7 conf/birthday/2013buneman db/conf/birthday/buneman2013.html#BalazinskaHKSU13 Prasang Upadhyaya Nick R. Anderson 0001 Magdalena Balazinska Bill Howe Raghav Kaushik Ravishankar Ramamurthy Dan Suciu Stop That Query! The Need for Managing Data Use. 2013 CIDR http://cidrdb.org/cidr2013/Papers/CIDR13_Paper64.pdf conf/cidr/2013 db/conf/cidr/cidr2013.html#UpadhyayaABHKRS13 Seung-Hee Bae Daniel Halperin Jevin D. West Martin Rosvall Bill Howe Scalable Flow-Based Community Detection for Large-Scale Network Analysis. 303-310 2013 ICDM Workshops https://doi.org/10.1109/ICDMW.2013.138 https://doi.ieeecomputersociety.org/10.1109/ICDMW.2013.138 https://www.wikidata.org/entity/Q61822124 conf/icdm/2013w db/conf/icdm/icdmw2013.html#BaeHWRH13 Cliff A. Joslyn Sutanay Choudhury David Haglin Bill Howe Bill Nickless Bryan Olsen Massive scale cyber traffic analysis: a driver for graph database research. 3 2013 GRADES http://event.cwi.nl/grades2013/03-Joslyn.pdf https://doi.org/10.1145/2484425.2484428 https://www.wikidata.org/entity/Q130912150 conf/sigmod/2013grades db/conf/sigmod/grades2013.html#JoslynCHHNO13 Paraschos Koutris Prasang Upadhyaya Magdalena Balazinska Bill Howe Dan Suciu Toward practical query pricing with QueryMarket. 613-624 2013 SIGMOD Conference https://doi.org/10.1145/2463676.2465335 conf/sigmod/2013 db/conf/sigmod/sigmod2013.html#KoutrisUBHS13 Prasang Upadhyaya Nick R. Anderson 0001 Magdalena Balazinska Bill Howe Raghav Kaushik Ravishankar Ramamurthy Dan Suciu The power of data use management in action. 1117-1120 2013 SIGMOD Conference https://doi.org/10.1145/2463676.2465264 conf/sigmod/2013 db/conf/sigmod/sigmod2013.html#UpadhyayaABHKRS13 Magdalena Balazinska Susan B. Davidson Bill Howe Alexandros Labrinidis Education and career paths for data scientists. 3:1-3:2 2013 SSDBM https://doi.org/10.1145/2484838.2484886 conf/ssdbm/2013 db/conf/ssdbm/ssdbm2013.html#BalazinskaDHL13 Daniel Halperin Francois Ribalet Konstantin Weitz Mak A. Saito Bill Howe E. Virginia Armbrust Real-time collaborative analysis with (almost) pure SQL: a case study in biogeochemical oceanography. 28:1-28:12 2013 SSDBM https://doi.org/10.1145/2484838.2484880 conf/ssdbm/2013 db/conf/ssdbm/ssdbm2013.html#HalperinRWSHA13 Brandon Myers Jeremy Hyrkas Daniel Halperin Bill Howe Compiled Plans for In-Memory Path-Counting Queries. 25-37 2013 IMDM@VLDB http://www-db.in.tum.de/other/imdm2013/papers/Myers.pdf conf/vldb/2013imdm db/conf/vldb/imdm2013.html#MyersHHH13 Brandon Myers Jeremy Hyrkas Daniel Halperin Bill Howe Compiled Plans for In-Memory Path-Counting Queries. 28-43 2013 IMDM@VLDB (Revised Selected Papers) https://doi.org/10.1007/978-3-319-13960-9_3 conf/vldb/2014imdms db/conf/vldb/imdm2014s.html#MyersHHH13a

Bill Howe Virtual Appliances, Cloud Computing, and Reproducible Research. 36-41 2012 14 Comput. Sci. Eng. 4 https://doi.org/10.1109/MCSE.2012.62 http://doi.ieeecomputersociety.org/10.1109/MCSE.2012.62 https://www.wikidata.org/entity/Q112805159 db/journals/cse/cse14.html#Howe12

Bill Howe Daniel Halperin Advancing Declarative Query in the Long Tail of Science. 16-26 2012 35 IEEE Data Eng. Bull. 3 http://sites.computer.org/debull/A12sept/tail.pdf db/journals/debu/debu35.html#HoweH12

YongChul Kwon Magdalena Balazinska Bill Howe Jerome A. Rolia SkewTune in Action: Mitigating Skew in MapReduce Applications. 1934-1937 2012 5 Proc. VLDB Endow. 12 http://vldb.org/pvldb/vol5/p1934_yongchulkwon_vldb2012.pdf https://doi.org/10.14778/2367502.2367541 https://www.wikidata.org/entity/Q131123591 db/journals/pvldb/pvldb5.html#KwonBHR12

Paraschos Koutris Prasang Upadhyaya Magdalena Balazinska Bill Howe Dan Suciu QueryMarket Demonstration: Pricing for Online Data Markets. 1962-1965 2012 5 Proc. VLDB Endow. 12 http://vldb.org/pvldb/vol5/p1962_paraschoskoutris_vldb2012.pdf https://doi.org/10.14778/2367502.2367548 db/journals/pvldb/pvldb5.html#KoutrisUBHS12

Yingyi Bu Bill Howe Magdalena Balazinska Michael D. Ernst The HaLoop approach to large-scale iterative data analysis. 169-190 2012 21 VLDB J. 2 https://doi.org/10.1007/s00778-012-0269-7 db/journals/vldb/vldb21.html#BuHBE12

Bill Howe Alicia Key Daniel Perry 0001 Cecilia R. Aragon VizDeck: a card game metaphor for fast visual data exploration. 1667-1672 2012 CHI Extended Abstracts https://doi.org/10.1145/2212776.2223690 conf/chi/2012a db/conf/chi/chi2012a.html#HoweKPA12 Foto N. Afrati Magdalena Balazinska Anish Das Sarma Bill Howe Semih Salihoglu Jeffrey D. Ullman Designing good algorithms for MapReduce and beyond. 26 2012 SoCC https://doi.org/10.1145/2391229.2391255 https://www.wikidata.org/entity/Q131124457 conf/cloud/2012 db/conf/cloud/socc2012.html#AfratiBSHSU12 Marianne Shaw Paraschos Koutris Bill Howe Dan Suciu Optimizing Large-Scale Semi-Naïve Datalog Evaluation in Hadoop. 165-176 2012 Datalog https://doi.org/10.1007/978-3-642-32925-8_17 conf/datalog/2012 db/conf/datalog/datalog2012.html#ShawKHS12 Paraschos Koutris Prasang Upadhyaya Magdalena Balazinska Bill Howe Dan Suciu Query-based data pricing. 167-178 2012 PODS https://doi.org/10.1145/2213556.2213582 https://www.wikidata.org/entity/Q130964119 conf/pods/2012 db/conf/pods/pods2012.html#KoutrisUBHS12 Kai Ren 0001 Garth Gibson YongChul Kwon Magdalena Balazinska Bill Howe Abstract: Hadoop's Adolescence; A Comparative Workloads Analysis from Three Research Clusters. 1452 2012 SC Companion https://doi.org/10.1109/SC.Companion.2012.253 https://doi.ieeecomputersociety.org/10.1109/SC.Companion.2012.253 conf/sc/2012c db/conf/sc/sc2012c.html#RenGKBH12 Kai Ren 0001 Garth Gibson YongChul Kwon Magdalena Balazinska Bill Howe Poster: Hadoop's Adolescence; A Comparative Workloads Analysis from Three Research Clusters. 1453 2012 SC Companion https://doi.org/10.1109/SC.Companion.2012.254 https://doi.ieeecomputersociety.org/10.1109/SC.Companion.2012.254 conf/sc/2012c db/conf/sc/sc2012c.html#RenGKBH12a YongChul Kwon Magdalena Balazinska Bill Howe Jerome A. Rolia SkewTune: mitigating skew in mapreduce applications. 25-36 2012 SIGMOD Conference https://doi.org/10.1145/2213836.2213840 https://www.wikidata.org/entity/Q131124462 conf/sigmod/2012 db/conf/sigmod/sigmod2012.html#KwonBHR12 Alicia Key Bill Howe Daniel Perry 0001 Cecilia R. Aragon VizDeck: self-organizing dashboards for visual analytics. 681-684 2012 SIGMOD Conference https://doi.org/10.1145/2213836.2213931 conf/sigmod/2012 db/conf/sigmod/sigmod2012.html#KeyHPA12

Magdalena Balazinska Bill Howe Dan Suciu Data Markets in the Cloud: An Opportunity for the Database Community. 1482-1485 2011 4 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol4/p1482-balazinska.pdf db/journals/pvldb/pvldb4.html#BalazinskaHS11

Huy T. Vo Jonathan Bronson Brian Summa João Luiz Dihl Comba Juliana Freire Bill Howe Valerio Pascucci Cláudio T. Silva Parallel visualization on large clusters using MapReduce. 81-88 2011 LDAV https://doi.org/10.1109/LDAV.2011.6092321 https://doi.ieeecomputersociety.org/10.1109/LDAV.2011.6092321 https://www.wikidata.org/entity/Q60396848 conf/ldav/2011 db/conf/ldav/ldav2011.html#VoBSCFHPS11 Bill Howe Garrett Cole Nodira Khoussainova Leilani Battle Automatic example queries for ad hoc databases. 1319-1322 2011 SIGMOD Conference https://doi.org/10.1145/1989323.1989487 conf/sigmod/2011 db/conf/sigmod/sigmod2011.html#HoweCKB11 Bill Howe Garrett Cole Emad Soroush Paraschos Koutris Alicia Key Nodira Khoussainova Leilani Battle Database-as-a-Service for Long-Tail Science. 480-489 2011 SSDBM https://doi.org/10.1007/978-3-642-22351-8_31 conf/ssdbm/2011 db/conf/ssdbm/ssdbm2011.html#HoweCSKKKB11 Yusra AlSayyad K. Simon Krughoff Bill Howe Andrew J. Connolly Magdalena Balazinska Lynne Jones Towards Efficient and Precise Queries over Ten Million Asteroid Trajectory Models. 568-570 2011 SSDBM https://doi.org/10.1007/978-3-642-22351-8_40 conf/ssdbm/2011 db/conf/ssdbm/ssdbm2011.html#AlSayyadKHCBJ11 Peter Baumann 0001 Bill Howe Kjell Orsborn Silvia Stefanova Proceedings of the 2011 EDBT/ICDT Workshop on Array Databases, Uppsala, Sweden, March 25, 2011 2011 978-1-4503-0614-0 EDBT/ICDT Array Databases Workshop ACM db/conf/edbt/array2011.html

Yingyi Bu Bill Howe Magdalena Balazinska Michael D. Ernst HaLoop: Efficient Iterative Data Processing on Large Clusters. 285-296 2010 3 Proc. VLDB Endow. 1 https://vldb.org/pvldb/vol3/R25.pdf https://doi.org/10.14778/1920841.1920881 https://www.wikidata.org/entity/Q131123600 db/journals/pvldb/pvldb3.html#BuHBE10

YongChul Kwon Magdalena Balazinska Bill Howe Jerome A. Rolia Skew-resistant parallel processing of feature-extracting scientific user-defined functions. 75-86 2010 SoCC https://doi.org/10.1145/1807128.1807140 https://www.wikidata.org/entity/Q131126474 conf/cloud/2010 db/conf/cloud/socc2010.html#KwonBHR10 Keith Grochow Mark Stoermer James Fogarty Charlotte Lee Bill Howe Edward D. Lazowska COVE: A Visual Environment for Multidisciplinary Ocean Science Collaboration. 269-276 2010 eScience https://doi.org/10.1109/eScience.2010.13 https://doi.ieeecomputersociety.org/10.1109/eScience.2010.13 conf/eScience/2010 db/conf/eScience/eScience2010.html#GrochowSFLHL10 Keith Grochow Bill Howe Mark Stoermer Roger S. Barga Edward D. Lazowska Client + Cloud: Evaluating Seamless Architectures for Visual Data Analytics in the Ocean Sciences. 114-131 2010 SSDBM https://doi.org/10.1007/978-3-642-13818-8_10 conf/ssdbm/2010 db/conf/ssdbm/ssdbm2010.html#GrochowHSBL10 YongChul Kwon Dylan Nunley Jeffrey P. Gardner Magdalena Balazinska Bill Howe Sarah Loebman Scalable Clustering Algorithm for N-Body Simulations in a Shared-Nothing Cluster. 132-150 2010 SSDBM https://doi.org/10.1007/978-3-642-13818-8_11 conf/ssdbm/2010 db/conf/ssdbm/ssdbm2010.html#KwonNGBHL10

Keith Wiley Andrew J. Connolly Jeffrey P. Gardner K. Simon Krughoff Magdalena Balazinska Bill Howe YongChul Kwon Yingyi Bu Astronomy in the Cloud: Using MapReduce for Image Coaddition http://arxiv.org/abs/1010.1015 2010 CoRR abs/1010.1015 db/journals/corr/corr1010.html#abs-1010-1015

Sarah Loebman Dylan Nunley YongChul Kwon Bill Howe Magdalena Balazinska Jeffrey P. Gardner Analyzing massive astrophysical datasets: Can Pig/Hadoop or a relational DBMS help? 1-10 2009 CLUSTER https://doi.org/10.1109/CLUSTR.2009.5289149 https://doi.ieeecomputersociety.org/10.1109/CLUSTR.2009.5289149 conf/cluster/2009 db/conf/cluster/cluster2009.html#LoebmanNKHBG09 Dan Suciu Andrew J. Connolly Bill Howe Embracing Uncertainty in Large-Scale Computational Astrophysics. 63-77 2009 MUD http://www.ctit.utwente.nl/library/proceedings/wp0914.pdf conf/mud/2009 db/conf/mud/mud2009.html#SuciuCH09 Bill Howe Harrison Green-Fishback David Maier 0001 Scientific Mashups: Runtime-Configurable Data Product Ensembles. 19-36 2009 SSDBM https://doi.org/10.1007/978-3-642-02279-1_3 conf/ssdbm/2009 db/conf/ssdbm/ssdbm2009.html#HoweGM09

António M. Baptista Bill Howe Juliana Freire David Maier 0001 Cláudio T. Silva Scientific Exploration in the Era of Ocean Observatories. 53-58 2008 10 Comput. Sci. Eng. 3 https://doi.org/10.1109/MCSE.2008.83 http://doi.ieeecomputersociety.org/10.1109/MCSE.2008.83 https://www.wikidata.org/entity/Q60396907 db/journals/cse/cse10.html#BaptistaHFMS08

Bill Howe Peter Lawson Renee Bellinger Erik W. Anderson Emanuele Santos Juliana Freire Carlos Eduardo Scheidegger António M. Baptista Cláudio T. Silva End-to-End eScience: Integrating Workflow, Query, Visualization, and Provenance at an Ocean Observatory. 127-134 2008 eScience https://doi.org/10.1109/eScience.2008.67 https://doi.ieeecomputersociety.org/10.1109/eScience.2008.67 https://www.wikidata.org/entity/Q60396879 conf/eScience/2008 db/conf/eScience/eScience2008.html#HoweLBASFSBS08 Harrison Green-Fishback Bill Howe Scientific Mashups: Runtime-Configurable Data Product Ensembles. 442-443 2008 eScience https://doi.org/10.1109/eScience.2008.123 https://doi.ieeecomputersociety.org/10.1109/eScience.2008.123 conf/eScience/2008 db/conf/eScience/eScience2008.html#Green-FishbackH08 Bill Howe David Maier 0001 Nicolas Rayner James Rucker Quarrying dataspaces: Schemaless profiling of unfamiliar information sources. 270-277 2008 ICDE Workshops https://doi.org/10.1109/ICDEW.2008.4498331 https://doi.ieeecomputersociety.org/10.1109/ICDEW.2008.4498331 https://www.wikidata.org/entity/Q56783778 conf/icde/2008w db/conf/icde/icdew2008.html#HoweMRR08 Bill Howe David Maier 0001 Laura Bright Smoothing the ROI Curve for Scientific Data Management Applications. 185-195 2007 conf/cidr/2007 CIDR http://cidrdb.org/cidr2007/papers/cidr07p21.pdf db/conf/cidr/cidr2007.html#HoweMB07 Laura Bright David Maier 0001 Bill Howe Managing the Forecast Factory. 64 2006 conf/icde/2006w ICDE Workshops https://doi.org/10.1109/ICDEW.2006.76 https://doi.ieeecomputersociety.org/10.1109/ICDEW.2006.76 db/conf/icde/icdew2006.html#BrightMH06

Bill Howe David Maier 0001 Algebraic manipulation of scientific datasets. 397-416 2005 14 VLDB J. 4 https://doi.org/10.1007/s00778-005-0157-5 db/journals/vldb/vldb14.html#HoweM05

Bill Howe David Maier 0001 Querying and Visualizing Gridded Datasets for e-Science. 1106-1107 2005 conf/icde/2005 ICDE https://doi.org/10.1109/ICDE.2005.117 https://doi.ieeecomputersociety.org/10.1109/ICDE.2005.117 db/conf/icde/icde2005.html#HoweM05 Bill Howe David Maier 0001 Retrofitting a Data Model to Existing Environmental Data. 3-13 2005 conf/ssdbm/2005 SSDBM db/conf/ssdbm/ssdbm2005.html#HoweM05

Bill Howe David Maier 0001 Logical and Physical Data Independence for Native Scientific Data Repositories. 29-36 2004 27 IEEE Data Eng. Bull. 4 http://sites.computer.org/debull/A04dec/howemaier.ps db/journals/debu/debu27.html#HoweM04

Bill Howe Kuldeep Tanna Paul J. Turner David Maier 0001 Emergent Semantics: Towards Self-Organizing Scientific Metadata.. 177-198 https://doi.org/10.1007/978-3-540-30145-5_11 2004 conf/icsnw/2004 ICSNW db/conf/icsnw/icsnw2004.html#HoweTTM04 Bill Howe David Maier 0001 Algebraic Manipulation of Scientific Datasets. 2004 conf/vldb/2004 VLDB db/conf/vldb/vldb2004.html#HoweM04 924-935 http://www.vldb.org/conf/2004/RS23P3.PDF https://doi.org/10.1016/B978-012088469-8.50081-4 Marianne Koch Lois M. L. Delcambre Patricia Toccalino Eric Landis Fred Phillips Timothy Tolle Len Shapiro Nicole Steckler David Maier 0001 Mathew Weaver Shawn Bowers Balbinder Banga Jason Brewster Afrem Gutema Sudarshan Murthy Bill Howe Rupa Tummala Julia Norman Kirsten Zilman David Drake Craig Palmer Ashley Burt The Forest Portal: A Multidisciplinary Project. 2003 conf/dgo/2003 DG.O http://dl.acm.org/citation.cfm?id=1123301 db/conf/dgo/dgo2003.html#KochDTLPTSSMWBBBGMHTNZDPB03 Mathew Weaver Bill Howe Lois M. L. Delcambre Timothy Tolle David Maier 0001 Representing, Exploiting, and Extracting Metadata using Metadata++. 2002 conf/dgo/2002 DG.O http://dl.acm.org/citation.cfm?id=1123172 db/conf/dgo/dgo2002.html#WeaverHDTM02 Serge Abiteboul Foto N. Afrati Abdussalam Alawini Gabrielle Allen Victor Teixeira de Almeida Yusra AlSayyad Anushka Anand Erik W. Anderson Nicholas R. Anderson 0001Nick R. Anderson 0001 Cecilia R. Aragon E. Virginia Armbrust Abolfazl Asudeh Seung-Hee Bae Tobin Baker Magdalena Balazinska Balbinder Banga António M. Baptista Lorena A. Barba Roger S. Barga Adam Bates 0001 Leilani Battle Peter Baumann 0001 Renee Bellinger Devin R. Berg Holly Bik Carl Boettiger Nicholas Bolten Christine L. Borgman Shawn Bowers Jason Brewster Laura Bright Jonathan Bronson C. Titus Brown Eva Maxfield BrownEva Brown Yingyi Bu Stuart Buck Randy Burd Ashley Burt Aylin Caliskan Anat Caspi Ugur Çetintemel Riley Chang Lufei Chen Sagar Chitnis Lee Lee Choo Sutanay Choudhury Shumo Chu Nicholas Clark Sophie Clayton Garrett Cole João Luiz Dihl Comba Andrew J. Connolly Theresa Crimmins Thierry Cruanes Aayushi Dangol Susan B. Davidson Lois M. L. Delcambre AnHai Doan Eduard C. Dragut David Drake Aaron J. Elmore Michael D. Ernst Martin Paul Eve Shangbin Feng James Fogarty Michael J. Franklin Juliana Freire James Frew Yue Fu Emily Furst Vijay Gadepally Zhe Gan Jeffrey P. Gardner Biniyam Gebreyohannes Matt Gee Garth A. GibsonGarth Gibson Brian E. Granger Maxim Grechkin Harrison Green-Fishback Josh Greenberg Keith Grochow Afrem Gutema Laura M. Haas David J. HaglinDavid Haglin Daniel Halperin Bin Han 0011 Brandon Haynes Jeffrey Heer Bernease Herman Alexis Hiniker Anastasia Holovenko John D. Van Horn Adina Howe Kuan-Hao Huang Dylan Hutchison Shana Hutchison Jeremy Hyrkas H. V. Jagadish Shrainik Jain Lynne Jones Abhishek Joshi Cliff A. Joslyn Daniel S. Katz Raghav Kaushik Lia Kazakova Emily Keller Jeremy Kepner Alicia Key May Khanna Nodira Khoussainova Timothy L. Killeen Marianne Koch Paraschos Koutris Tim Kraska K. Simon Krughoff YongChul Kwon Alexandros Labrinidis Eric Landis Joanne Lateulere John Lateulere Peter Lawson Edward D. LazowskaEd Lazowska Jonathan Leang Charlotte Lee Chung Peng Lee Po-Shen Lee Wonkwon Lee Halden Lin Anthony Z. Liu Sarah Loebman Joshua R. Loftus Hongfan Lu Ryan Maas Jock D. Mackinlay Samuel Madden 0001Sam Madden 0001 David Maier 0001 Timothy G. MattsonTim Mattson Matthew S. Mayernik Erin C. McKiernan Elizabeth McKinnie Parmita Mehta Sachin Mehta Chris Mentzel Nirav C. Merchant Gerome Miklau Mostafa Milani Tanushree Mitra Dominik Moritz Sudarshan Murthy Brandon Myers Rashmi Nandikur Greg L. Nelson Bill Nickless Kyle E. Niemeyer Laura Norén Julia Norman Dylan Nunley Sarah M. Nusser Bum Mook Oh Bryan Olsen Kjell Orsborn Jennifer Ortiz Mark Oskin Felix Ouk Craig Palmer Stavros Papadopoulos 0001 Jeff Parkhurst Valerio Pascucci Daniel Perry 0001 Fred Phillips Haoyue Ping Hoifung Poon Erin Posthumus Rachel Pottinger Zening Qu Tilmann Rabl Raghu Ramakrishnan 0001 Ravishankar Ramamurthy Nicolas Rayner Daniel A. Reed Kai Ren 0001 Francois Ribalet Luke Rodriguez Jennie RogersJennie Duggan Jerome A. Rolia Lucas Rosenblatt Martin Rosvall Vaspol Ruamviboonsuk James Rucker Taras Rumezhak Boyang Sa Arnaud Sahuguet Mak A. Saito Semih Salihoglu Babak Salimi Emanuele Santos Anish Das Sarma Carlos ScheideggerCarlos Eduardo Scheidegger Sebastian Schelter Edward Seidel Leonard D. ShapiroLen Shapiro Marianne Shaw Hua Shen 0005 Cláudio T. Silva Isaac Slaughter Adam M. Smith 0001 MacKenzie Smith Emad Soroush Jeffrey R. Spies Andrii Stadnik Nicole Steckler Silvia Stefanova Mark Stoermer Michael StonebrakerMike Stonebraker Julia Stoyanovich Dan Suciu Brian Summa Chenkai Sun Feiyang Sun Wang Chiew TanWang-Chiew Tan Kuldeep Tanna Yufei Tao 0001 Nesime Tatbul Olivia Grace Telford Patricia Toccalino Timothy Tolle Sarah Tran Yulia Tsvetkov Kristin Tufte Rupa Tummala Matthew J. Turk Paul J. Turner Jeffrey D. Ullman Prasang Upadhyaya Manasi Vartak Huy T. Vo Anita de Waard Jay Walsh Chenglong Wang Jianfeng Wang Jingjing Wang 0008 Lijuan Wang Lucy Lu Wang Yisu Remy Wang Mathew Weaver Nicholas M. WeberNic Weber Gerhard Weikum Konstantin Weitz Bingbing Wen Jevin D. West Andrew Whitaker Jan Whittington Keith Wiley Robert Wolfe Kanit Wongsuphasawat Chenjun Xu Shengliang Xu An Yan 0001 Jiaqi Yan Ke Yang 0003 Sean Yang Sean T. Yang Yiwei Yang 0009 Zhengyuan Yang Jihan Yao Meg Young Stanley B. ZdonikStan Zdonik Yuxiang Zhang Dora Zhao Kirsten Zilman