Bosch Deep Learning Hardware Benchmark.

Lucas Drumond Lucas Rêgo Drumond http://www.ismll.uni-hildesheim.de/personen/drumond.html University of Hildesheim, Department of Computer Science

Armin Runge Thomas Wenzel Dimitrios Bariamis Benedikt Sebastian Staffler Lucas Rêgo Drumond Michael Pfeiffer 0001 Bosch Deep Learning Hardware Benchmark. 2020 abs/2008.10293 CoRR https://arxiv.org/abs/2008.10293 db/journals/corr/corr2008.html#abs-2008-10293

Omair Ghori Radek Mackowiak Miguel Ángel Bautista 0001 Niklas Beuter Lucas Drumond Ferran Diego Björn Ommer Learning to Forecast Pedestrian Intention from Pose Dynamics. 1277-1284 2018 Intelligent Vehicles Symposium https://doi.org/10.1109/IVS.2018.8500657 conf/ivs/2018 db/conf/ivs/ivs2018.html#GhoriMBBDDO18 Hanh T. H. Nguyen Martin Wistuba Josif Grabocka Lucas Rêgo Drumond Lars Schmidt-Thieme Personalized Deep Learning for Tag Recommendation. 186-197 2017 PAKDD (1) https://doi.org/10.1007/978-3-319-57454-7_15 https://www.wikidata.org/entity/Q59866162 conf/pakdd/2017-1 db/conf/pakdd/pakdd2017-1.html#NguyenWGDS17 Rosa Tsegaye Aga Lucas Drumond Christian Wartena Lars Schmidt-Thieme Integrating Distributional and Lexical Information for Semantic Classification of Words using MRMF. 2708-2717 2016 COLING https://aclanthology.org/C16-1255/ conf/coling/2016 db/conf/coling/coling2016.html#AgaDWS16 Rosa Tsegaye Aga Christian Wartena Lucas Drumond Lars Schmidt-Thieme Learning Thesaurus Relations from Distributional Features. 2016 LREC http://www.lrec-conf.org/proceedings/lrec2016/summaries/979.html conf/lrec/2016 db/conf/lrec/lrec2016.html#AgaWDS16 Nghia Duong-Trung Nicolas Schilling Lucas Drumond Lars Schmidt-Thieme Matrix Factorization for Near Real-time Geolocation Prediction in Twitter Stream. 89-100 2016 LWDA https://ceur-ws.org/Vol-1670/paper-28.pdf conf/lwa/2016 db/conf/lwa/lwda2016.html#Duong-TrungSDS16

Lucas Drumond Ernesto Diaz-Aviles Lars Schmidt-Thieme Multi-Relational Learning at Scale with ADMM. 2016 abs/1604.00647 CoRR http://arxiv.org/abs/1604.00647 db/journals/corr/corr1604.html#DrumondDS16

Nicolas Schilling Martin Wistuba Lucas Drumond Lars Schmidt-Thieme Joint Model Choice and Hyperparameter Optimization with Factorized Multilayer Perceptrons. 72-79 2015 ICTAI https://doi.org/10.1109/ICTAI.2015.24 https://doi.ieeecomputersociety.org/10.1109/ICTAI.2015.24 https://www.wikidata.org/entity/Q59866178 conf/ictai/2015 db/conf/ictai/ictai2015.html#SchillingWDS15 Nghia Duong-Trung Martin Wistuba Lucas Rêgo Drumond Lars Schmidt-Thieme Geo_ML @ MediaEval Placing Task 2015. 2015 MediaEval conf/mediaeval/2015 db/conf/mediaeval/mediaeval2015.html#Duong-TrungWDS15 https://ceur-ws.org/Vol-1436/Paper46.pdf Nicolas Schilling Martin Wistuba Lucas Drumond Lars Schmidt-Thieme Hyperparameter Optimization with Factorized Multilayer Perceptrons. 87-103 2015 ECML/PKDD (2) https://doi.org/10.1007/978-3-319-23525-7_6 https://www.wikidata.org/entity/Q59866231 conf/pkdd/2015-2 db/conf/pkdd/pkdd2015-2.html#SchillingWDS15 Lucas Rêgo Drumond Factorization models for multi-relational data. 2014 1-111 Cuvillier University of Hildesheim 978-3-95404-734-5 https://d-nb.info/1052949436 Lucas Rêgo Drumond Ernesto Diaz-Aviles Lars Schmidt-Thieme Wolfgang Nejdl Optimizing Multi-Relational Factorization Models for Multiple Target Relations. 191-200 2014 CIKM https://doi.org/10.1145/2661829.2662052 https://www.wikidata.org/entity/Q59866316 conf/cikm/2014 db/conf/cikm/cikm2014.html#DrumondDSN14 Lucas Rêgo Drumond Lars Schmidt-Thieme Christoph Freudenthaler Artus Krohn-Grimberghe Collective Matrix Factorization of Predictors, Neighborhood and Targets for Semi-supervised Classification. 286-297 2014 PAKDD (1) https://doi.org/10.1007/978-3-319-06608-0_24 https://www.wikidata.org/entity/Q59866286 conf/pakdd/2014-1 db/conf/pakdd/pakdd2014-1.html#DrumondSFK14 Josif Grabocka Lucas Drumond Lars Schmidt-Thieme Supervised Dimensionality Reduction via Nonlinear Target Estimation. 172-183 2013 DaWaK https://doi.org/10.1007/978-3-642-40131-2_15 https://www.wikidata.org/entity/Q59866347 conf/dawak/2013 db/conf/dawak/dawak2013.html#GrabockaDS13 Ernesto Diaz-Aviles Wolfgang Nejdl Lucas Drumond Lars Schmidt-Thieme Towards real-time collaborative filtering for big fast data. 779-780 2013 WWW (Companion Volume) https://doi.org/10.1145/2487788.2488044 conf/www/2013c db/conf/www/www2013c.html#Diaz-AvilesNDS13 Ernesto Diaz-Aviles Lucas Drumond Zeno Gantner Lars Schmidt-Thieme Wolfgang Nejdl What is happening right now ... that interests me?: online topic discovery and recommendation in twitter. 1592-1596 2012 CIKM https://doi.org/10.1145/2396761.2398479 https://www.wikidata.org/entity/Q59866393 conf/cikm/2012 db/conf/cikm/cikm2012.html#Diaz-AvilesDGSN12 Ernesto Diaz-Aviles Lucas Drumond Lars Schmidt-Thieme Wolfgang Nejdl Real-time top-n recommendation in social streams. 59-66 2012 RecSys https://doi.org/10.1145/2365952.2365968 https://www.wikidata.org/entity/Q59866387 conf/recsys/2012 db/conf/recsys/recsys2012.html#Diaz-AvilesDSN12 Lucas Drumond Steffen Rendle Lars Schmidt-Thieme Predicting RDF triples in incomplete knowledge bases with tensor factorization. 326-331 2012 SAC https://doi.org/10.1145/2245276.2245341 https://www.wikidata.org/entity/Q59866379 conf/sac/2012 db/conf/sac/sac2012.html#DrumondRS12 Lucas Drumond Nguyen Thai-Nghe Tomás Horváth Lars Schmidt-Thieme Factorization techniques for student performance classification and ranking. 2012 UMAP Workshops https://ceur-ws.org/Vol-872/factmod2012_paper_2.pdf conf/um/2012w db/conf/um/umap2012w.html#DrumondTHS12 Nguyen Thai-Nghe Lucas Drumond Tomás Horváth Lars Schmidt-Thieme Using factorization machines for student modeling. 2012 UMAP Workshops https://ceur-ws.org/Vol-872/factmod2012_paper_4.pdf conf/um/2012w db/conf/um/umap2012w.html#Thai-NgheDHS12 Artus Krohn-Grimberghe Lucas Drumond Christoph Freudenthaler Lars Schmidt-Thieme Multi-relational matrix factorization using bayesian personalized ranking for social network data. 173-182 2012 WSDM https://doi.org/10.1145/2124295.2124317 https://www.wikidata.org/entity/Q59866373 conf/wsdm/2012 db/conf/wsdm/wsdm2012.html#Krohn-GrimbergheDFS12 Zeno Gantner Lucas Drumond Christoph Freudenthaler Lars Schmidt-Thieme Personalized Ranking for Non-Uniformly Sampled Items. 231-247 KDD Cup 2012 conf/kdd/2011kddcup http://proceedings.mlr.press/v18/gantner12a.html db/journals/jmlr/jmlrp18.html#GantnerDFS12 Nguyen Thai-Nghe Lucas Drumond Tomás Horváth Alexandros Nanopoulos Lars Schmidt-Thieme Matrix and Tensor Factorization for Predicting Student Performance. 69-78 2011 CSEDU (1) conf/csedu/2011-1 db/conf/csedu/csedu2011-1.html#Thai-NgheDHNS11 Timo Reuter Philipp Cimiano Lucas Drumond Krisztián Búza Lars Schmidt-Thieme Scalable Event-Based Clustering of Social Media Via Record Linkage Techniques. 2011 ICWSM http://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/view/2760 conf/icwsm/2011 db/conf/icwsm/icwsm2011.html#ReuterCDBS11 Zeno Gantner Lucas Drumond Christoph Freudenthaler Steffen Rendle Lars Schmidt-Thieme Learning Attribute-to-Feature Mappings for Cold-Start Recommendations. 176-185 2010 ICDM https://doi.org/10.1109/ICDM.2010.129 https://doi.ieeecomputersociety.org/10.1109/ICDM.2010.129 https://www.wikidata.org/entity/Q56699614 conf/icdm/2010 db/conf/icdm/icdm2010.html#GantnerDFRS10 Lucas Drumond Rosario Girardi Extracting ontology concept hierarchies from text using Markov logic. 1354-1358 2010 SAC https://doi.org/10.1145/1774088.1774379 https://www.wikidata.org/entity/Q130898161 conf/sac/2010 db/conf/sac/sac2010.html#DrumondG10 Nguyen Thai-Nghe Lucas Drumond Artus Krohn-Grimberghe Lars Schmidt-Thieme Recommender system for predicting student performance. 2811-2819 2010 conf/recsys/2010recsystel RecSysTEL@RecSys 2 https://doi.org/10.1016/j.procs.2010.08.006 https://www.wikidata.org/entity/Q59866490 db/conf/recsys/recsystel2010.html#Thai-NgheDKS10 Lucas Drumond Rosario Girardi Djefferson Maranhão Geraldo Abrantes Implementation Issues of the Infonorma Multi-agent Recommender System. 128-133 2009 ICEIS (4) conf/iceis/2009-4 db/conf/iceis/iceis2009-4.html#DrumondGMA09 Fabio Augusto de Santana Silva Maria del Rosario Girardi Lucas Rêgo Drumond An Information Retrieval Model for the Semantic Web. 143-148 2009 ITNG https://doi.org/10.1109/ITNG.2009.116 https://doi.ieeecomputersociety.org/10.1109/ITNG.2009.116 conf/itng/2009 db/conf/itng/itng2009.html#SilvaGD09 Fabio Silva Rosario Girardi Lucas Drumond A Knowledge-based Retrieval Model. 558-563 2009 SEKE conf/seke/2009 db/conf/seke/seke2009.html#SilvaGD09

Lucas Drumond Rosario Girardi A multi-agent legal recommender system. 175-207 2008 16 Artif. Intell. Law 2 https://doi.org/10.1007/s10506-008-9062-8 db/journals/ail/ail16.html#DrumondG08

Roberval Mariano Rosario Girardi Adriana Leite Lucas Drumond Djefferson Maranhão A Case Study on Domain Analysis of Semantic Web Multi-Agent Recommender Systems. 160-167 2008 ICSOFT (ISDM/ABF) conf/icsoft/2008-3 db/conf/icsoft/icsoft2008-3.html#MarianoGLDM08 Lucas Drumond Rosario Girardi Fabio Silva A Similarity Analysis Model for Semantic Web Information Filtering Applications. 638-642 2008 SEKE conf/seke/2008 db/conf/seke/seke2008.html#DrumondGS08 Lucas Drumond Rosario Girardi A Survey of Ontology Learning Procedures. 2008 WONTO https://ceur-ws.org/Vol-427/paper2.pdf conf/wonto/2008 db/conf/wonto/wonto2008.html#DrumondG08 Lucas Drumond Rosario Girardi Adriana Leite Architectural design of a multi-agent recommender system for the legal domain. 183-187 2007 conf/icail/2007 ICAIL https://doi.org/10.1145/1276318.1276352 db/conf/icail/icail2007.html#DrumondGL07 Lucas Drumond Rosario Girardi Adriana Leite A Case Study on the Application of the MAAEM Methodology for the Specification Modeling of Recommender Systems in the Legal Domain. 155-160 2007 conf/iceis/2007-4 ICEIS (4) db/conf/iceis/iceis2007-4.html#DrumondGL07 Geraldo Abrantes Rosa Tsegaye Aga Dimitrios Bariamis Miguel Ángel Bautista 0001 Niklas Beuter Krisztián Búza Philipp Cimiano Ernesto Diaz-Aviles Ferran Diego Nghia Duong-Trung Christoph Freudenthaler Zeno Gantner Omair Ghori Rosario GirardiMaria del Rosario Girardi Josif Grabocka Tomás Horváth Artus Krohn-Grimberghe Adriana Leite Radek Mackowiak Djefferson Maranhão Roberval Mariano Alexandros Nanopoulos Wolfgang Nejdl Hanh T. H. Nguyen Björn Ommer Michael Pfeiffer 0001 Steffen Rendle Timo Reuter Armin Runge Nicolas Schilling Lars Schmidt-Thieme Fabio Silva Fabio Augusto de Santana Silva Benedikt Sebastian Staffler Nguyen Thai-Nghe Christian Wartena Thomas Wenzel Martin Wistuba