News - I'm giving an invited talk on Snorkel at the DEEM workshop at SIGMOD 2017 (5/14/17).
- New results to appear at ICML 2017 on learning the structure of generative models without labeled data. See our blog post for an informal summary.
- We'll present a demo of Snorkel at SIGMOD 2017. Check out our blog post on data programming and weak supervision, the techniques that power it.
- My thesis on hinge-loss MRFs and PSL was awarded the Larry S. Davis Dissertation Award.
Stephen H. Bach, Matthias Broecheler, Bert Huang, and Lise Getoor ArXiv:1505.04406 [cs.LG] [bibtex] @article{bach:arxiv15, Author = {Bach, Stephen H. and Broecheler, Matthias and Huang, Bert and Getoor, Lise}, Volume = {arXiv:1505.04406 [cs.LG]}, Title = {Hinge-Loss {M}arkov Random Fields and Probabilistic Soft Logic}, Year = {2015}} Golnoosh Farnadi, Stephen H. Bach, Marie-Francine Moens, Lise Getoor, and Martine De Cock Stephen H. Bach, Bryan He, Alexander Ratner, and Christopher Ré International Conference on Machine Learning (ICML) 2017 [bibtex] @inproceedings{bach:icml17, Author = {Bach, Stephen H. and He, Bryan and Ratner, Alexander and R\'e, Christopher}, Booktitle = {International Conference on Machine Learning (ICML)}, Title = {Learning the Structure of Generative Models without Labeled Data}, Year = {2017}} Alexander J. Ratner, Stephen H. Bach, Henry R. Ehrenberg, and Christopher Ré SIGMOD 2017 Demo [bibtex] @article{ratner:sigmoddemo17, Author = Ratner, Alexander J. and Bach, Stephen H. and Ehrenberg, Henry E. and R{\'e}, Christopher, Title = Snorkel: {F}ast Training Set Generation for Information Extraction, Volume = {ACM SIGMOD Conference on Management of Data (SIGMOD) Demonstration}, Year = {2017}} Alexander Ratner, Stephen H. Bach, Henry Ehrenberg, Jason Fries, Sen Wu, and Christopher Ré Conference on Innovative Data Systems Research (CIDR) 2017 Abstract [bibtex] @inproceedings{ratner:cidr17, Author = Ratner, Alexander and Bach, Stephen H. and Ehrenberg, Henry and Fries, Jason and Wu, Sen and R{\'e}, Christopher, Title = Snorkel: {A} System for Lightweight Extraction, Booktitle = {Conference on Innovative Data Systems Research (CIDR)}, Year = {2017}} Himabindu Lakkaraju, Stephen H. Bach, and Jure Leskovec ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2016 [bibtex] @inproceedings{lakkaraju:kdd16, Author = {Lakkaraju, Himabindu and Bach, Stephen H. and Leskovec, Jure}, Title = {Interpretable Decision Sets: {A} Joint Framework for Description and Prediction}, Booktitle = {ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)}, Year = {2016}} Ph.D. Dissertation, University of Maryland Larry S. Davis Doctoral Dissertation Award[bibtex] @phdthesis{bach:thesis15, title = {Hinge-Loss {M}arkov Random Fields and Probabilistic Soft Logic: {A} Scalable Approach to Structured Prediction}, school = {University of Maryland, College Park}, author = {Bach, Stephen H.}, year = {2015}} Stephen H. Bach*, Bert Huang*, Jordan Boyd-Graber, and Lise Getoor International Conference on Machine Learning (ICML) 2015 [bibtex] [slides] [supplementary] [poster] @inproceedings{bach:icml15, author = "Bach, Stephen H. and Huang, Bert and Boyd-Graber, Jordan and Getoor, Lise", title = "Paired-Dual Learning for Fast Training of Latent Variable Hinge-Loss MRFs", booktitle = "International Conference on Machine Learning (ICML)", year = "2015"} Stephen H. Bach, Bert Huang, and Lise Getoor Artificial Intelligence and Statistics (AISTATS) 2015 Selected for oral presentation, 6% of submitted papers (27/442)[bibtex] [slides] [supplementary] [code] @inproceedings{bach:aistats15, author = "Bach, Stephen H. and Huang, Bert and Getoor, Lise", title = "Unifying Local Consistency and MAX SAT Relaxations for Scalable Inference with Rounding Guarantees", booktitle = "Artificial Intelligence and Statistics (AISTATS)", year = "2015"} Golnoosh Farnadi, Stephen H. Bach, Marjon Blondeel, Marie-Francine Moens, Lise Getoor, Martine De Cock International Conference on Inductive Logic Programming (ILP) 2015 Best Student Paper Award[bibtex] @InProceedings{farnadi:ilp15, author = "Farnadi, Golnoosh and Bach, Stephen H. and Blondeel, Marjon and Moens, Marie-Francine and Getoor, Lise and De Cock, Martine", title = "Statistical Relational Learning with Soft Quantifiers", booktitle = "International Conference on Inductive Logic Programming (ILP)", year = "2015"} Stephen H. Bach, Bert Huang, and Lise Getoor NIPS Workshop on Discrete and Combinatorial Problems in Machine Learning (DISCML) 2014 [bibtex] [poster] @inproceedings{bach:discml14, author = "Bach, Stephen H. and Huang, Bert and Getoor, Lise", title = "Rounding Guarantees for Message-Passing MAP Inference with Logical Dependencies", booktitle = "NIPS Workshop on Discrete and Combinatorial Problems in Machine Learning (DISCML)", year = "2014"} Stephen H. Bach, Bert Huang, and Lise Getoor KDD Workshop on Data Science for Social Good 2014 [bibtex] [poster] @InProceedings{bach:dssg14, author = "Bach, Stephen H. and Huang, Bert and Getoor, Lise", title = "Probabilistic Soft Logic for Social Good", booktitle = "KDD Workshop on Data Science for Social Good", year = "2014"} Golnoosh Farnadi, Stephen H. Bach, Marie-Francine Moens, Lise Getoor, and Martine De Cock International Workshop on Statistical Relational Artificial Intelligence (StaRAI) 2014 [bibtex] @InProceedings{farnadi:starai14, author = "Farnadi, Golnoosh and Bach, Stephen H. and Moens, Marie-Francine and Getoor, Lise and De Cock, Martine", title = "Extending PSL with Fuzzy Quantifiers", booktitle = "International Workshop on Statistical Relational Artificial Intelligence (StaRAI)", year = "2014"} Stephen H. Bach, Bert Huang, Ben London, and Lise Getoor Uncertainty in Artificial Intelligence (UAI) 2013 [bibtex] [poster] [code] @inproceedings{bach:uai13, author = "Bach, Stephen H. and Huang, Bert and London, Ben and Getoor, Lise", title = "Hinge-loss {M}arkov Random Fields: {C}onvex Inference for Structured Prediction", booktitle = "{Uncertainty in Artificial Intelligence (UAI)}", year = 2013} Stephen H. Bach, Bert Huang, and Lise Getoor NIPS Workshop on Frontiers of Network Analysis: Methods, Models, and Applications 2013 Best Student Paper Award[bibtex] [poster] [code] @inproceedings{bach:fna13, author = "Bach, Stephen H. and Huang, Bert and Getoor, Lise", title = "Large-Margin Structured Learning for Link Ranking", booktitle = "NIPS Workshop on Frontiers of Network Analysis: Methods, Models, and Applications", year = "2013"} Stephen H. Bach, Bert Huang, and Lise Getoor ICML Workshop on Inferning: Interactions between Inference and Learning 2013 [bibtex] [poster] @InProceedings{bach:inferning13, author = "Bach, Stephen H. and Huang, Bert and Getoor, Lise", title = "Learning Latent Groups with Hinge-Loss {M}arkov Random Fields", booktitle = "{ICML Workshop on Inferning: Interactions between Inference and Learning}", year = 2013} Ben London, Sameh Khamis, Stephen H. Bach, Bert Huang, Lise Getoor, and Larry Davis CVPR Workshop on Structured Prediction: Tractability, Learning and Inference 2013 [bibtex] @InProceedings{london:sptli13, author = "London, Ben and Khamis, Sameh and Bach, Stephen H. and Huang, Bert and Getoor, Lise and Davis, Larry", title = "Collective Activity Detection using Hinge-loss {M}arkov Random Fields", booktitle = "{CVPR Workshop on Structured Prediction: Tractability, Learning and Inference}", year = 2013} Stephen H. Bach, Matthias Broecheler, Lise Getoor, and Dianne P. O’Leary Advances in Neural Information Processing Systems (NIPS) 2012 [bibtex] [supplementary] [poster] [code] @inproceedings{bach:nips12, author = "Bach, Stephen H. and Broecheler, Matthias and Getoor, Lise and O'Leary, Dianne P.", title = "Scaling {MPE} Inference for Constrained Continuous {M}arkov Random Fields", booktitle = "{Advances in Neural Information Processing Systems (NIPS)}", year = 2012} Angelika Kimmig, Stephen H. Bach, Matthias Broecheler, Bert Huang, and Lise Getoor NIPS Workshop on Probabilistic Programming: Foundations and Applications 2012 [bibtex] @inproceedings{kimmig:probprog12, author = "Kimmig, Angelika and Bach, Stephen H. and Broecheler, Matthias and Huang, Bert and Getoor, Lise", title = "A Short Introduction to Probabilistic Soft Logic", booktitle = "{NIPS Workshop on Probabilistic Programming: Foundations and Applications}", year = 2012} Bert Huang, Stephen H. Bach, Eric Norris, Jay Pujara, and Lise Getoor NIPS Workshop on Social Network and Social Media Analysis: Methods, Models, and Applications 2012 [bibtex] @inproceedings{huang:snsma12, author = "Huang, Bert and Bach, Stephen H. and Norris, Eric and Pujara, Jay and Getoor, Lise", title = "Social Group Modeling with Probabilistic Soft Logic", booktitle = "{NIPS Workshop on Social Network and Social Media Analysis: Methods, Models, and Applications}", year = 2012} Alex Memory, Angelika Kimmig, Stephen H. Bach, Louiqa Raschid, and Lise Getoor International Workshop on Uncertainty Reasoning for the Semantic Web (URSW) 2012 [bibtex] @inproceedings{memory:ursw12, author = "Memory, Alex and Kimmig, Angelika and Bach, Stephen H. and Raschid, Louiqa and Getoor, Lise", title = "Graph Summarization in Annotated Data Using Probabilistic Soft Logic", booktitle = "{International Workshop on Uncertainty Reasoning for the Semantic Web (URSW)}", year = 2012} Stephen H. Bach and Marcus A. Maloof Advances in Neural Information Processing Systems (NIPS) 2010 [bibtex] [poster] @inproceedings{bach:nips10, author = "Bach, Stephen H. and Maloof, Marcus A.", title = "A {B}ayesian Approach to Concept Drift", booktitle = "{Advances in Neural Information Processing Systems (NIPS)}", year = 2010} Stephen H. Bach, Matthias Broecheler, Stanley Kok, and Lise Getoor NIPS Workshop on Predictive Models in Personalized Medicine 2010 [bibtex] [poster] @InProceedings{bach:pmpm10, author = "Bach, Stephen H. and Broecheler, Matthias and Kok, Stanley and Getoor, Lise", title = "Decision-Driven Models with Probabilistic Soft Logic", booktitle = "{NIPS Workshop on Predictive Models in Personalized Medicine}", year = 2010} Stephen H. Bach* and Marcus A. Maloof* IEEE International Conference on Data Mining (ICDM) 2008 [bibtex] @inproceedings{bach:icdm08, author = "Bach, Stephen H. and Maloof, Marcus A.", title = "Paired Learners for Concept Drift", booktitle = "{IEEE International Conference on Data Mining (ICDM)}", year = 2008} ( * Equal Contributors) |