Content-Boosted Collaborative Filtering for Improved Recommendations. - Prem Melville; Raymond J. Mooney; Ramadass Nagarajan (AAAI/IAAI, 2002)

Natural Language Assistant: A Dialog System for Online Product Recommendation. - Joyce Yue Chai; Veronika Horvath; Nicolas Nicolov; Margo Stys; Nanda Kambhatla; Wlodek Zadrozny; Prem Melville (AI Mag., 2002)

Constructing Diverse Classifier Ensembles using Artificial Training Examples. - Prem Melville; Raymond J. Mooney (IJCAI, 2003)

Active Feature-Value Acquisition for Classifier Induction. - Prem Melville; Maytal Saar-Tsechansky; Foster J. Provost; Raymond J. Mooney (ICDM, 2004)

Diverse ensembles for active learning. - Prem Melville; Raymond J. Mooney (ICML, 2004)

Experiments on Ensembles with Missing and Noisy Data. - Prem Melville; Nishit Shah; Lilyana Mihalkova; Raymond J. Mooney (Multiple Classifier Systems, 2004)

Active Learning for Probability Estimation Using Jensen-Shannon Divergence. - Prem Melville; Stewart M. Yang; Maytal Saar-Tsechansky; Raymond J. Mooney (ECML, 2005)

Combining Bias and Variance Reduction Techniques for Regression Trees. - Yuk Lai Suen; Prem Melville; Raymond J. Mooney (ECML, 2005)

An Expected Utility Approach to Active Feature-Value Acquisition. - Prem Melville; Foster J. Provost; Raymond J. Mooney (ICDM, 2005)

Creating diversity in ensembles using artificial data. - Prem Melville; Raymond J. Mooney (Inf. Fusion, 2005)

Data acquisition and cost-effective predictive modeling: targeting offers for electronic commerce. - Foster J. Provost; Prem Melville; Maytal Saar-Tsechansky (ICEC, 2007)

Document-Word Co-regularization for Semi-supervised Sentiment Analysis. - Vikas Sindhwani; Prem Melville (ICDM, 2008)

Customer targeting models using actively-selected web content. - Prem Melville; Saharon Rosset; Richard D. Lawrence (KDD, 2008)

Using predictive analysis to improve invoice-to-cash collection. - Sai Zeng; Prem Melville; Christian A. Lang; Ioana M. Boier-Martin; Conrad Murphy (KDD, 2008)

Breast cancer identification: KDD CUP winner's report. - Claudia Perlich; Prem Melville; Yan Liu 002; Grzegorz Swirszcz; Richard D. Lawrence; Saharon Rosset (SIGKDD Explor., 2008)

Uncertainty sampling and transductive experimental design for active dual supervision. - Vikas Sindhwani; Prem Melville; Richard D. Lawrence (ICML, 2009)

Sentiment analysis of blogs by combining lexical knowledge with text classification. - Prem Melville; Wojciech Gryc; Richard D. Lawrence (KDD, 2009)

Winning the KDD Cup Orange Challenge with Ensemble Selection. - Alexandru Niculescu-Mizil; Claudia Perlich; Grzegorz Swirszcz; Vikas Sindhwani; Yan Liu 002; Prem Melville; Dong Wang; Jing Xiao; Jianying Hu; Moninder Singh; Wei Xiong Shang; Yanfeng Zhu 001 (KDD Cup, 2009)

Active Feature-Value Acquisition. - Maytal Saar-Tsechansky; Prem Melville; Foster J. Provost (Manag. Sci., 2009)

Optimizing debt collections using constrained reinforcement learning. - Naoki Abe; Prem Melville; Cezar Pendus; Chandan K. Reddy; David L. Jensen; Vince P. Thomas; James J. Bennett; Gary F. Anderson; Brent R. Cooley; Melissa Kowalczyk; Mark Domick; Timothy Gardinier (KDD, 2010)

A Unified Approach to Active Dual Supervision for Labeling Features and Examples. - Josh Attenberg; Prem Melville; Foster J. Provost (ECML/PKDD (1), 2010)

Medical data mining: insights from winning two competitions. - Saharon Rosset; Claudia Perlich; Grzegorz Swirszcz; Prem Melville; Yan Liu 002 (Data Min. Knowl. Discov., 2010)

Recommender Systems. - Prem Melville; Vikas Sindhwani (Encyclopedia of Machine Learning, 2010)

Emerging topic detection using dictionary learning. - Shiva Prasad Kasiviswanathan; Prem Melville; Arindam Banerjee 001; Vikas Sindhwani (CIKM, 2011)

Concept Labeling: Building Text Classifiers with Minimal Supervision. - Vijil Chenthamarakshan; Prem Melville; Vikas Sindhwani; Richard D. Lawrence (IJCAI, 2011)

Supervised Rank Aggregation for Predicting Influencers in Twitter. - Karthik Subbian; Prem Melville (SocialCom/PASSAT, 2011)

Supervised Rank Aggregation for Predicting Influence in Networks - Karthik Subbian; Prem Melville (CoRR, 2011)

Learning to rank for robust question answering. - Arvind Agarwal; Hema Raghavan; Karthik Subbian; Prem Melville; Richard D. Lawrence; David Gondek; James Fan (CIKM, 2012)

Online L1-Dictionary Learning with Application to Novel Document Detection. - Shiva Prasad Kasiviswanathan; Huahua Wang; Arindam Banerjee 001; Prem Melville (NIPS, 2012)

Tax Collections Optimization for New York State. - Gerard Miller; Melissa Weatherwax; Timothy Gardinier; Naoki Abe; Prem Melville; Cezar Pendus; David L. Jensen; Chandan K. Reddy; Vince P. Thomas; James J. Bennett; Gary F. Anderson; Brent R. Cooley (Interfaces, 2012)

Amplifying the voice of youth in Africa via text analytics. - Prem Melville; Vijil Chenthamarakshan; Richard D. Lawrence; James Powell; Moses Mugisha; Sharad Sapra; Rajesh Anandan; Solomon Assefa (KDD, 2013)

Novel document detection for massive data streams using distributed dictionary learning. - Shiva Prasad Kasiviswanathan; Gao Cong; Prem Melville; Richard D. Lawrence (IBM J. Res. Dev., 2013)

Recommender Systems. - Prem Melville; Vikas Sindhwani (Encyclopedia of Machine Learning and Data Mining, 2017)