Publications

Please contact me to obtain copies for any of these papers.

2005

"ACORA: Distribution-Based Aggregation for Relational Learning from Identifier Attributes" Perlich, C. and F. Provost. Forthcoming in special issue on Statistical Relational Learning and Multi-Relational Data Mining, Journal of Machine Learning

"Wallet Estimation Models" Rosset, S., C. Perlich, B. Zadrozny, S. Merugu, S. Weiss and R. Lawrence. Under Review for 2005 International Workshop on Customer Relationship Management: Data Mining Meets Marketing.

"Relational Learning for Customer Relationship Management" Perlich, C., and Z. Huang. Under Review for 2005 International Workshop on Customer Relationship Management: Data Mining Meets Marketing

"Approaching the ILP Challenge 2005: Class-Conditional Bayesian Propositionalization for Genetic Classification" Perlich, C. Inductive Logic programming (ILP) 2005

"Gene Classification: Issues and Challenges for Relational Learning" Perlich, C, and S. Merugu. Workshop on Multi-Relational Data Mining (MRDM), at 11th SIGKDD International Conference on Knowledge Discovery and Data Mining 2005

"Ranking-Based Evaluation of Regression Models" Perlich, C., S. Rosset and B. Zadrozny. Under Review for International Conference on Data Mining (ICDM) 2005

"Relational Modeling as Aggregation" Perlich, C and F. Provost Under Review for, Editors: Lise Getoor

"The Role of Identifiers in Relational Modeling" Perlich, C., and F.Provost. Seminarproceedings of "Probabilistic, Logical and Relational Learning - Towards a Synthesis", Dagstuhl 2005 (Earlier version of JML Journal paper 2005)

"Probability Estimation in Multi-Relational Domain" Perlich, C. Ph.D. Thesis, Stern School of Business, Information, Operation and Management Science Department. 2005

2004

"Predicting Citation Rates for Physics Papers: Constructing Features for an Ordered Probit Model" Perlich, C., F. Provost, and S. Macskassy. In SIGKDD Explorations (2004) 154-15

"Aggregation for Predictive Modeling with Relational Data" Perlich, C. and F. Provost In Encyclopedia of Data Warehousing and Mining 2004

2003

"Aggregation-Based Feature Invention and Relational Concept Classes" Perlich, C. and F. Provost. Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2003, 167-176

"Citation-Based Document Classification" Perlich, C. Workshop on Information Technology and Systems (WITS) 2003

"Aggregation and Concept Complexity in Relational Learning" Perlich, C. and F. Provost. Workshop on Learning Statistical Models from Relational Data (SRL), at IJCAI 2003

"Relational Learning Problems and Simple Models" Provost, F., C. Perlich and S. Macskassy. Workshop on Learning Statistical Models from Relational Data (SRL), at IJCAI 2003

"ACORA: Automated Construction of Relational Attribute" Perlich, C. Prototype Track at Workshop on Information Technology and Systems (WITS) 2003

2002

"Discovering Knowledge from Relational Data Extracted from Business News" Bernstein, A., S. Clearwater, S. Hill, C. Perlich and F. Provost. Workshop on Multi-Relational Data Mining (MRDM), at Eighth SIGKDD International Conference on Knowledge Discovery and Data Mining 2002

"A Modular Approach to Relational Data Mining" Perlich, C. and F. Provost. American Conference on Information Systems (AMCIS) 2002

Old

"Modeling of Scholastic Aptitude Tests" Weigend, A.S., C. Perlich and M. Brehler International Conference on Neural Information Processing (ICONIP) 1996

Works in Finance

"Temporal Resolution of Uncertainty and Corporate Debt Yields: An Empirical Investigation" Reisz, A.S. and C. Perlich. Forthcoming, Journal of Business

"A Market-Based Framework for Bankruptcy Prediction" Reisz, A.S. and C. Perlich. Under review, Journal of Financial Economics