| 1996 | Learning from Data - Fifth International Workshop on Artificial Intelligence and Statistics, AISTATS 1995, Key West, Florida, USA, January 4-7, 1995. Proceedings. Doug Fisher, Hans-Joachim Lenz |
| 1995 | A Causal Calculus for Statistical Research. Judea Pearl |
| 1995 | A Comparative Evaluation of Sequential Feature Selection Algorithms. David W. Aha, Richard L. Bankert |
| 1995 | A Further Comparison of Simplification Methods for Decision-Tree Induction. Donato Malerba, Floriana Esposito, Giovanni Semeraro |
| 1995 | A Hill-Climbing Approach for Optimizing Classification Trees. Xiaorong Sun, Steve Y. Chiu, Louis Anthony Cox Jr. |
| 1995 | A Model for Part-of-Speech Prediction. Alexander Franz |
| 1995 | An Axiomatization of Loglinear Models with an Application to the Model-Search Problem. Francesco M. Malvestuto |
| 1995 | An Exact Probability Metric for Decision Tree Splitting. J. Kent Martin |
| 1995 | Classification Using Bayes Averaging of Multiple, Relational Rule-based Models. Kamal M. Ali, Michael J. Pazzani |
| 1995 | Control Representation in an EDA Assistant. Robert St. Amant, Paul R. Cohen |
| 1995 | Data Representations in Learning. Geetha Srikantan, Sargur N. Srihari |
| 1995 | Detecting Complex Dependencies in Categorical Data. Tim Oates, Matthew D. Schmill, Dawn E. Gregory, Paul R. Cohen |
| 1995 | Detecting Imperfect Patterns in Event Streams Using Local Search. Adele E. Howe |
| 1995 | Dynamical Selection of Learning Algorithms. Christopher J. Merz |
| 1995 | Framework for a Generic Knowledge Discovery Toolkit. Patricia J. Riddle, Roman Fresnedo, David Newman |
| 1995 | Heuristic Search for Model Structure: the Benefits of Restraining Greed. John F. Elder IV |
| 1995 | Hierarchical Clustering of Composite Objects with a Variable Number of Components. Alain Ketterlin, Pierre Gançarski, Jerzy J. Korczak |
| 1995 | Learning Bayesian Networks Using Feature Selection. Gregory M. Provan, Moninder Singh |
| 1995 | Learning Bayesian Networks is NP-Complete. David Maxwell Chickering |
| 1995 | Learning Possibilistic Networks from Data. Jörg Gebhardt, Rudolf Kruse |
| 1995 | Learning in Hybrid Noise Environments Using Statistical Queries. Scott E. Decatur |
| 1995 | Likelihood-based Causal Inference. Qing Yao, David Tritchler |
| 1995 | Modeling and Monitoring Dynamic Systems by Chain Graphs. Alberto Lekuona, Beatriz Lacruz, Pilar Lasala |
| 1995 | Non-Linear Dimensionality Reduction: A Comparative Performance Analysis. Olivier Y. de Vel, Sofianto Li, Danny Coomans |
| 1995 | Omega-Stat: An Environment for Implementing Intelligent Modeling Strategies. E. James Harner, Hanga C. Galfalvy |
| 1995 | On Test Selection Strategies for Belief Networks. David Madigan, Russell G. Almond |
| 1995 | On the Statistical Comparison of Inductive Learning Methods. A. J. Feelders, W. J. H. Verkooijen |
| 1995 | Part-of-Speech Tagging from "Small" Data Sets. Eric Neufeld, Greg Adams |
| 1995 | Picking the Best Expert from a Sequence. Ruth Bergman, Ronald L. Rivest |
| 1995 | Ploxoma: Testbed for Uncertain Inference. Hannah Blau |
| 1995 | Propagation of Gaussian belief functions. Liping Liu |
| 1995 | Representing and Solving Asymmetric Decision Problems Using Valuation Networks. Prakash P. Shenoy |
| 1995 | Robust Linear Discriminant Trees. George H. John |
| 1995 | Rule Induction as Exploratory Data Analysis. Jason Catlett |
| 1995 | Searching for Dependencies in Bayesian Classifiers. Michael J. Pazzani |
| 1995 | Solving Influence Diagrams Using Gibbs Sampling. Ali Jenzarli |
| 1995 | Statistical Analysis of Complex Systems in Biomedicine. Harry B. Burke |
| 1995 | Structure Learning of Bayesian Networks by Hybrid Genetic Algorithms. Pedro Larrañaga, Roberto H. Murga, Mikel Poza, Cindy M. H. Kuijpers |
| 1995 | Tree Structured Interpretable Regression. David Lubinsky |
| 1995 | Two Algorithms for Inducing Structural Equation Models from Data. Paul R. Cohen, Dawn E. Gregory, Lisa Ballesteros, Robert St. Amant |
| 1995 | Two Applications of Statistical Modelling to Natural Language Processing. William DuMouchel, Carol Friedman, George Hripcsak, Stephen B. Johnson, Paul D. Clayton |
| 1995 | Using Causal Knowledge to Learn More Useful Decision Rules From Data. Louis Anthony Cox Jr. |
| 1995 | Viewpoint-Based Measurement of Semantic Similarity between Words. Kaname Kasahara, Kazumitsu Matsuzawa, Tsutomu Ishikawa, Tsukasa Kawaoka |