Most Cited Papers in Machine Learning
Source: CiteSeer (11/04/03)
579 citations Mining Association Rules between Sets of Items in Large Databases - Agrawal, Imielinski, Swami (1993)
488 citations Fast Algorithms for Mining Association Rules - Agrawal, Srikant (1994)
426 citations Bagging Predictors - Breiman (1996)
373 citations Complements to 'Pattern Recognition and Neural Networks' - Ripley (1996)
291 citations Experiments with a New Boosting Algorithm - Freund, Schapire (1996)
265 citations A decision-theoretic generalization of on-line learning and an.. - Freund, Schapire (1995)
236 citations Reinforcement Learning: A Survey - Leslie Pack Kaelbling, Michael L.. (1996)
212 citations LEDA - A Platform for Combinatorial and Geometric Computing - Mehlhorn, Nher (1995)
210 citations Irrelevant Features and the Subset Selection Problem - John, Kohavi, Pfleger (1994)
200 citations A Tutorial on Support Vector Machines for Pattern Recognition - Burges (1998)
185 citations Mining Generalized Association Rules - Srikant, Agrawal (1995)
183 citations Fast Effective Rule Induction - Cohen (1995)
179 citations Learning to Act using Real-Time Dynamic Programming - Barto, Bradtke, Singh (1995)
178 citations The CN2 Induction Algorithm - Clark, Niblett (1989)
167 citations Text Categorization with Support Vector Machines: Learning with Many.. - Joachims (1998)
160 citations WebWatcher: A Learning Apprentice for the World Wide Web - Armstrong, Freitag, Joachims.. (1997)
156 citations Mining Quantitative Association Rules in Large Relational Tables - Srikant, Agrawal (1996)
155 citations Neural Network-Based Face Detection - Rowley, Baluja, Kanade (1996)
152 citations An Optimal Algorithm for Approximate Nearest Neighbor Searching in.. - Arya, Mount, Netanyahu, Silverman, Wu (1994)
152 citations Dynamic Itemset Counting and Implication Rules for Market Basket Data - Brin, Motwani, Ullman, Tsur (1997)
150 citations Boosting the Margin: A New Explanation for the Effectiveness of.. - Schapire, Freund, al. (1997)
140 citations A Weighted Nearest Neighbor Algorithm for Learning with Symbolic.. - Cost, Salzberg (1993)
127 citations Boosting a Weak Learning Algorithm By Majority - Freund (1995)
125 citations GroupLens: An Open Architecture for Collaborative Filtering of Netnews - Resnick, Iacovou, Suchak, Bergstrom, .. (1994)
123 citations Goal-directed Requirements Acquisition - Dardenne, van Lamsweerde, Fickas (1993)
120 citations WebWatcher: A Tour Guide for the World Wide Web - Joachims, Freitag, Mitchell (1997)
117 citations Discovery of Multiple-Level Association Rules from Large Databases - Han (1995)
117 citations Sampling Large Databases for Association Rules - Toivonen (1996)
114 citations Solving Multiclass Learning Problems via Error-Correcting Output Codes - Dietterich, al. (1995)
113 citations Regularization Theory and Neural Networks Architectures - Girosi, Jones, Poggio (1995)
108 citations Refinement of Approximate Domain Theories by Knowledge-Based Neural.. - Towell, Shavlik, Noordewier (1990)
104 citations Markov games as a framework for multi-agent reinforcement learning - Littman (1994)
104 citations Automatic Subspace Clustering of High Dimensional Data for Data.. - Agrawal, Gehrke, Gunopulos, Raghavan (1998)
104 citations Prioritized Sweeping: Reinforcement Learning with Less Data and Less.. - Moore, Atkeson (1993)
103 citations Wrappers for Feature Subset Selection - Kohavi, John (1997)
98 citations Additive Logistic Regression: a Statistical View of Boosting - Friedman, Hastie, Tibshirani (1998)
97 citations Finding Interesting Rules from Large Sets of Discovered Association.. - Klemettinen, Mannila, Ronkainen.. (1994)
96 citations Multi-Agent Reinforcement Learning: Independent vs. Cooperative Agents - Tan (1993)
93 citations Beyond Market Baskets: Generalizing Association Rules to Correlations - Brin, Motwani, Silverstein (1997)
93 citations Efficient Algorithms for Discovering Association Rules - Mannila, Toivonen, Verkamo (1994)
93 citations Mining Sequential Patterns: Generalizations And Performance.. - Srikant, Agrawal (1996)
91 citations Greedy Attribute Selection - Caruana, Freitag (1994)
90 citations Collaborative Interface Agents - Lashkari, Metral, Maes (1994)
89 citations A Comparative Study on Feature Selection in Text Categorization - Yang, Pedersen (1997)
88 citations A System for Induction of Oblique Decision Trees - Murthy, Kasif, Salzberg (1994)
87 citations An Effective Hash-Based Algorithm for Mining Association Rules - Park, Yu (1995)
87 citations The Parti-game Algorithm for Variable Resolution Reinforcement.. - Moore, Atkeson (1995)
86 citations Factorial Hidden Markov Models - Ghahramani, Jordan (1996)
83 citations The Utility of Knowledge in Inductive Learning - Pazzani, Kibler (1992)
78 citations An Evaluation of Statistical Approaches to Text Categorization - Yang (1999)
78 citations SLIQ: A Fast Scalable Classifier for Data Mining - Mehta, Agrawal, Rissanen (1996)
77 citations A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text .. - Joachims (1997)
77 citations Mining Association Rules with Item Constraints - Srikant, Vu, Agrawal
77 citations The Schema Theorem and Price's Theorem - Altenberg (1995)
76 citations Mixtures of Probabilistic Principal Component Analysers - Tipping, al. (1998)
75 citations Learning in the Presence of Malicious Errors - Kearns (1993)
74 citations Removing the Genetics from the Standard Genetic Algorithm - Baluja, Caruana (1995)
73 citations Data Mining: An Overview from Database Perspective - Chen, Han, Yu (1996)
72 citations Training Algorithms for Linear Text Classifiers - Lewis, Schapire, Callan, Papka (1996)
71 citations Hierarchically classifying documents using very few words - Koller, Sahami (1997)
70 citations Beyond Independence: Conditions for the Optimality of the Simple.. - Domingos, Pazzani (1996)
69 citations A Comparison of Two Learning Algorithms for Text Categorization - Lewis, Ringuette (1994)
69 citations Learning policies for partially observable environments: Scaling up - Littman, Cassandra, Kaelbling (1995)
68 citations Exploratory Mining and Pruning Optimizations of Constrained.. - Ng (1998)
68 citations An Experimental Comparison of Three Methods for Constructing.. - Dietterich (1998)
68 citations Error Reduction through Learning Multiple Descriptions - Ali, Pazzani (1996)
66 citations A Probabilistic Approach to Concurrent Mapping and Localization for.. - Thrun, Burgard, Fox (1998)
66 citations Error-Correcting Output Coding Corrects Bias and Variance - Kong, Dietterich (1995)
66 citations Learning to Extract Symbolic Knowledge from the World Wide Web - Craven, DiPasquo, Freitag, McCallum, .. (1998)
65 citations Combining Labeled and Unlabeled Data with Co-Training - Blum, Mitchell (1998)
65 citations Dynamic Parameter Encoding for Genetic Algorithms - Schraudolph, Belew (1992)
65 citations The Structure-Mapping Engine: Algorithm and Examples - Falkenhainer, Forbus, Gentner (1989)
64 citations Toward Optimal Feature Selection - Koller, Sahami (1996)
62 citations Transfer of Learning by Composing Solutions of Elemental Sequential.. - Singh (1992)
62 citations Residual Algorithms: Reinforcement Learning with Function.. - Leemon Baird (1995)
61 citations Bounds on the Sample Complexity of Bayesian Learning Using.. - Haussler (1994)
61 citations Neural Network Exploration Using Optimal Experiment Design - Cohn (1994)
60 citations Rule Induction with CN2: Some Recent Improvements - Clark, Boswell (1991)
60 citations Learning Information Retrieval Agents: Experiments with Automated Web .. - Balabanovic, Shoham (1995)
59 citations Knowledge-Based Artificial Neural Networks - Geoffrey Towell (1994)
59 citations Knowledge Discovery in Databases: An Attribute-Oriented Approach - Han, Cai, Cercone (1992)
58 citations A Type System for Object Initialization In the Java Bytecode Language .. - Freund (1998)
57 citations An Introduction to Variational Methods for Graphical Models - Jordan, Ghahramani, Jaakkola, Saul (1998)
57 citations An Introduction to Variational Methods for Graphical Methods - Jordan, Ghahramani, Jaakkola, Saul (1998)
56 citations On the Optimality of the Simple Bayesian Classifier under Zero-One.. - Domingos, Pazzani (1997)
56 citations A Guide to the Literature on Learning Probabilistic Networks From Data - Buntine (1996)
56 citations Discovery of frequent episodes in event sequences - Mannila, Toivonen, Verkamo (1997)
56 citations Multiagent Systems: A Survey from a Machine Learning Perspective - Stone, Veloso (1997)
56 citations Learning Decision Trees using the Fourier Spectrum - Kushilevitz, Mansour (1991)
55 citations Modeling Web Sources for Information Integration - Knoblock, Minton, Ambite, Ashish.. (1998)
55 citations Scalable Parallel Data Mining for Association Rules - Han, Karypis, Kumar (1997)
55 citations Reinforcement Learning with Replacing Eligibility Traces - Singh (1996)
54 citations Active Learning with Statistical Models - Cohn, Ghahramani, al. (1995)
54 citations Bias Plus Variance Decomposition for Zero-One Loss Functions - Kohavi, Wolpert (1996)
54 citations Empirical Support for Winnow and Weighted-Majority Algorithms.. - Blum (1995)
53 citations A Unifying Review of Linear Gaussian Models - Sam Roweis (1997)
53 citations Gradient Calculations for Dynamic Recurrent Neural Networks: A Survey - Pearlmutter (1995)
49 citations Relational Instance-Based Learning - Emde, Wettschereck (1996)
49 citations Serial and Parallel Genetic Algorithms as Function Optimizers - Gordon, Whitley (1993)
49 citations A New SQL-like Operator for Mining Association Rules - Meo, Psaila, al. (1996)
49 citations Combining estimates in regression and classification - LeBlanc, Tibshirani (1993)
49 citations Improving Generalization with Active Learning - Cohn, Atlas, al. (1992)
48 citations Learning Sequential Decision Rules Using Simulation Models and.. - Grefenstette (1990)
48 citations The RoboCup Synthetic Agent Challenge 97 - Kitano, Tambe, Stone (1997)
47 citations Competitive Environments Evolve Better Solutions for Complex Tasks - Angeline, Pollack (1993)
47 citations A Simple Weight Decay Can Improve Generalization - Krogh (1992)
47 citations A graduated assignment algorithm for graph matching - Gold, Rangarajan (1996)
47 citations Stable Function Approximation in Dynamic Programming - Gordon (1995)
46 citations Generating Accurate and Diverse Members of a Neural-Network Ensemble - Opitz, al. (1996)
46 citations Approximate Statistical Tests for Comparing Supervised Classification .. - Dietterich (1998)
46 citations Efficient Algorithms for Minimizing Cross Validation Error - Moore, Lee (1994)
46 citations Selection of Relevant Features and Examples in Machine Learning - Blum, Langley (1997)
45 citations Levelwise search and borders of theories in knowledge discovery - Mannila, Toivonen (1997)
45 citations Incremental Multi-Step Q-Learning - Peng, Williams (1996)
44 citations Learning to Fly - Sammut (1992)
44 citations Flexible Metric Nearest Neighbor Classification - Friedman (1994)
43 citations Active Storage For Large-Scale Data Mining and Multimedia - Riedel, Gibson, Faloutsos (1998)
43 citations Active Storage for Large-Scale Data Mining and Multimedia Applications - Riedel, Gibson, Faloutsos (1998)
43 citations Relational Learning of Pattern-Match Rules for Information Extraction - Califf, Mooney (1997)
43 citations Keeping Neural Networks Simple by Minimizing the Description Length.. - Hinton (1993)
43 citations Overcoming Incomplete Perception with Utile Distinction Memory - McCallum (1993)
42 citations Selection of Relevant Features in Machine Learning - Langley (1994)
42 citations A Comparative Evaluation of Voting and Meta-learning on Partitioned.. - Philip Chan (1995)
42 citations Information Extraction from HTML: Application of a General Machine.. - Freitag (1998)
42 citations Integrating Planning and Learning: The PRODIGY Architecture - Veloso, Carbonell, Perez, Borrajo.. (1995)
41 citations A Minimum Description Length Framework for Unsupervised Learning - Zemel (1993)
41 citations Tracking the Best Expert - Herbster, Warmuth (1998)
41 citations Adaptive Web Sites: an AI Challenge - Perkowitz (1997)
41 citations Data Mining - The Search for Knowledge in Databases - Holsheimer, Siebes (1991)
41 citations Theory and Applications of Agnostic PAC-learning with Small Decision.. - Auer (1995)
40 citations New Algorithms for Fast Discovery of Association Rules - Zaki, Parthasarathy, Ogihara, Li (1997)
40 citations Tail Bounds for Occupancy and the Satisfiability Threshold Conjecture - Kamath, Motwani, Palem, Spirakis (1995)
40 citations Cost-Sensitive Classification: Empirical Evaluation of a Hybrid.. - Turney (1995)
40 citations An Experimental and Theoretical Comparison of Model Selection Methods - Kearns, Mansour, Ng, Ron (1995)
39 citations Using experience in learning and problem solving - Koton (1989)
39 citations Convergence results for the EM approach to mixtures of experts.. - Jordan, Xu (1993)
39 citations Tight Performance Bounds on Greedy Policies Based on Imperfect Value.. - Williams (1993)
38 citations Knowledge Discovery and Data Mining: Towards a Unifying Framework - Fayyad, Piatetsky-Shapiro, Smyth (1996)
38 citations Soccer Server: a tool for research on multi-agent systems - Noda, Matsubara, Hiraki, Frank (1997)
38 citations Niching Methods for Genetic Algorithms - Mahfoud (1995)
37 citations Maintenance of Discovered Association Rules in Large Databases: An.. - Cheung, Han, Ng, Wong (1996)
36 citations Addressing the Selective Superiority Problem: Automatic.. - Brodley (1993)
36 citations Learning Simple Concepts Under Simple Distributions - Li (1991)
36 citations Purposive Behavior Acquisition on a Real Robot by a Vision-Based.. - Asada, Noda, Tawaratsumida, Hosoda (1994)
36 citations PAC-Learnability of Determinate Logic Programs - Dzeroski, Muggleton, Russell (1992)
36 citations Integrating Classification and Association Rule Mining - Liu (1998)
35 citations Learning to Classify Text from Labeled and Unlabeled Documents - Nigam (1998)
35 citations An Adaptive Web Page Recommendation Service - Balabanovic (1997)
35 citations Forming Concepts for Fast Inference - Kautz, Selman (1992)
35 citations A Dynamic Disk Spin-Down Technique for Mobile Computing - Helmbold, Long, Sherrod (1996)
34 citations Induction of First-Order Decision Lists: Results on Learning the Past .. - Mooney (1995)
34 citations Decision Tree Induction Based on Efficient Tree Restructuring - Paul Utgoff (1996)
34 citations A Generalized Hidden Markov Model for the Recognition of Human Genes.. - Kulp, Haussler, Reese, Eeckman (1996)
34 citations Data Mining using MLC++ - A Machine Learning Library in C++ - Kohavi, Sommerfield, Dougherty (1997)
33 citations Fast Sequential and Parallel Algorithms for Association Rule Mining.. - Mueller (1995)
33 citations A Cooperative Coevolutionary Approach to Function Optimization - Potter, De Jong (1994)
33 citations Building Classifiers using Bayesian Networks - Friedman (1996)
32 citations Strategy Learning with Multilayer Connectionist Representations - Anderson (1987)
32 citations Surface Approximation and Geometric Partitions - Agarwal, Suri (1994)
32 citations Integrated Support For Data Archaeology - Brachman (1993)
32 citations A Perspective on Databases and Data Mining - Holsheimer, Kersten, Mannila.. (1995)
32 citations Rigorous Learning Curve Bounds from Statistical Mechanics - Haussler (1996)
32 citations Map Learning and High-Speed Navigation in RHINO - Thrun, Bcken, Burgard, Fox.. (1998)
32 citations Instance-Based Utile Distinctions for Reinforcement Learning with.. - Andrew Mccallum (1995)
32 citations An Experimental Comparison of the Nearest-Neighbor and.. - Wettschereck, Dietterich (1995)
32 citations Lamarckian Learning in Multi-agent Environments - Grefenstette (1991)
32 citations Learning at the Knowledge Level - Dietterich (1986)
31 citations Compiling Prior Knowledge Into an Explicit Bias - Cohen (1992)
31 citations On Comparing Classifiers: Pitfalls to Avoid and a Recommended Approach - Salzberg (1997)
31 citations Boosting and Rocchio Applied to Text Filtering - Schapire, Singer, Singhal (1998)
31 citations Reusing Proofs - Kolbe, Walther (1994)
30 citations DBMiner: A System for Mining Knowledge in Large Relational Databases - Han (1996)
30 citations Genetic Algorithms and Artificial Life - Mitchell, Forrest (1993)
30 citations Evolving Mobile Robots in Simulated and Real Environments - Miglino, Lund, Nolfi (1996)
30 citations JAM: Java Agents for Meta-Learning over Distributed Databases - Stolfo, Prodromidis, Tselepis, Lee.. (1997)
30 citations Algorithms for Mining Distance-Based Outliers in Large Datasets - Knorr, Ng (1998)
29 citations Bag of words and word psitions - Cohen (1995)