Case-Based Reasoning
"Applying Case-Based Reasoning", "Progress in Case-Based Reasoning", AAAI CBR Resources, AI-CBR, Artificial Intelligence and Case-Based Reasoning (, CADET - Case-based Design Tool, Case-based Reasoning website of the IIIA, Case-Based Reasoning: Experiences, Lessons, and F, CBR for Accumulating System Expertise, CBR: Foundational Issues, Methodological Variation
Companies
ANGOSS Software Corporation, Burning Glass Techmologies, Fiske Software, Making decisions based on terabyte database, Multi-EXPERT System Generation., PharmaDM, Predicting Customer Clicks - Artificial Intelligen, Predictive Intelligence LLC, RuleQuest Research Data Mining Tools, Textkernel
Conferences
ACL 1999 Workshop: Unsupervised Learning in Natura, AISTATS 1999, AISTATS 2001, ALT 1999, ALT 2000, ALT 2001, Benelearn 2001, COLT 2000, COLT 2001 and EuroCOLT 2001, CONALD 98
Datasets
AdEater data, BankSearch Dataset, Bilkent University Function Approximation Reposito, Dataset generator, DELVE - Data for Evaluating Learning in Valid Expe, DNA microarray gene expression data, Face recognition dataset, HS3D - Homo Sapiens Splice Sites Dataset, Learning Relational Concepts from Sensor Data of a, National Space Science Data Center
Educational Resources
AIComponents - Association Rules, AIComponents - Decision Trees, Computational Learning Algorithms, Curriculum for the Machine, Machine Learning, Machine Learning for the (CS) Masses, PathLearner
Mailing Lists
Machine Learning List, Machine Learning Mailing List, MLnet Mailing List, Recursive Partitioning Mailing List
Publications
Bibliographies, Books, Journals, Paper Repositories, Intelligent Coordinates and Collective Intelligenc, Kernel Methods for Pattern Analysis - Book, Machine Learning, Machine Learning on Non-Homogeneous, Distributed T
Research Groups
AICML - Alberta Ingenuity Centre for Machine Learn, Alberta Ingenuity Centre for Machine Learning (AIC, Artificial Intelligence Research Laboratory - Iowa, Automated Learning Group - NASA, Bioinformatics and Learning Metrics group - Helsin, Center for Automated Learning and Discovery - CMU, Center for Biological and Computational Learning -, Cognitive Computation Group at UIUC, Cognitive Computation, Harvard University, Columbia University Center for Computational Learn
Software
An AI Learning System, ANNI - Artificial Neural Network Investing, AutoClass, Bayes Net Toolbox for Matlab, Bayes++, Bayesian Essay Test Scoring System (BETSY), C4.5 and FOIL, Classification Toolbox for MATLAB, EM algorithm for Mixture models, Experience-Based Language Acquisition
Andrew Schein's Web Page
Machine learning approaches to data mining focussing on text mining applications
Boosting research
A website on Boosting and related ensemble learning methods. Provided links to papers, upcoming events, datasets, and code.
Computational Learning Theory
A research field devoted to studying the design and analysis of algorithms for making predictions about the future based on past experiences. The emphasis in COLT is on rigorous mathematical analysis. COLT is largely concerned with computational and data efficiency.
David W. Aha: Machine Learning Page
Comprehensive machine learning resources from Applications to Tutorials.
Grammatical Inference
Repository of information on grammatical inference, automata induction, and language acquisition.
Group Method of Data Handling (GMDH)
Review of the GMDH approach for data mining and forecasting, with examples and software
Integrated Optimization - Artificial Intelligence
Site dedicated to research of artificial intelligence algorithms applied to information retrieval, data mining and optimization methods. Includes FAQs and AI resources for math/science teachers and students.
k-means clustering tutorial
Introduction to k-means clustering, a popular data mining and unsupervised learning algorithm. Free code, software, resources and examples are available for download.
Kernel machines
A central information source for the area of Support Vector Machines, Gaussian Process prediction, Mathematical Programming with Kernels, Regularization Networks, Reproducing Kernel Hilbert Spaces, and related methods. Provides links to papers, upcoming events, datasets, code.
Machine Learning at AAAI
Starting point for online machine learning resources. Provided by the American Association for Artificial Intelligence.
Machine learning for user modeling
Resources for researchers and practitioners interested in the use of learning techniques in intelligent, user-adaptive systems.
Machine Learning in Games
How computers can learn to get better at playing games. This site is for artificial intelligence researchers and intrepid game programmers. I describe game programs and their workings; they rely on heuristic search algorithms, neural networks, genetic algorithms, temporal differences, and other methods.
Machine Learning Network Online Information Servic
The MLnet OiS offers software, datasets, information about events, research groups, persons and other interesting stuff related to machine learning, knowledge discovery, case-based reasoning, knowledge acquisition, and data mining.
Mixture Modelling page
Mixture modelling, Clustering, Intrinsic classification, Unsupervised learning and Mixture modeling. Links and bibliography.
Pattern Recognition Information
A hub for Pattern Recognition linking to journals, books, bibliographies, jobs, conferences and news.
Pattern Recognition on The Web
Links to various pattern recognition and machine learning resources
Programming by Example
Programming by example (or by demonstration) is a technique for teaching the computer new behavior by demonstrating actions on concrete examples. The system records user actions and generalizes a program that can be used in new examples.
Proto-Mind Machines
Artificial Neural Network-based natural language conversational agent and intelligent dialogue generator
Reasoning about Computational Resource Allocation
An introduction to "anytime" algorithms. Published in Crossroads, the student magazine of the ACM.
Reinforcement Learning Repository
A centralized resource for researchers of reinforcement learning. Maintained at University of Massachusetts, Amherst.