原文地址:http://m.sciencemag.org/site/feature/data/compsci/machine_learning.xhtml
本来想合并到从前的一个机器学习资源汇总的帖子里面,不过这个链接的确汇总了“大量”资源,单开一个帖子,转载。
David Aha's list of machine learning resources.
Home pages of (hundreds of) ML researchers (maintained by David W. Aha).
University of California-Irvine (UCI) Machine Learning Page.
University of Illinois / Urbana (UIUC) AI / ML Page.
ML Mailing List Archive (moderated by M.Pazzani).
ILPnet, the Inductive Logic Programming Pan-European Scientific Network.
ILPnet2, Network of Excellence on Inductive Logic Programming (continuation of ILPnet)
Information and links concerning "recursive partitioning" type learning algorithms
Programme "Learning in Humans and Machines" (European Science Foundation)
ACL Special Interest Group on Natural Language Learning
International Grammatical Inference Community Homepage (Mirror)
`Programming by Example' Homepage (MIT Media Lab)
UC Irvine Repository of ML Programs (FTP)
C4.5 latest release - patches (Ross Quinlan)
AutoClass - Information and Source Code
MSBN --- The Microsoft Bayesian Networks Modeling Tool
MLC++ Machine Learning Library in C++ (R. Kohavi, Stanford Univ.)
SGI MLC++ 2.0 for / from Silicon Graphics
WEKA Machine Learning workbench (Univ. of Waikato, NZ)
TMiner (Java), by F. Berzal and J. Cubero, University of Granada
TiMBL 1.0 (Tilburg Memory Based Learner), Tilburg University, The Netherlands
LIBSVM (support vector machines library for classification), by C.Chang and C.Lin
SVM Light (Support Vector Machine), T.Joachims
SNoW Learning Architecture 2.0 (Univ. of Illinois at Urbana/Champaign)
SUBDUE Substructure Discovery System (University of Texas at Arlington)
CBA (Classification Based on Associations), National University of Singapore
DB2 UDB and Intelligent Miner for educational or research purposes (IBM)
ROC Convex Hull program for comparing classifiers (T. Fawcett & F. Provost)
BKD (Bayesian Knowledge Discoverer) -- Induction of Bayesian Belief Networks
BAYDA (Bayesian Discriminant Analysis) (Univ. of Helsinki)
MCLUST / EMCLUST (Model-based Clustering Software)
MLT - Machine Learning Toolbox (Esprit Project)
Peter Clark's ML Software (UTexas)
Belief Network Power Constructor (Windows NT)
Imperial College Prolog 1000 Database
UC Irvine Machine Learning Repository
(HTML,
FTP)
UC Irvine Knowledge Discovery in Databases (KDD) Archive
DELVE (Data for Evaluating Learning in Valid Experiments) - Univ. of Toronto
Proben1 --- A Set of Neural Network Benchmark Problems (Size: ~2Mb !!)
Proben1 --- Description (Tech Report)
EconData - Economic Time Series Data (Univ. of Maryland)
National Space Science Data Center (NSSDC) - Info about many NASA data sets
FEDSTATS (links to > 70 statistical agencies in the U.S.)
Extensive US Census Data (Ron Kohavi / SGI):
File 1 (12.5 MB),
File 2 (10 MB)
RISE -- Repository of Information Sources Used in Information Extraction Tasks (USC/ISI)
KDD-Cup-98 (large dataset + results of competition)
ML Papers in PostScript format (UC Berkeley)
Meta-List of Machine Learning Bibliographies (D.Aha/P.Turney)
Bibliography on context-sensitive learning (P.Turney, NRC, Ottawa)
Bibliography on automated text categorisation (F.Sebastiani, Univ. of Pisa)
Information Server of the MLNetII Training Committee (taxonomy + examples of ML concepts)
Glossary of Data Mining Terms (by Two Crows)
ILPnet, the Inductive Logic Programming Pan-European Scientific Network
ILPnet2, Network of Excellence on Inductive Logic Programming (continuation of ILPnet)
ESPRIT Project BRA 6020 (ILP) home page - Kath. Univ. Leuven
ILP programs (GOLEM,...), datasets, etc. (from Esprit ILP project and ILPNet)
FOIL Sources - latest release (Ross Quinlan)
Computing Lab, Univ. of Oxford, ILP sources
FOCL Macintosh application anduser
manual
UC Irvine Knowledge Discovery in Databases (KDD) Archive
Knowledge Discovery Mine, KDD Nuggets, etc. (G. Piatetsky-Shapiro)
Knowledge Discovery Mine, KDD Nuggets, etc. (NEW - from March 1, 1997)
KDD Page, Vanderbilt University
Search engine for quickly searching database research bibliographies
IJCAI-95 KDD tutorial (U. Fayyad)
Collection of Machine Discovery Terminology
Data Mining and Knowledge Discovery - an International Journal
Intelligent Data Analysis (IDA) - An International Journal
"Information Shootout Project" - description and data sets
Mixture Modelling page (D. Dowe)
ECOBWEB: a public domain clustering tool (Y. Reich)
Reinforcement Learning Archive at GMD
Reinforcement Learning Repository, Michigan State University
CMU's Reinforcement Learning Page
Rich Sutton's Reinforcement Learning Archive
EVONET (European Network of Excellence in Evolutionary Computing)
The Genetic Algorithms Archive
Learning and Soft Computing (Book + Software, V. Kecman, MIT Press, 2001)
The Backpropagator's Online Reading List and Review
Pattern Recognition Page (Delft Univ. of Technology, The Netherlands)
Kovach Computing Services - Statistics Shareware and useful links
GRKPACK software: Fitting Smoothing Spline ANOVA Models for Exponential Families
Software for Bayesian learning for neural networks (R. Neal)
R - A Public Domain Statistics + Graphics Package
COLTBIB (extensive bibliography of COLT literature)
Archive of EuroCOLT Conferences
Intelligent Applications, Ltd. (UK; Data Mining)
KDD Page, IBM Almaden Research Center
Knowledge Discovery One, Inc. (KD1)
RuleQuest Research (J.R.Quinlan)
PARTEK - Data Analysis and Modelling
MIT (Management Intelligenter Technologien) GmbH, Aachen, Germany