Science杂志公布的机器学习资源

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。

General ML Information Sources

David Aha's list of machine learning resources.

Home pages of (hundreds of) ML researchers (maintained by David W. Aha).

GMD Machine Learning Archive.

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)

Machine Learning and Data Mining Software

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)

STATLOG (Esprit Project)

Peter Clark's ML Software (UTexas)

Belief Network Power Constructor (Windows NT)

Imperial College Prolog 1000 Database

ML Benchmarks and other Data Sources

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)

STATLOG (Esprit Project)

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.)

United States Census Bureau

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, Bibliographies, Glossaries

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)

Inductive Logic Programming

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

FOCL Common LISP source code

Data Mining and Knowledge Discovery

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)

The Data Mine (Birmingham)

KDD Projects Home Pages

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

Conceptual Clustering

Mixture Modelling page (D. Dowe)

ECOBWEB: a public domain clustering tool (Y. Reich)

Reinforcement Learning

Reinforcement Learning Archive at GMD

Reinforcement Learning Repository, Michigan State University

CMU's Reinforcement Learning Page

Rich Sutton's Reinforcement Learning Archive

Genetic Algorithms and Evolutionary Computation

EVONET (European Network of Excellence in Evolutionary Computing)

The Genetic Algorithms Archive

Neural Networks, Pattern Recognition, and Statistics

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)

NN Benchmarking Page

R - A Public Domain Statistics + Graphics Package

Computational Learning Theory

COLT Home Page

COLTBIB (extensive bibliography of COLT literature)

Archive of COLT Conferences

Archive of ALT Conferences

Archive of EuroCOLT Conferences

Archive of AII Workshops

Companies

Intelligent Applications, Ltd. (UK; Data Mining)

KDD Page, IBM Almaden Research Center

Silicon Graphics, MLC++ Team

Thinkbank, Inc

Ultragem Data Mining

Knowledge Discovery One, Inc. (KD1)

RuleQuest Research (J.R.Quinlan)

PARTEK - Data Analysis and Modelling

MIT (Management Intelligenter Technologien) GmbH, Aachen, Germany

Megaputer Intelligence

MineSoft Ltd

SPSS Inc

Exclusive Ore Inc. (Data Mining, USA)