OTHER WEB SITE LINKS
[TOOLS   JOURNALS]
Legends:
 

B - Bibliographies ; D - Data sets ; I - Information on events or conferences ; L - Links to KDD sites ; N - Newsletters or mailing List ; S - Software or programs ; P - Papers ;

 

Name	Site and Contact	Resource
The KD Mine	http://www.kdnuggets.com/index.html   G. Piatetsky-Shapiro gps@kdnuggets.com	_DILNSP

 

A recommended site for comprehensive information in KDD. Contains links to E-newsletter, software, data sets, publications and other related site

 

The Data Mine

http://www.cs.bham.ac.uk/~anp/TheDataMine.html    A. Parke anp@cs.bham.ac.uk

B_IL_SP

 

A major server of KDD and OLAP information. Provide a repository to papers, bibliographies and links to conferences, software and web sites.

 

UCI ML Site

http://www.ics.uci.edu/ ~mlearn/   UC Irvine jmuramat@ics.uci.edu

B_IL_SP

 

A comprehensive ML site. Popular for its large repository of standard DATA SETS and ML programs for experimental evaluations.

 

MLnet ML Archive  at GMD

http://www.gmd.de/ml-archive  ML Group of GMD ml-archive@gmd.de

BDIL_SP

 

It offers a wide collections of ML information, data sets, programs and links to other ML resources.

 

CMU A.I. Repository

http://www.cs.cmu.edu/Groups/AI/html/repository.html   ftp://ftp.cs.cmu.edu/user/ai/   CMU AI.Repository@cs.cmu.edu

B_IL_SP

 

Established to collect ,les, pgms &; publications of interest to A.I. researchers, educators, students and practitioners. Web sites links to LISP, PROLOG & SCHEME.

 

Machine Learning  Online

http://mlis.www.wkap.nl/mach/ml_links.htm    J. Schlimmer Schlimme@eecs.wsu.edu

BDILNSP

 

A comprehensive links to ML resources over the WWW. The links are sorted into various categories, like software, bibliographies, data sets, conferences & people, etc.

 

a. ML Folks  b. David Aha's ML & CBR resources

http://www.aic.nrl.navy.mil/~aha/people.html   http://www.aic.nrl.navy.mil/~aha/research/machine-learning.html http://www.aic.nrl.navy.mil/~aha/research/case-based-reasoning.html  D. Aha aha@aic.nrl.navy.mil

BILNSP

 

a. The Navy Center for Applied Research in  A.I. (NCARAI).   b. Aha's page provide information, programs, papers, bibliographies, and researchers in different areas of ML and CBR.

 

Society for A.I. and Statistics

http://www.vuse.vanderbilt.edu/~dfisher/ai-stats/society.html   D. Fisher dfisher@vuse.vanderbilt.edu

B_ILN_P

 

A list of links to other A.I. and Statistics related sites. Also contains publications & researches to topics in A.I. and statistics. Include the AI-Stats E-mailing list.

 

WWW Virtual Library on  Statistics

http://www.stat.ufl.edu/vlib/statistics.html                                 Mike Conlon mconlon@stat.ufl.edu

BDILNSP

 

An up-to-date online resource to statistical software, data sets and links, etc.

 

PC Webopaedia DM Page

http://www.pcwebopedia.com/data_mining.htm   Sandy Bay Software, Inc. webmaster@sandybay.com

__IL___

 

Provide definitions and contains news, articles and links to useful sites in Data Mining applications.

 

Evaluation of Intelligent Systems

http://eksl-www.cs.umass.edu/eis/                         D. Jensen jensen@cs.umass.edu

_DILN__

 

An online resource that provides -one stop shopping for managers, system builders, researchers, and users who wish to study the empirical behavior of information systems.

 

Publications of the A.I. Research  Group Iowa State

http://www.cs.iastate.edu/~honavar/publist.html   V. Honavar honavar@cs.iastate.edu

______P

 

An archive of publications for researches in A.I.

 

Univ. of Portsmouth  ML Archive

http://www.sis.port.ac.uk/ml-algs/  S. Thompson sgt@sis.port.ac.uk

_D__S_

 

Various LISP interfaced programs of popular ML algorithms, like AQ, Cobweb, CN2, FOIL, ID3, c4.5, knn, etc., and data sets in LISP format.

 

OFAI's Online ML Resources

http://www.ai.univie.ac.at/oefai/ml/ml-resources.html   G. Widmer gerhard@ai.univie.ac.at

_DILNSP

 

Site's Name Site and Contact Resource A comprehensive links to ML resources, like journals, papers, software, ..., etc. over the WWW.

 

IBM Almaden Research Center -  Quest DM project

http://www.almaden.ibm.com/cs/quest/index.html   P. Greissl greissl@vnet.ibm.com

_D___SP

 

Research in DM related to IBM Intelligent Miner. Also contains Synthetic Data Generation Codes for Associations, Sequential Patterns and Classification.

 

The WWW  Virtual Library  page on A.I.

http://www.cs.reading.ac.uk/people/dwc/ai.html   J. Bowen J.P.Bowen@reading.ac.uk

_DILNSP

 

An online resource to A.I. programs, software, data sets, bibliographies, links,  ...., etc., in the WWW.

 

ML group of LIACC

http://www.ncc.up.pt/liacc/ML/   P.Brazdil & J.Gama statlog-adm@ncc.up.pt

_D_L_SP

 

Research on evaluation &; characterization of learning systems using various ML methods. StatLog project - A comparative studies of different ML, neural and statistical classification algorithms. Contains about 20 different algorithms and data sets.

 

KDD at GTE

http://info.gte.com/~kdd/kdd-at-gte.html   GTE Laboratory absweb@gte.com

_____S_

 

It contains predictive modeling techniques using a multi-strategy approach, combining techniques such as neural networks, decision trees, clustering & nearest neighbor classifiers. Tools include KEFIR, CHAMPS.

 

 ELECTRONIC NEWSLETTERS, PAGES AND JOURNALS
[TOOLS    OTHERS]
 

E-Newsletter	Site and Moderator	Frequency
Knowledge Discovery Nuggets	http://www.kdnuggets.com/subscribe.html   G. Piatetsky-Shapiro gps@kdnuggets.com	Weekly

 

An mailing list focusing on Data Mining and KDD research & applications.

 

Machine Learning List

http://www.ics.uci.edu/~mlearn/MLList.html  M Pazzani (UCI) ml@ics.uci.edu

Monthly

 

A mailing list focusing on the scientific study of Machine Learning.

 

AI and Statistics  Mailing List

http://www.vuse.vanderbilt.edu/~dfisher/ai-stats/mailing-list.html D. Fisher ai-stats@watstat.uwaterloo.ca

Monthly

 

A mailing list providing information on AI and Statistics

 

DBWorld

http://www.informatik.uni-trier.de/~ley/db/dbworld.html  R. Ramakrishnan dbworld@cs.wisc.edu

Weekly

 

A mailing list providing messages of general interest to the Database community

 

Journal of Intelligent  Data Analysis

http://www.elsevier.com/locate/ida   A. Family Elsevier Science Inc. editor@ida-ij.com

Quarterly

 

An E-Journal to examine issues related to the research & appls of AI techniques in data analysis.

 

Journal of AI Research

http://www.jair.org/  Michael Wellman wellman@umich.edu

Half Yearly

 

The journal includes research articles, technical notes, survey & expository in A.I.

 

Journal on Data  Mining & Knowledge Discovery

http://www.research.microsoft.com   Usama Fayyad fayyad@microsoft.com

Quarterly

 

The journal consolidate papers in both the research & practice of KDD, surveys of imp techniques & appl papers.

 

Kuwer Machine  Learning Journal

http://mlis.www.wkap.nl/   Thomas G. Dietterich Services@wkap.nl

Quarterly

 

A Journal on researches in robotics, computer & info sci, AI, Machine Learning, expert syst & cognitive science.

 

IEEE Trans KDE: SI  Data Mining

http://www.computer.org:80/tkde/   Farokh B. Bastani fbastani@uh.edu

Bi-Quarterly

 

An archival journal on the advances in Knowledge and Data Engineering

 

IEEE Data  Engineering Bulletin

http://www.research.microsoft.com/research/db/debull/   David Lomet lomet@microsoft.com

Quarterly

 

An Ebullition focusing on the design, implementation, model'g, theory and application of DB systems & their technology.

 

SOME PUBLICLY AVAILABLE TOOLS
[OTHERS    JOURNALS]

 

Site Name	Site and Contact	Category
MLC++	http://www.sgi.com/Technology/mlc/source.html  R. Kohavi mlc@postofc.corp.sgi.com	MPS - {Cls, Cst, Vis, Dev} & Pre - {Fs, Fd}.

 

A public ML Library in C++ (main engine behind MineSet). Various inducers and pre-processing wrappers are available.

 

MOBAL

http://nathan.gmd.de/projects/ml/mobal/mobal.html   ML Group GMD mobal@gmd.de

MPS & ILP Learning, Knowledge Acquisition

 

An enhanced public version of the GMD ML and knowledge acquisition system for 1st-order KBS development. Uses multi-strategy ML methods for automated knowledge acquisition.

 

TOOLDIAG

http://www.inf.ufes.br/~thomas/www/home/tooldiag.html   T. Rauber thomas@inf.ufes.br

MPS {Cls}

 

A set of public tools (in C) for statistical pattern recognition of multivariate numerical data for classification

 

DBMiner

http://db.cs.sfu.ca/DBMiner   H. Jiawei han@cs.sfu.ca

MPS {Cls, Asc, Sum, Vis}

 

An interactive mining tool for multiple level knowledge in DB.

 

Emerald

http://aic.gmu.edu/kiconemerald.html   A.I. Center, George Mason Univ. jwnek@aic.gmu.edu

MPS {Cls, Cst, Sum}

 

A research system of 5 different ML programs: AQ, INDUCE, CLUSTER, SPARC & INDUCE.

 

Kepler

http://nathan.gmd.de/projects/ml/kepler-englisch.html   S. Wrobal stefan.wrobel@gmd.de

MPS {Cst, Cls - Dt, Nn}

 

A multi paradigm, multi-purpose DM research system, extensible through a "plug-in" interface. It is builds on prev work on systems such as Mobal and Explora

 

Weka (2.2)

http://www.cs.waikato.ac.nz/~ml   ML Gp at Waikato wekasupport@cs.waikato.ac.nz

MPS {Cls, Sum}

 

A software workbench which integrates many different ML tools within a common framework and a uniform GUI.

 

Sipina-W

http://eric.univ-lyon2.fr/~ricco/sipina.html   ftp://hp-eric.univ-lyon2.fr/pub/sipina   D. Zighed zighed@diogene.univ-lyon2.fr

Cls - Dt

 

It includes an ANALYSIS Module consisting of CART (Two-ing Rule, Gini index), Elisee (Chi-2), Quinlan's ID3 and C4.5, ChAID and SIPINA; and 2 new methods - QR MDL (MDL principle) and WDTaiqm (Bayesian).

 

OC1

http://www.cs.jhu.edu/~salzberg/announce-oc1.html   ftp://ftp.cs.jhu.edu/pub/oc1   S. Salzberg salzberg@cs.jhu.edu

Cls - Dt

 

"Oblique Classifier 1" is a Dt induction system designed for applications where the instances have continuous feature values.

 

C4.5

ftp://ftp.cs.su.oz.au/pub/ml/   http://www.rulequest.com/   J.R. Quinlan quinlan@rulequest.com

Cls - Dt

 

The classical decision tree induction tool. Latest patches include a module for converting a decision tree to a set of rules. A commercial upgraded version for Windows environment is also available.

 

FOIL

ftp://ftp.cs.su.oz.au/pub/   J. Quinlan quinlan@rulequest.com

Cls - Rd

 

FOIL reads extensional specifications of a set of relational data and produces Horn clause defi nitions (relationship).

 

NEuroNet

http://www.neuronet.ph.kcl.ac.uk/neuronet/software/software.html   C. Hinton neuronet@kcl.ac.uk

Cl - Nn

 

An on-line repository of information and available software on neural networks.

 

AutoClass C AutoClass III

http://ic-www.arc.nasa.gov/ic/projects/bayes-group/group/autoclass  /autoclass-cprogram.html   W. Taylor taylor@ptolemy.arc.nasa.gov

Cls, Cst

 

Site's Name Site and Contact Category Auto Class is an unsupervised Bayesian classification system that seeks a maximum posterior probability classification.

 

Iris (Descartes)

http://allanon.gmd.de/and/and.html  G. L. Andrienko gennady@nathan.gmd.de

Vis

 

Iris is a research prototyping tool supporting the automated visualization and interactive manipulation of spatially (map) referenced data. It is marketed as Descartes.

 

TiMBL

http://ilk.kub.nl/software.html   ILK Research Group Timbl@kub.nl

Cls - Dt, Rd

 

An implementation of several memory based learning techniques for discrete data. A representation of the training set is explicitly stored in memory, and new cases are classified by extrapolation from the most similar stored cases.

 

SNNS

ftp://ftp.informatik.uni-stuttgart.de/pub/SNNS/   http://www.lans.ece.utexas.edu/winsnns.html   A. Zell zell@informatik.uni-stuttgart.de

Cls - Nn, Cst, Vis

 

A simulation environment for research on and applications of neural networks.