Artificial Intelligence

• ACM SIGARR (Special Interest Group on Artificial Intelligence)
  • AI Web Resources Directory
• Artificial Intelligence Resources
• Artificial Intelligence Resources
• Artificial Intelligence Resources on the Web

Machine Learning

• Machine Learning Bibliographies
  • Feature Selection Bibliography
• Search engine for online Machine Learning papers
• Machine Learning Research Software - Common Lisp files for various inductive classification algorithms.
• Machine Learning Resources
• MLnet Machine Learning Archive at GMD
• MLnet Machine Learning Archive at GMD (ftp)
• Online Machine Learning Resources
• Feature Selection for Knowledge Discovery and Data Mining (Huan Liu and Hiroshi Motoda)

Statistics

• Lucent Technologies: Statstics and Data Mining Research Department
  • Technical Reports From Statistics Research
• "Probability Theory: The Logic of Science" by E. T. Jaynes
• "Probability Theory: The Logic of Science" by E. T. Jaynes (ftp site)
• StatSoft
  • Electronic Statistics Textbook for terms and general statistical concepts
• Scientific/Mathematical Software
• Probability Theory As Extended Logic
• Statistics and Statistical Graphics Resources
• Stat/Math Resources on the WorldWideWeb
• A Guide to the Web for Statisticians
• Statistics and Mathematics
• Statistics on the Web
• Kovach Computing Services Software - Statistical Packages.
• Resources for Data Analysis
• StatLib (Carnegie Mellon University Statistics Department) - A system for distributing statistical software, datasets, and information.
• Bayesian Model-Based Learning Group (NASA)
• StatCodes - On-line statistical software for astronomy and related fields
• Mixture Modelling page

Clustering

• Classification Society of North America (CSNA)
• On-Line Software for Clustering and Multivariate Analysis
• Online Software for Clustering
• Bow: A Toolkit for Statistical Language Modeling, Text Retrieval, Classification and Clustering
• Decision-directed learning (the K-means algorithms)

Data Compression

• Data Compression Benchmark Suite
• Programs in the book "Introduction to Data Compression" by Khalid Sayood
• Lossless Data Compression toolkit 1.1
• AIPNL data compression pages
• Algorithms in the Real World: Compression
• Data Compression Links
• Data Compression Page
• Compression Pointers
• Compression Pointers
• Another Pointers
• Data Compression and Encryption Algorithms
• Data Compression Techniques
• Mitsuharu ARIMURA's Bookmarks on Source Coding/Data Compression
• Bibliography on Source Coding/Data Compression
• The Canterbury Corpus
• Charles Bloom's Page
• Charles Bloom's Page (mirror)
• Bill Teahan's Page
• Pattern matching and text compression algorithms
• Text data compression algorithms

Matrix

• Freely Available Software for Linear Algebra on the Web
• SVDPACK ( Japan site) - four numerical methods for computing the singular value decomposition (SVD) of large sparse matrices.
• CLAPACK (f2c'ed version of LAPACK)
• Lapack++
• Sparselib++
• Yousef Saad - software - SPARSKIT and PSPARSLIB
• Matrix Market
• SDDPACK: Software for the Semidiscrete Decomposition
• JAMPACK: A Java Package for Matrix Computations

Independent Component Analysis

• An ICA page - papers, code, demos, links
• ICA-CNL
• Paris' Independent Component Analysis & Blind Source Separation page
• ICA Central
• RICA (robust independent component analysis)
• ICA program (by Sigurd Enghoff)
• ICA program (by Peter Stepien)
• Contextual ICA program
• Allan Barros's ICA page
• Independent Component Analysis research group at the Helsinki University of Technology
• ICA: Persons and Institutes
• Independent Component Analysis (in Japanese)

Wavelet

• Rice DSP Software
• Uvi_Wave Wavelet Toolbox Home Page
• Wavelet Resources
• List of wavelet researchers
• Blue Devil's Wavelets
• Wavelet Digest Home Page
• A brief guide to wavelet sources
• The Digital Web Site of Amara Grasp
• Dave Donoho's Page
• Wavelets: Internet Sources
• Wavelet Software and Sources
• Papers on Wavelets from Mac A. Cody
• Tom's Wavelet Packet Home Page
• XWPL, the X Wavelet Packet Laboratory
• Numerical Recipes Wavelets Software
• Feature Extraction Using Wavelets
• International Workshop on Wavelets and Statistics
• Stephane Mallat's software

Support Vector Machines

• Kernel Machines Web Site
• SVM Application List

Misc.

• MATLAB Educational Sites
• mathtools.net
• Mathematical Software archives in the North America
• Numerical C programs on the net
• Numerical Recipes Home Page
• Free C/C++ Sources for Numerical Computation
• Pattern Recognition on the Web
• Pattern Matching Pointers
• Sequence Pattern Discovery
• KDNuggets Directory: Data Mining and Knowledge Discovery Resources
• Data Mining People & Papers
• Minimum Message Length Encoding (MML)
• Optimization Software
• X List of Interesting Optimization Codes in Public Domain
• Entropy on the World Wide Web
• Entropy-Related Software
• Maximum Entropy Online Resources
• Working Papers on Generalized Maximum Entropy
• anonymous ftp for tree-making programs (by Naruya Saitou)
• Prediction of Individual Sequences
• Source Code for Data Structures and Algorithm Analysis in C (Second Edition)
• Summary of Computational Science Program, Computer Science Department, University of Tennessee
• Bayesian Network Editor
• Links about dimensionality reduction
• Multidimensional Scaling
• MDS(X) - MultiDimensional Scaling
• Multidimensional Analysis
• Psychology 230: Multidimensional Scaling
• Projection Pursuit
• Projection Pursuit
• Dimensionality Reduction of Non-Linear Manifolds
• Psycholinguistics & Computational Cognition Lab, University of California
  • High-Dimensional Space Page
• Locally Linear Embedding
• Latent Class Analysis
• Nearest Neighbors Bibliography
• Useful Links for Neural Networks, Neuroscience and Relevant Mathematics
• SAL (Scientific Applications on Linux)
• UTV Tools
• Bayes Net Toolbox
• Resources related to content analysis and text analysis
• Unsupervised Document Set Exploration Using Divisive Partitioning
• Data Access Methods and Data Mining
• Lude's Paper Repository
• Apraxia Kids Web Site - provides the most comprehensive information available on the Internet about childhood apraxia of speech and related issues.