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Logical rules from data
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Computational intelligence: neural networks and relevant math
Wlodzislaw Duch
Red color
= superpages.
Neural Networks:
Applications

Books

Bibliographies and archives

Commercial NN companies

Conferences  NN and Neuroscience

Lists, journals and general info

NN Societies, Organizations

NN researchers home pages

NN Software

Other neural network topics

SOM
Math & Statistics
:
Course notes

Dynamical systems, complex systems

Guides, reference

Labs, departments

Optimization

People in math/statistics
Software
 Special topics
 Support Vector Machines 
Visualization
Separate pages
AI and Machine Learning

AI in Information Retrieval

Cognitive science

Computational Intelligence

Neuroscience

Software & Databases

Science & Fringes

Comparison of classfication results

Logical rules extracted from data

Neural Networks
Scholarpedia:
neural networks

computational intelligence

artificial intelligence
Neural Networks resources
, created in 2004 
Neural Networks at PNL

Neural Networks and related fields
, IIT (ca) 
Neural Network PCAI Information
, commerical vendors
Peter Geczy links
(jp) 
Sumeet Gupta
long list
NN Warehouse
, books, papers, software, demos ... 
PC Webopaedia
 some NN links
FAQs and books
Backpropagator's FAQ and review
Bayesian methods for neural networks
 FAQ
Neural Network FAQ
, don't start with reading it!
Reinforcement Learning FAQ
Kolmogorov Tutorials
, software and documents on machine perception and machine learning.
Book series
:
Kluver book series
Springer book series in Computer Science
Perspectives in Neural Computing
, Springer
Studies in Fuzzy/Soft Computing
, Springer
Studies in Computational Intelligence
, Springer
An Introduction to Natural Computation
, D. Ballard
Elements of Statistical Learning
(Hasti et al, Stanford)
Handbook of neural/genetic/fuzzy computations
Neural and Adaptive Systems: Fundamentals Through Simulations
, interactive book by Principe, Euliano, and Lefebvre
Semisupervised learning
Spikes  neural code
, MIT book by Rieke et.al
Statistical Pattern Recogniton
book (A. Webb), links to software+data
ANN & Computational Brain Theory Group 
book & article reviews
Support Vector Machines
book, software and links
Learning and soft computing
, Support Vector Machines, Neural Networks and Fuzzy Logic Models, Vojislav Kecman
Machine Learning, Neural and Statistical Classification
, D. Michie, D.J. Spiegelhalter, C.C. Taylor (eds), Statlog project  great book!
Classical book on information retrieval
, C. J. van Rijsbergen
Computational Statistics
, Klotz
Multivariate statistics: concepts, models, and applications
, Web textbook
Statistics for Business, Social Science, or liberal arts
 P.B. Stark (UC Berkley)
Electronic Statistics Textbook
, Statsoft
Generalized Information Measures and Their Applications
Statistics at Square One

Statistics Online Textbooks
Encyclopedia of Statistics in Behavioral Science
Multivariate Statistics: A Practical Guide
Statistics, neural, data mining
, and other software, F. Murthag course
Rules of evidence
, J.H. Levine, T.B. Roos
Global Optimization ebook!
(Janos Pinter)
Mark J. L. Orr
, Radial Basis Function Networks, Software+Papers
Conjoint Probabilistic Subband Modeling
, PhD thesis, Kris Popat 1997
In Polish: books by Ryszard Tadeusiewicz!
Sieci Neuronowe

Sieci Neuronowe dla każdego!
(nowe, 2007) 
Sygnal Mowy

Rozpoznawanie obrazow

Inne materialy dydaktyczne

Ksiazki i programy z AGH
(R. Tadeusiewicz)
Commercial NN companies
AND Corporation
Arkus, PL
, program ORCA, NN/GA
Neurodynamics
Conferences in CI and Neuroscience
Neural Network Conferences (IEEE)
Great list, CI + AI
AI/cogSci/Robotics conferences
Multiday Events for a Large Public: Conferences, Congresses, etc.
Selected Conferences
(Helsinki)
CITE, the Computational InTelligencE
includes events = conferences
AI and Statitics 2003 Proceedings
Brain Inspired Cognitive Systems 2004
Brain Science Institute (BSI), RIKEN
Summer Program
International Conference on Computational Intelligence and Neuroscience
EANN: Engineering Applications of Neural Networks
ESANN: European Symposium On Artificial Neural Networks
, since 1993, with online proceedings!
Euroattractor
EUFIT: The European Congress on Intelligent Techniques and Soft Computing.
International Computer Science Conventions
 soft computing, proceedings
NIPS: Neural Information Processing Systems Conference

NIPS Proceedings 1987now

NIPS Online!
DjVu format 
NIPS workshop on error surfaces
Natural Language Processing and Neural Networks
, papers! 
NLPNN 2001

IJCNN  INNS+IEEE joint conference
Machine Learning Summer School MLSS'05, National ICT Australia, Canberra
(wideo presentaitons)
Online Workshop on Evolutionary Computation
VI Online World Conference on Soft Computing in Industrial Applications
Neuromorphic Engineering Telluride workshop
Lists, journals and general info
CITE  all Computational Intelligence journals
(Elsevier Service)
Neural Networks: Journals
(PNL)
Neural Network, Neural Science and Related Journals
(PNL)
Journal Sources for AI
(U. Mich)
Kluver AI and NN journals
(AI, AI Review, Machine Learning, Data Mining and Knowledge Discovery, Journal of Intelligent Information Systems, Neural Processing Letters, Minds and Machines)
Network: Computation in Neural Systems
World Scientific Journals
Yahoo: AI Journals
Alma
, Web journal on NN and the brain 
Applied Soft Computing
Brains, Minds and Media
Int. J. of Computational Intelligence and Organizations (IJCIO)
Neural Computation

Neural Networks

Transactions on NN
(IEEE TNN) 
Transactions on Autonomous Mental Development
(IEEE)
Network: Computation in Neural Systems

IEEE Journals OnLine

International Journal of Neural Systems

Neurocomputing
(Elsevier Science) 
Neural Computing Surveys

Neural Processing Letters
(papers
for reviewing)
Pattern Analysis & Applications
Proc. of the National Academy of Sciences
Online, USA
NN archives/lists:
Mailing Lists
long list
Neural, ML Reports Announcements
Connectionist Lists Info

Connectionist Lists Archives

Neural archive at FUNet
Personal Home Pages of Computer Scientists
, HPSearch (Trier)
Bibliographies, repositories and paper search engines
Archives, actual repositories of papers
Arnetminer
, research profiles, associations, links ...
eprint archives, arXiv.org
, with many mirrors at country.arXiv.org, for example
jp.arXiv.org
Computing Research Repository (CoRR)
, a part of arXiv.org, includes AI, NN, EC ...
CogPrints archives
, all cognitive science subjects and then some ...
IEEE Bibliographies Online
(IEEE members only)
Neuroprose  Ohio
and a
copy at Funet
, dead since 1998
SELHPC Neural Networks Archive
, dead since 1998
Videolectures.net
Primary biblio/links search engines
Annotated Computer Vision
and
Pattern Recognition, Clustering, Statistics, Grammars, Learning
Collection of Computer Science Bibliographies
, a metacollection, includes
Neural Networks Bibliographies
)
Computer Science Education Reference Desk
Computer Science Web
, CI, Natural Computing journals
Computer Science Bibliography
(Trier) 
a copy in HongKong
CITE, the Computational InTelligencE website
, with bibliographies (Elsevier)
Citeseer research index
(NEC+PSU)
Cora  Computer Science Research Paper Search Engine
IEEE Xplore
, journals and conferences
IEEE Bibliographies
online
ML Search  online papers
Networked Computer Science Technical Reference Library
, NCSTRL
Computer Science Reports
and
bibliographies (mirrors only)
at the
NZ Digital Library, Waitako Univ.
Collection of BibTeX Databases
(Vienna)
HumanComputer Interaction
bibliography
Hypertext Bibliography Project
(MIT);
PH Bibliography search
(image, pattern recognition, ML)
PNL Bibliography collection
Ingentia
, many journals
Scircus
, scientific information
xxx eprint archive
(Los Alamos)
Other lists of bibliographic resources
Nicolaus Copernicus DCM neural collection
Ideal Online Library
 search in AP and other publisher's journals
Biblio Neural Network Query
, OFAI
Neuroscience Web Search
Small archives that I sometimes visit:
Murre Jaap
, amnesia etc.
PDP Group archive (McClelland)
Univ. of Maryland
CS technical reports
UNSW SCSE archive
, Franklin
NN Societies, Organizations, Archives
NN Societies:
APNNA
 Asian Pacific Neural Network Assembly
DARPA
 Defense Advanced Research Projects Agency
ENNS
 European Neural Network Society
IEEE CIS
 Computational Intelligence (former Neural Network) Society 
CIS Newsletter

CIS AMD
 Autonomous Mental Development committee 
INNS
 International Neural Network Society 
INNS Newsletter

INNS conference

Society for Neuroscience
AISB
, Society for the Study of AI and Simulation of Behaviour
National societies
:
Canadian Society for Computational Studies of Intelligence
(CSCSI)
Dutch SNN
, SNN Foundation for Neural Networks 
ARC, French Association for Cognitive Science

Italian NNS
(SIREN) 
Japanese NNS

JCSS,
Japanese Cognitive Science Society 
Polish NNS
(PTSN) 
Swedish NNS
NN Largescale Projects:
Enhanced Learning for Evolutive Neural Architectures
(ELENA)
EEGbased Diagnosis of Neurological and Psychiatric Disorders
(ANNDEE)
Neural Control Projects
(Glasgow)
NeuroCOLT Working Group

Neurocolt archives
Real World Computing Partnership
(jp) 
Stimulation Initiative for European Neural Applications
(SIENA)
NN Special Projects:
ART
ART WWW Site
(Adaptive Resonance Theory,
Stephen Grossberg

Gail Carpenter
 old
ART FAQ
Bioinspired systems
, natural perception/action.
BIOmimetic structures for LOComotion in the Human body
, BIOLOCH
Computational Vision and Active Perception
, COGVISYS
Biomimetic multimodal learning using a mirrorneuronbased robot
, MIRRORBOT
Bioartificial brain
, Neurobit
Biomine web service:
CNN
Parma CNN

CNN Simulator
in Java (ETH) 
CNN at CirLab
, chips, applications, links 
NOEL  Nonlinear Electronics Lab
, Berkeley 
Analogical and Neural Computing Systems Laboratory

ICA, PCA, MCA, NCA and other component analysis methods
Independent Component Analysis
(Helsinki, Oja group) 
Cichocki group
, some demos 
survey of ICA

Medica applications of ICA
(Makeig) 
Salk ICA page
ICA conference proceedings
Morphological Component Analysis (MCA)
(Starck) 
MCA J. Fadil Matlab toolbox

M. Elad superresolution + Matlab software

GRNN
:
from ChemoWeb
, progs. in Matlab 
copy from CICA

Logical rule extraction
, NRC (Australia) group, ftp archive
Signal Compression and Classification Group
(Stanford)
Structure Optimization of Neural Networks
(SONN) research group (van Seelen, Bochum)
Centre for Vision, Speech, and Signal Processing
(Surrey, UK)
EEG
ANNDEE  EEG analysis using NN
EEG data processing with neural networks
Reccurence plots
for EEG and other signals  Jurgen Kurths and others.
EEG lectures  Piotr Durka
Evolutionary NNs
Evolutionary Programming Society
Genetic Algorithms Group Publications List
Genetic Algorithms  Innovation
(D. Goldberg)
Java applets
Java Applets for NNs and Artificial Life
Java Demos (Hassoun)
Neural Java (LAMI)
NN Warehouse demos
Neurofuzzy and hybrid
ERUDIT  Uncertainty Modeling and Fuzzy Technology, EU Project
FUZZLE, Fuzzy Inference
Hybrid Systems Frequently Asked Questions
NEFCLASS, NEFCON and NEFPROX Projects
, neurofuzzy systems
NeuroFuzzy and Soft Computing
CI/NN Research Groups, Labs
Austrian Research Institute for Artificial Intelligence (ÖFAI)
Vienna
Bioinformatics, learning metrics
, Helsinki
Brain Dynamics Research
Group, Melbourne (Wright, Bourke, Aldous, Alexander)
Brain Sciences at Brown University
Brain Science Institute
, RIKEN, Amari 
Cichocki

Laboratory for Dynamics of Emergent Intelligence
, Yamaguchi 
Computational Intelligence Laboratory
, National Center for Scientific Research "DEMOKRITOS", Greece  medical images, greek scripts, new methods
Centre for Neural Networks
 King's College London
Centre for Biodynamics
 Boston University (Jim Collins, Nancy Kopell)
COIL Web
, Computational Intelligence and Learning
Department of Medical Cybernetics and Artificial Intelligence, Vienna
Fraunhofer Institute Echo State Group
, large RNNs 
Herbert Jaeger Echo State Networks

Gatsby Computational Neuroscience unit
, UCL
HELNET  Helsinki Neural Network Group
Hybrid Intelligent Systems (HIS)
Group
ICS  Department of Neural Networks
(Prague)
IDIAP Neural Network Home Page
Image Processing and Neural Networks Laboratory, University of Texas at Arlington
Institut für Theoretische Neurophysik
Intel proactive computing
, including
anticipation
, and
dealing with uncertainty (Bayesian modeling)
International Computer Science Institute
(ICSI)
Image, Speech and Intelligent Systems
(ISIS), Southampton
KAIST, Korean Brain Science Center
, SooYoung Lee
Machine Learning and Perception
(Microsoft,
Chris Bishop
)
Microsoft Research Home
(Hackerman)
MIT Artificial Intelligence Laboratory Home Page
NEC Research Institute  Staff
Neural Information Processing Group
(TU Berlin, Bauer, Scholz, Levitt, Obermayer, Lund, Graepel, Piepenbrock, Ritter, Erwin, Schulten ... )
NASA Intelligent Systems
, autonomous, collaborative, discovery and health systems  far out ...
Neural Modeling Group
(Maryland)
Neural Networks at Pacific Northwest Laboratory
Neural Networks in Holland
Neuroinformatics Group
, datamining, HCI, robotics, vision (Bielefeld)
Neuroinformatics Institute
(Zurich)
Neuroinformatics Institute
(Ulm. G. Palm); demo NAVi (Neuronal Assembly Visualizer)
Neuroinformatics NIH

Neuroinformatics Org
NEuroMod
, Amsterdam (Jaap Murre) their
Human Memory site
NEuroNet Germany

NEuroNet map

Neurophysics Institute
(Bremen) 
Neurophysics Lab HUJ
(Jerusalem) 
Neurophysics UCSD
(Kleinfeld lab) 
NN Research Centre,
Helsinki (
T. Kohonen
)
The Neurosciences Institute
(Edelman, others)
Pattern and Information Processing
Group Papers (Framer, Gordon, Luttrell, Webber etc.)
NTT Information and Communication Systems Labs.
PASCAL  pattern analysis, statistical modelling and computational learning
EU Network
SANS Studies of Artificial Neural Systems
University of Toronto Neural Network Research Group
UTCS Neural Nets Research Group
(Mikkulainen, Discern)
CI experts with interesting papers
AbuMostafa
(Caltech) 
Amari Shunichi
(RIKEN) 
Amit, Fusi, N.A.L.S group
Baxter Jonathan
 Research and Publications 
Bengio Joshua
, deep learning 
Berthold Michael
 RecBF rule extraction 
Bishop Chris
, neural networks 
Boes Siegfried  Papers
(RIKEN) 
BaoLiang Lu

Casey Mike
 recurrent nets 
Cherkassky Vladimir
, 
course "Learning from data"
, 
Chiu David
, NN +kNN 
Chua Leon
, CNN 
Crespin Daniel
 neural, physics papers
Diederich Joachim,
NRC Queensland group
Dietterich Thomas G,
reinforcement, learning, data mining, stat.
Engelbrecht Andries
, NN, CI 
Feng Lin,
control, learning 
Flexer Arthur
, SOM, MDS 
Frasconi Paolo,
structured problems 
Furuhashi Takeshi
, NN and fuzzy
Giles C. Lee
, recurrent networks, inforetrival 
Girolami Mark
, SOM, SVM, density 
Goppert Josef
 SOM 
Grossberg Stephen
OnLine Publications 
Grush Rick
(cognitive science, linguistics)
Hassoun Mohamad H
. (Neural Networks) 
Heckerman David,
Belief networks, Bayes (Microsoft) 
Hinton Geoffrey
, Toronto 
at his Gatsby, London unit
, UCL 
Hochreiter Sepp
, NN, recurrent 
Hopfield John
, Princeton Group  old
Hopfield at Caltech

Hornik Kurt
, NN math. foundation
Ingber Lester
 ASA Code and Reprint Archive, SMNI papers
Ishikawa Masumi
Laboratory, KIT
Kappen H.J
, associative memory, dynamical synapses 
Kasabov Nikola
 Knowledge Engineering and Discovery Lab (KEDRI) 
Kaski Sami,
SOM, data analysis, Helsinki 
Kohlmorgen Jens
, time series, EEG 
Kohonen, Oja
and
Helsinki Group
Korczak J
, NN, genetic, image, remote sensing (ULP Strasbourg) 
Kremer Stefan
, recurrent networks
Kuncheva Ludmila
, fuzzy, classification
Lam C.
thesis, NN in finances 
Lawrence Steve,
NN papers 
Lucas Simon,
NN, Essex Univ.
MacKay David J.C.
, Bayes and other papers 
MacLennan Bruce
, simulacra 
Niranjan Mahesan
, NN, robotics, finances
Orr Mark J.L, NN
Miller, Kenneth D
, cortex, vision, development 
Morris Robin
, bayesian, images 
Muller, KlausRobert
GDH 
Muselli Marco
, Genova; machine learning, constructive learning 
Murtagh F,
astronomy, classfication (Queen's, Belfast),
Recent Papers
Neal Radford
 Bayes stuff
Oja Erkki
, NN, PCA, ICA
Platt John
, NN, SVM, RAN
Reggia, J,
NN, psychiatry 
Roberts Stephen
, neural papers 
Rojas Raul
, Berlin, NN 
Ron Sun
, NN ES symbolic, hybrid systems
Roweis Sam
, Toronto/NYC (died in 2010) 
Schädler Kristina
, distancebased analysis of complex objects 
Schiffmann Wolfram 
Publications 
Schmidhuber Juergen
, NN, recurrent 
Scholkopf Bernhard,
Support Vectors 
Setiono, Rudy
, NN, rule extraction 
Shastri Lokendra
, Shruti, neurosymbolic hybrid 
Shultz Thomas
, infnat learning, knowledge in NN 
Siegelmann Hava
, analog computing, superTuring 
Silver Daniel L.
 CogNova, metalearning 
Tavan Paul

Terman David,
oscilatory networks 
Thrun Sebastian,
learning, applications to robotics
Upal Afzal
, unsupervised classification, comparison of different models
Vijayakumar Sethu
, learning, robotics
Wan Eric.
ICA, speech, autonomous control 
Wah Benjamin W.
NN, AI 
Wahba Grace
SVM, kernel, statistics 
Wahba tech reports

Wang DeLiang

Weigend Andreas
, time series etc 
Wermter Stefan
and
,
NLP, NN 
Wilamowski Bodgan Maciej
, NN, hardware, Wyoming lab 
Wright James
, EEG & brain modeling
Wuensch Andy
, logic networks, discrete dynamics
Xu, Lei,
NN math foundations, CUHK CS
Yao, Xin
, NN + evolutionary algorithms
Zurada J
, NN, learning, Neural Networks Lab
CI experts in Poland:
Neuroscience.pl
Katedra Automatyki AGH

Biocybernetics Laboratory
, AGH 
Ryszard Tadeusiewicz
, director 
his publications

PPT presentation on neurocomputers
(17MB !) 
Bogus Piotr
, AI, NN, images
Duch Wlodzislaw
, NN, ML, rule extraction, neurocognitive informatics
Cichosz Pawel
, ML, reinforcement learning
Kacprzyk Janusz
, Systems Research Institute
Korbicz Jozef
, sterowanie, robotyka 
ICCE Zielona Gora
Kosinski Witold
, fuzzy, regression
Kwasnicka Halina
, evolutionary and ant algorithms
Mandziuk Jacek
, Hopfield models
Mulawka Jan
, AI, ML, NN & DNA computing!
Osowski Stanislaw
, NN & signal processing;
Inst. Elektrotechniki Teoretycznej PW
Surma Jerzy
, AI, CBR, Alife
Tarnowski Wojciech
, robotyka, sterowanie
Courses (in Polish):
Inteligencja obliczeniowa
, W. Duch lectures in PPT format.
Geometria obliczeniowa
, nice applets
Sieci neuronowe
, B. Bartkowski i M. Przydrozny
Budowa i dzialanie mozgu
, A. Brodziak
Applications
Artificial brains, neural hardware
Astroneural data mining for astronomy
Dasher  predictive typing interface
Implicit memory glasses
(DeVaul)
Microarray Data Analysis
Neural Computing Applications Forum
(NCAF)
Neural hardware (EuroNet)
Robotics in Japan
Art
:
Pic Breeder
genetic art
Bioinformatics and bioapplications
Medical applications
AI systems in clinical practice
ANN in Medicine World Map
ANN and Fuzzy in Medical Data Analysis
, Turku
Clinical Information Science Unit
, The University of Leeds.
European medical projects
Dybowski Associates
, UK
Fox lab, Imperial Cancer Research Fund
Industrial use of safetyrelated ANN
, P. J. G. Lisboa.
Inference and advisory system for medical diagnosis
, Nijmegen.
Medical Applications of NN
, University of Vienna.
NHS Direct online
, decision tree advices
NN in urology
, prostate etc.
Open Clinical org
, knowledge management for patient care
The Society for ANN In Medicine And Biology

Face recognition
:
Face Recognition Home Page

Microsoft Face Group

Identix
, FaceIt and other commerical software.
Financial applications
:
Advanced Investment Technologies Center
 NN, chaos in finances
Bankruptcy Prediction Using Artificial Neural Systems
,
Connectionnist Approach to the Forecasting of Time Series
(Denis Bonnet, DeltaNARMA neural networks)
Financial neural networks
(neurofuzzy.com)
Neural Networks & Financial Markets
 mainly SOM for financial analysis
NN to predict finacial markets
, NeuraNet itd
Neural Networks in Capital Markets
(seria konferencji)
Neural Net Trading
Stock market forcast page
Cognitive Processor
 Molly Group Top Of Mind, Internet Knowledge Kiosk, Knowledge Bridge: DSS, data mining;
Neurolotto
, good luck!
Neuromarketing
Case studies of successful NN applications
in Europe (SIENA)
Neurophysiology Applications Group
(Aston)
Neural network applications in medicine
Neuroprothesis
Industrial applications of Neural Networks
(Bob Marks)
Neural Networks in High Energy Physics
, good list of interesting links
NICI Handwriting Recognition Group
Other neural network topics
Competitions, benchmarks
Agnostic vs. Prior Knowledge Competition
, Isabelle Gouyon
Andorid Application Google Competition
, with 10M$ prizes!
BackPropagation Competition
(Joost, Schiffmann)
Benchmarking of learning algorithms
(Lutz Prechelt)
Braincomputer interface IV competition
DELVE  Data for Evaluating Learning in Valid Experiments
NIPS 2000 unlabled data supervised learning competition
 Krzysztof Grabczewski and Rafal Adamczak from DI NCU did quite well !
NIPS 2001 unlabled data supervised learning competition
NIPS 2003, feature selection challenge
 DI NCU collegues, Norbert Jankowski and Krzysztof Grabczewski came third!
Netflix 1 million dollars challenge
10 challenging problems in Data Mining

10 most influential DM algorithms
Comparison of results
Comparison of classfication results

Logical rules extracted from data

2D pattern gallery of machine learning classifiers
Varia
Cortex group home page
Reduced Set Probability Density Estimator
, Parzen windows and Reduce set method, software and paper
Imagination engines
 "creative" neural networks?
Mgix's Neural Network Taming Page
NeuroChat
Neural Computing Group (Aston): NN Software
Neural Connection  SPSS
Online NN courses
(from PNL)
Neural Networks at your Fingertips
, Adeline, Hopfield and other NN models
Rule Extraction From Neural Networks

QUT Machine Learning Research Centre
Steck J.E, quantum dots, neural
Transfer between neural networks
Transfer funcitons in neural networks
 tutorial
Software for neural networks
 separate page
Selforganisation, Kohonen model, SOM, unsupervised models
Kohonen, Oja, Helsinki Group

SOM bibliography

SOM/LVQ page

SOM/LVQ unofficial page

Eudaptics  SOMine
B. Fritzke, Growing SOM

demo GNG (Growing SOM ect)

ReefSOM
, or SOM fish ... 
Mixture modelling
 David Dowe, unsupervised learning 
Mixture modelling & Clustering
(Monash)
ViSOM
, H. Yin 
SOMbased maps:
WEBSOM
 freetext mining 
VizieR astro catalog

astro A&A papers map

Astroph.J papers map

PicSOM
 similarity based image browsing.
Other intelligent search techniques:
Neurogrid

PicSOM
 image search with face recogniton.
Math & Statistics
eMATH Home Page
Mathematics Information Servers  UJ
PennState
American Statistical Association
, and
Journal of the American Statistical Association
Computing Section
Bernoulli Society for Mathematical Statistics and Probability
International Association for Statistical Computing

datasets from IASC

few links to IASC databases
International Federation of Classification Societies
Java Applets for Visualization of Statistical Concepts
Mathematics Preprint Server
Mathematics Web
Mathematica integrals
NIST/SEMATECH eHandbook of Statistical Methods
FAQ: Numerical Analysis & Associated Fields Resource Guide
i
kopia w Niemczech
FAQ: Statistics

SAS Webring FAQs

SIPTA, Society for Imprecise Probability
, belief functions, probability orderings, intervalvalued probabilities, measures of uncertainty, human judgment
Statistics.com
tools, software, data
Statistics and Statistical Graphics Resources
Algorithms:
Stony Brook Algorithm Repository
Dictionary of Algorithms, Data Structures, and Problems
Computer Science Unplugged
(how to teach children algorithms)
Resampling, bootstrap etc
World Scientific and Engineering Society
, conferences in computational intelligence, jobs, positions ...
Sekcja Klasyfikacji i Analizy Danych
Polskiego Towarzystwa Statystycznego
Guides, reference and discussion forums:
Computerbased learning in Statistics
, or CTI statistics
Darren guide
to statistical resources, software
Guide to Statistical Computing Resources
on the Internet
Virtual Libarary: Statistics
and VL
Data Sources Page
The Scientist and Engineer's Guide to Digital Signal Processing
Compressive sampling
Guide to Available Mathematical Software
Genetic Programming Notebook
Genetic Algorithms from PCAI
ENCORE: The hitchhiker's guide to evolutionary computation
Type2 fuzzy logic forum
Kalman Filtering page
Nonlinear filtering
Numerical Recipes
Statistical Reference Datasets
, NIST
Statistical Learning/Pattern Recognition Glossary
, Thomas Minka
Vincent's Statistical links
: reports, journals, data, societies
Journal of Data Intensive Decision Support
Software
for NN, ML, Statistics, Datasets
UCI Machine Learning Repository

FTP entry
Labs & Departments
List of statistics labs around the world
(journals, other info, from Statlib)
Bell Laboratories, Statistics Research
Bell Labs Scientific Computing Interest Group
Bell Labs Sci. Comp., Publications
Data Lab, UCI
(Smyth)
Department of Statistics, Stanford
(Friedman, Efron, Hastie)
Institute for Statistics and Decision Sciences
(Duke Uni)
Department of Statistics, Berkeley
(L. Breiman, M. Jordan)
Multivariate analysis notes
(UoIll, Chicago), Stanley L. Sclove
Seeing statistics
course/book demo
People in math/statistics
Atkeson Chris
 Local regression
Belew Rik,
MDS, Latent Semantic Indexing
Bottou Léon
, Publications, SVM
Bennett Kristin,
optimization, SVM
Bradley Elisabeth,
nonlinear dynamics
Cover Thomas,
pattern recognition (Stanford)
Friedman Jerome 
MARS, ACE, Proj. Pursuit software
Gehrke Johannes 
data mining,
Cornell Data Mining
group
Hastie, Trevor 
statistics, classification
Holyst Janusz,
nonlin dynamics, chaos, applications
E.T. Jaynes
, Bayesian probability perspective 
Probability theory: the logic of science
book 
Kowalik Zbigniew,
EEG/EKG and dynamics
Mangasarian Olvi
, optimization, medical applications
Mathar, R,
MDS and global optimization
Ripley,
Brian  Oxford, statistics
Williams Christopher
, kernel methods, belief networks
Tibshirani Rob
 Statistics, Reports, Software
Zaffalon Marco
 Credal classification, Bayes extensions
W Polsce
(in Poland)
SKAD, Sekcja Klasyfikacji i Analizy Danych
Tow. Statystycznego
Matematyka Stosowana
 pismo PTM
Gatnar Eugeniusz
(AE Katowice)
StatSoft Polska
Sp. z o.o.  STATISTICA
Special topics in math/statisitcs
Automatic Differentiation Tools

Argonne Computational Differentiation

Aachen AD page

Bayesian Analysis:
International Society for Bayesian Analysis
Bayesian Model Averaging
Bayesian Model Selection Papers>
Variational Bayes
(ensemble learning)
Society for Bayesian Analysis (ISBA)
, including journal
Boosting, ensamble learning

JBoost for boosting clasification
, with ADTrees
Combining estimators
, resource page
Factor analysis
, Daniel Rowe
Geometry and statistics
, Amari's differential geometry approach to NN
MDL, Minimum Description Length
Open Bayes
discussion group/email list
Psystems, or membrane computing
Statystyka w medycynie
(statistics in medicine) 
Research Methods Knowledge Base
Classification
:
Classification Society of North America
Ensamble learning bibliography
Foundations of Occam's razor
Linear programming approach
Nofreelunch literature
Bibliography on discriminant analysis
(Keith Price).
Clustering
:
EPCLUST: Clustering, visualization, and analysis

ModelBased Clustering
(Raftery) 
Bibliography on Cluster Analysis
(SAS) 
Modelbased Clustering

Fuzzy Clustering Bibliography

Fuzzy Cluster Analysis
MDS + data clustering
, papers from Bonn (Buhmann & others)
Computer Vision
:
CV online
Annotated Computer Vision Bibliography
(Keith Price).
Data imputation
(missing data):
Amelia overview
, Honaker et al, Harvard 
Norm software for multiple imputation

Joseph L. Schafer
, PSU 
useful FAQ
Decision trees
:
RULEQUEST Research
 decision trees, C5/See 5
Classification and regression trees
: QUEST, CRUISE, GUIDE, LOTUS, with software
MML Bayesian Nets with Decision Trees

MML Decision Trees and Decision Graphs
(D.L. Dowe, Monash)
E
:
Econometrics.Net
Entropy on the World Wide Web
Evaluation / Characterization
of Classification Algorithms (StatLog)
Feature Selection
:
Feature Selection Page
with links to books 
Feature Selection papers
Geometric feature extraction
Entropy estimation bibliography
Best k and k best features
Marginbased feature selection
Classspecific selection
Prototype selection
JMLR Special Issue on Variable and Feature Selection
, 2003
Metody filtrow dla danych finansowych i biomedycznych
, Krystian Maczka, praca mgr (in Polish)
Graphical models, Bayesian belief networks
:
Brief intro
, Kevin Murphy
Conditional random fields
Gaussian Processes for Regression and Classification
Gaussian Processes for Machine Learning
, with Matlab software
Gaussian Processes tutorial and PhD
Gaussian Processes workshop (2005)
HighDimensional Space Page
Information Filtering Resources
Interval Computations
Multidimensional Analysis
Multidimensional Scaling
Information Retrieval
 separate page
Morphological analysis
:
Swedish morphological society

Swiss morphological society

Fritz Zwicky
, astronomer who invented it.
Ordination methods
:
Ordination for ecology
Polyhydreal computations
:
What is Polyhedral Computation FAQ
, Voronoi cells, Delaunay triangulation, polytopes
Probability
:
Probability and Related Areas

Probability Web
Time series and chaos
Transformations of images
:
Curvlets

Waveatom transforms

Wavelets

Rice wavelet toolbox

Morphological Component Analysis

SPARCO: sparse reconstruction algorithms toolbox

Transfer learning
:
TL Spider Toolkit

Many math/science journals
Dynamical systems, complex systems
Center for Complex Systems
, Boca Raton, FL
Center for Complex Systems Research
, UIUC
Center for Complex Systems
, Warsaw
Chaos at Maryland
Chaos Database
Chaotic Dynamical Systems
Chua Sound Music
Complexity Online
Iterons, filtrons, Cellular Automata
Discrete and Continous Dynamical Systems
Measuring and Modelling Complex Networks across Domains
Nichtlineare Dynamik am Institut für Theoretische Physik und Astrophysik
Neural Networks as Cybernetic Systems
, ebook by Holk Cruse (Bielefeld)
Nonlinear Dynamics Bibliography (from Meinz)
Nonlinear Dynamics and Topological Time Series
Analysis Archive
Nonlinear Science Today/Journal of Nonlinear Science
Nonlinear Science Preprint Archive (xyz)
Santa Fe Institute Working Papers
Society for Nonlinear Dynamics, SNDE
 Studies in Nonlinear Dynamics and Econometrics
Stochastic Resonance:
SSCSD
Perugia
,
Symbolic Dynamics Textbook

Symbolic Dynamics, Inc

xxx eprint archive, Sissa
Computers in Physics
 journal
TIPTOP/PAW: Directory for Physics Departments
Optimization
Optimization Technology Center
Global Optimization: Software, Events, Publications, Home Pages
Global (and Local) Optimization
 Global Optimization Survey
 Global Optimization ebook!
(Janos Pinter)
Gupta Hosshin, multisimplex optimization
, Global optimization, multisimplex method
Mathematical Programming in Machine Learning
(Wisconsin)
Monte Carlo Inference
(Raftery papers)
Entropy on the World Wide Web
Reactive Tabu Search
(R. Battiti) 
Tabu Search
(Nicholson)
Differential Evolution
(K. Price, R. Storn) 
Differential Evolution Society
Sequential Monte Carlo Methods Particle Filtering
Software
TuneIT
, Testing Machine Learning & Data Mining Algorithms  Automated Tests, Repeatable Experiments, Meaningful Results.
Kernel and Support Vector Machines
(SVM):
Kernel methods
server
Schölkopf server, Tubingen
Girosi and Poggio SVM papers
Support Vector Machines
book, software and links to kernelbased methods
SVM applications
SVM Online demonstration

SVM Java Applet
Computer simulations
Society for Modeling and Simulation International European Council
PCAI modeling and simulation
Disapearing computer
, EU FET projects
Visualization methods
Chernoff's faces
Java demo 
interactive applet
CyberAtlas

Code Swarm
, dynamical visualization.
Data Visualization & Statistical Graphics
DAVIS Java software
, clusters, parallel coordinates, PCA
Distance Metric Learning
, with software
GE Data visualization
collection
HiTMDS
, or MDS with correlation coefficient, with software
Isomap, some Matlab software
Locally Linear Embedding
Maximum mutual information
feature transformations , K. Torkkola 
Multidimensional Scaling
(Newcastle Uni) 
Multidimensional Scaling
online book by Cox and Cox 
New MDSX
, a resource base for Multidimensional Scaling 
MDS
, multidimensional scaling 
MDS Alscal

HitMDS

MDS from Granular
, with software 
Parallel coordinates
, Alfred Inselberg's page 
more Parallel Coordinates

Java applet

PC and football !

Principal curves
page 
skeletonization algorithm
in Java 
Local principal curves
in R 
Manifold learning
, Mani webpage with Matlab demo 
Bibliography and news
 simple
manifold learning
example 
Table lens
Proximity visualization
, W. Basalaj, interesting thesis
Reccurrence plots
(N. Marwan and others)
VIsual DaTA MINing System
, VITAMINS
Sonification
, or play your data
Scientific sonification
Time Radar Trees
Visual complexity projects
Highdimensional geometry
Manydimensional Geometry

Examples with java applets
(JW Bradley, RW West) 
Highdimensional geometry
(Piotr Indyk) 
Nonlinear Manifolds in Pattern Recognition

Polytopes and optimal packing of p points in ndimensional spheres

Polyhydral computations (Fukuda)

Quick Hull algorithm for convex hull

HighD applets and games!

More nice math applets
, including hypercubes.
Software:
XMDV
, software for interactive visual exploration of multivariate data sets, intersting case studies.
Large graph layout (LGL)
Graphviz graph drawing software
Visumap  Relational Perspective Maps
(free trial) 
More software for visualization
Courses:
Information Visualization and Presentation
, M. Hearst
Statistical learning theory and applications
, T. Poggio
CI lectures
, Andrew Ng, Stanford
Applications:
Atlas of the Cyberspace
Opte  map of the Internet

Course notes
Probabilistic learning
(P. Smyth)
Last modification 2.01.2014, by
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Computational intelligence: neural networks and relevant math
Wlodzislaw DuchRed color = superpages.
AI and Machine Learning  AI in Information Retrieval  Cognitive science  Computational Intelligence  Neuroscience  Software & Databases  Science & Fringes  Comparison of classfication results  Logical rules extracted from data 
Neural Networks
Neural Networks resources, created in 2004  Neural Networks at PNL  Neural Networks and related fields, IIT (ca)  Neural Network PCAI Information, commerical vendors
Peter Geczy links (jp)  Sumeet Gupta long list
NN Warehouse, books, papers, software, demos ...  PC Webopaedia  some NN links
FAQs and booksBackpropagator's FAQ and review
Bayesian methods for neural networks  FAQ
Neural Network FAQ, don't start with reading it!
Reinforcement Learning FAQ
Kolmogorov Tutorials, software and documents on machine perception and machine learning.
Book series:
Kluver book series
Springer book series in Computer Science
Perspectives in Neural Computing, Springer
Studies in Fuzzy/Soft Computing, Springer
Studies in Computational Intelligence, Springer
An Introduction to Natural Computation, D. Ballard
Elements of Statistical Learning (Hasti et al, Stanford)
Handbook of neural/genetic/fuzzy computations
Neural and Adaptive Systems: Fundamentals Through Simulations, interactive book by Principe, Euliano, and Lefebvre
Semisupervised learningSpikes  neural code, MIT book by Rieke et.al
Statistical Pattern Recogniton book (A. Webb), links to software+data
ANN & Computational Brain Theory Group  book & article reviews
Support Vector Machines book, software and links
Learning and soft computing, Support Vector Machines, Neural Networks and Fuzzy Logic Models, Vojislav Kecman
Machine Learning, Neural and Statistical Classification, D. Michie, D.J. Spiegelhalter, C.C. Taylor (eds), Statlog project  great book!
Classical book on information retrieval, C. J. van Rijsbergen
Computational Statistics, Klotz
Multivariate statistics: concepts, models, and applications, Web textbook
Statistics for Business, Social Science, or liberal arts  P.B. Stark (UC Berkley)
Electronic Statistics Textbook, Statsoft
Generalized Information Measures and Their Applications
Statistics at Square One  Statistics Online Textbooks
Encyclopedia of Statistics in Behavioral Science
Multivariate Statistics: A Practical Guide
Statistics, neural, data mining, and other software, F. Murthag course
Rules of evidence, J.H. Levine, T.B. Roos
Global Optimization ebook! (Janos Pinter)
Mark J. L. Orr, Radial Basis Function Networks, Software+Papers
Conjoint Probabilistic Subband Modeling, PhD thesis, Kris Popat 1997
In Polish: books by Ryszard Tadeusiewicz! Sieci Neuronowe  Sieci Neuronowe dla każdego! (nowe, 2007)  Sygnal Mowy  Rozpoznawanie obrazow 
Inne materialy dydaktyczne 
Ksiazki i programy z AGH (R. Tadeusiewicz)
Commercial NN companiesAND Corporation
Arkus, PL, program ORCA, NN/GA
Neurodynamics
Conferences in CI and Neuroscience
Great list, CI + AI
AI/cogSci/Robotics conferences
Multiday Events for a Large Public: Conferences, Congresses, etc.
Selected Conferences (Helsinki)
CITE, the Computational InTelligencE includes events = conferences
AI and Statitics 2003 Proceedings Brain Inspired Cognitive Systems 2004
Brain Science Institute (BSI), RIKEN Summer Program
International Conference on Computational Intelligence and Neuroscience
EANN: Engineering Applications of Neural Networks
ESANN: European Symposium On Artificial Neural Networks, since 1993, with online proceedings!
Euroattractor
EUFIT: The European Congress on Intelligent Techniques and Soft Computing.
International Computer Science Conventions  soft computing, proceedings
NIPS: Neural Information Processing Systems Conference  NIPS Proceedings 1987now  NIPS Online! DjVu format  NIPS workshop on error surfaces
Natural Language Processing and Neural Networks, papers!  NLPNN 2001 
IJCNN  INNS+IEEE joint conference
Machine Learning Summer School MLSS'05, National ICT Australia, Canberra (wideo presentaitons)
Online Workshop on Evolutionary Computation
VI Online World Conference on Soft Computing in Industrial Applications
Neuromorphic Engineering Telluride workshop
Lists, journals and general info
Neural Networks: Journals (PNL)
Neural Network, Neural Science and Related Journals (PNL)
Journal Sources for AI (U. Mich)
Kluver AI and NN journals (AI, AI Review, Machine Learning, Data Mining and Knowledge Discovery, Journal of Intelligent Information Systems, Neural Processing Letters, Minds and Machines)
Network: Computation in Neural Systems
World Scientific Journals
Yahoo: AI Journals
Alma, Web journal on NN and the brain  Applied Soft Computing
Brains, Minds and Media
Int. J. of Computational Intelligence and Organizations (IJCIO)
Neural Computation  Neural Networks  Transactions on NN (IEEE TNN)  Transactions on Autonomous Mental Development (IEEE)
Network: Computation in Neural Systems  IEEE Journals OnLine  International Journal of Neural Systems  Neurocomputing (Elsevier Science)  Neural Computing Surveys  Neural Processing Letters (papers for reviewing)
Pattern Analysis & Applications
Proc. of the National Academy of Sciences Online, USA
NN archives/lists:
Mailing Lists long list
Neural, ML Reports Announcements
Connectionist Lists Info  Connectionist Lists Archives  Neural archive at FUNet
Personal Home Pages of Computer Scientists, HPSearch (Trier)
Bibliographies, repositories and paper search engines
eprint archives, arXiv.org, with many mirrors at country.arXiv.org, for example jp.arXiv.org
Computing Research Repository (CoRR), a part of arXiv.org, includes AI, NN, EC ...
CogPrints archives, all cognitive science subjects and then some ...
IEEE Bibliographies Online (IEEE members only)
Neuroprose  Ohio and a copy at Funet, dead since 1998
SELHPC Neural Networks Archive, dead since 1998
Videolectures.net
Primary biblio/links search engines
Annotated Computer Vision and Pattern Recognition, Clustering, Statistics, Grammars, Learning
Collection of Computer Science Bibliographies, a metacollection, includes Neural Networks Bibliographies)
Computer Science Education Reference Desk
Computer Science Web, CI, Natural Computing journals
Computer Science Bibliography (Trier)  a copy in HongKong
CITE, the Computational InTelligencE website, with bibliographies (Elsevier)
Citeseer research index (NEC+PSU)
Cora  Computer Science Research Paper Search Engine
IEEE Xplore, journals and conferences
IEEE Bibliographies online
ML Search  online papers
Networked Computer Science Technical Reference Library, NCSTRL
Computer Science Reports and bibliographies (mirrors only) at the NZ Digital Library, Waitako Univ.
Collection of BibTeX Databases (Vienna)
HumanComputer Interaction bibliography
Hypertext Bibliography Project (MIT);
PH Bibliography search (image, pattern recognition, ML)
PNL Bibliography collection
Ingentia, many journals
Scircus, scientific information
xxx eprint archive (Los Alamos)
Other lists of bibliographic resources
Nicolaus Copernicus DCM neural collection
Ideal Online Library  search in AP and other publisher's journals
Biblio Neural Network Query, OFAI
Neuroscience Web Search
Small archives that I sometimes visit:
Murre Jaap, amnesia etc.
PDP Group archive (McClelland)
Univ. of Maryland CS technical reports
UNSW SCSE archive, Franklin
NN Societies, Organizations, Archives
APNNA  Asian Pacific Neural Network Assembly
DARPA  Defense Advanced Research Projects Agency
ENNS  European Neural Network Society
IEEE CIS  Computational Intelligence (former Neural Network) Society  CIS Newsletter  CIS AMD  Autonomous Mental Development committee 
INNS  International Neural Network Society  INNS Newsletter  INNS conference 
Society for Neuroscience
AISB, Society for the Study of AI and Simulation of Behaviour
National societies: Canadian Society for Computational Studies of Intelligence (CSCSI)
Dutch SNN, SNN Foundation for Neural Networks  ARC, French Association for Cognitive Science  Italian NNS (SIREN)  Japanese NNS  JCSS, Japanese Cognitive Science Society  Polish NNS (PTSN)  Swedish NNS
NN Largescale Projects:
Enhanced Learning for Evolutive Neural Architectures (ELENA)
EEGbased Diagnosis of Neurological and Psychiatric Disorders (ANNDEE)
Neural Control Projects (Glasgow)
NeuroCOLT Working Group  Neurocolt archives
Real World Computing Partnership (jp)  Stimulation Initiative for European Neural Applications (SIENA)
NN Special Projects:
ART
ART WWW Site (Adaptive Resonance Theory, Stephen Grossberg  Gail Carpenter old ART FAQ
Bioinspired systems, natural perception/action.
BIOmimetic structures for LOComotion in the Human body, BIOLOCH
Computational Vision and Active Perception, COGVISYS
Biomimetic multimodal learning using a mirrorneuronbased robot, MIRRORBOT
Bioartificial brain, Neurobit
Biomine web service:
CNN
Parma CNN  CNN Simulator in Java (ETH)  CNN at CirLab, chips, applications, links  NOEL  Nonlinear Electronics Lab, Berkeley  Analogical and Neural Computing Systems Laboratory 
ICA, PCA, MCA, NCA and other component analysis methods
Independent Component Analysis (Helsinki, Oja group)  Cichocki group, some demos  survey of ICA  Medica applications of ICA (Makeig)  Salk ICA page
ICA conference proceedings
Morphological Component Analysis (MCA) (Starck)  MCA J. Fadil Matlab toolbox  M. Elad superresolution + Matlab software 
GRNN: from ChemoWeb, progs. in Matlab  copy from CICA 
Logical rule extraction, NRC (Australia) group, ftp archive
Signal Compression and Classification Group (Stanford)
Structure Optimization of Neural Networks (SONN) research group (van Seelen, Bochum)
Centre for Vision, Speech, and Signal Processing (Surrey, UK)
EEG
ANNDEE  EEG analysis using NN
EEG data processing with neural networks
Reccurence plots for EEG and other signals  Jurgen Kurths and others.
EEG lectures  Piotr Durka
Evolutionary NNs
Evolutionary Programming Society
Genetic Algorithms Group Publications List
Genetic Algorithms  Innovation (D. Goldberg)
Java applets
Java Applets for NNs and Artificial Life
Java Demos (Hassoun)
Neural Java (LAMI)
NN Warehouse demos
Neurofuzzy and hybrid
ERUDIT  Uncertainty Modeling and Fuzzy Technology, EU Project
FUZZLE, Fuzzy Inference
Hybrid Systems Frequently Asked Questions
NEFCLASS, NEFCON and NEFPROX Projects, neurofuzzy systems
NeuroFuzzy and Soft Computing
CI/NN Research Groups, Labs
Bioinformatics, learning metrics, Helsinki
Brain Dynamics Research Group, Melbourne (Wright, Bourke, Aldous, Alexander)
Brain Sciences at Brown University
Brain Science Institute, RIKEN, Amari  Cichocki  Laboratory for Dynamics of Emergent Intelligence, Yamaguchi 
Computational Intelligence Laboratory, National Center for Scientific Research "DEMOKRITOS", Greece  medical images, greek scripts, new methods
Centre for Neural Networks  King's College London
Centre for Biodynamics  Boston University (Jim Collins, Nancy Kopell)
COIL Web, Computational Intelligence and Learning
Department of Medical Cybernetics and Artificial Intelligence, ViennaFraunhofer Institute Echo State Group, large RNNs  Herbert Jaeger Echo State Networks 
Gatsby Computational Neuroscience unit, UCL
HELNET  Helsinki Neural Network Group
Hybrid Intelligent Systems (HIS) Group
ICS  Department of Neural Networks (Prague)
IDIAP Neural Network Home Page
Image Processing and Neural Networks Laboratory, University of Texas at Arlington
Institut für Theoretische Neurophysik
Intel proactive computing, including anticipation, and dealing with uncertainty (Bayesian modeling)
International Computer Science Institute (ICSI)
Image, Speech and Intelligent Systems (ISIS), Southampton
KAIST, Korean Brain Science Center, SooYoung Lee
Machine Learning and Perception (Microsoft, Chris Bishop)
Microsoft Research Home (Hackerman)
MIT Artificial Intelligence Laboratory Home Page
NEC Research Institute  Staff
Neural Information Processing Group (TU Berlin, Bauer, Scholz, Levitt, Obermayer, Lund, Graepel, Piepenbrock, Ritter, Erwin, Schulten ... )
NASA Intelligent Systems, autonomous, collaborative, discovery and health systems  far out ...
Neural Modeling Group (Maryland)
Neural Networks at Pacific Northwest Laboratory
Neural Networks in Holland
Neuroinformatics Group, datamining, HCI, robotics, vision (Bielefeld)
Neuroinformatics Institute (Zurich)
Neuroinformatics Institute (Ulm. G. Palm); demo NAVi (Neuronal Assembly Visualizer)
Neuroinformatics NIH  Neuroinformatics Org
NEuroMod, Amsterdam (Jaap Murre) their Human Memory site
NEuroNet Germany  NEuroNet map 
Neurophysics Institute (Bremen)  Neurophysics Lab HUJ (Jerusalem)  Neurophysics UCSD (Kleinfeld lab) 
NN Research Centre, Helsinki (T. Kohonen)
The Neurosciences Institute (Edelman, others)
Pattern and Information Processing Group Papers (Framer, Gordon, Luttrell, Webber etc.)
NTT Information and Communication Systems Labs.
PASCAL  pattern analysis, statistical modelling and computational learning EU Network
SANS Studies of Artificial Neural Systems
University of Toronto Neural Network Research Group
UTCS Neural Nets Research Group (Mikkulainen, Discern)
CI experts with interesting papers
Baxter Jonathan  Research and Publications  Bengio Joshua, deep learning  Berthold Michael  RecBF rule extraction  Bishop Chris, neural networks  Boes Siegfried  Papers (RIKEN)  BaoLiang Lu Casey Mike  recurrent nets  Cherkassky Vladimir,  course "Learning from data",  Chiu David, NN +kNN  Chua Leon, CNN  Crespin Daniel  neural, physics papers
Diederich Joachim, NRC Queensland group
Dietterich Thomas G, reinforcement, learning, data mining, stat.
Engelbrecht Andries, NN, CI  Feng Lin, control, learning  Flexer Arthur, SOM, MDS  Frasconi Paolo, structured problems  Furuhashi Takeshi, NN and fuzzy
Giles C. Lee , recurrent networks, inforetrival  Girolami Mark, SOM, SVM, density  Goppert Josef  SOM  Grossberg Stephen OnLine Publications  Grush Rick (cognitive science, linguistics)
Hassoun Mohamad H. (Neural Networks)  Heckerman David, Belief networks, Bayes (Microsoft)  Hinton Geoffrey, Toronto  at his Gatsby, London unit, UCL  Hochreiter Sepp , NN, recurrent  Hopfield John, Princeton Group  old Hopfield at Caltech  Hornik Kurt, NN math. foundation
Ingber Lester  ASA Code and Reprint Archive, SMNI papers
Ishikawa Masumi Laboratory, KIT
Kappen H.J, associative memory, dynamical synapses  Kasabov Nikola Knowledge Engineering and Discovery Lab (KEDRI)  Kaski Sami, SOM, data analysis, Helsinki  Kohlmorgen Jens, time series, EEG  Kohonen, Oja and Helsinki Group
Korczak J, NN, genetic, image, remote sensing (ULP Strasbourg)  Kremer Stefan, recurrent networks
Kuncheva Ludmila, fuzzy, classification
Lam C. thesis, NN in finances  Lawrence Steve, NN papers  Lucas Simon, NN, Essex Univ.
MacKay David J.C., Bayes and other papers  MacLennan Bruce, simulacra  Niranjan Mahesan, NN, robotics, finances
Orr Mark J.L, NN
Miller, Kenneth D, cortex, vision, development  Morris Robin, bayesian, images  Muller, KlausRobert GDH  Muselli Marco, Genova; machine learning, constructive learning  Murtagh F, astronomy, classfication (Queen's, Belfast), Recent Papers
Neal Radford  Bayes stuff
Oja Erkki , NN, PCA, ICA
Platt John, NN, SVM, RAN
Reggia, J, NN, psychiatry  Roberts Stephen, neural papers  Rojas Raul, Berlin, NN  Ron Sun, NN ES symbolic, hybrid systems
Roweis Sam, Toronto/NYC (died in 2010)  Schädler Kristina, distancebased analysis of complex objects  Schiffmann Wolfram  Publications  Schmidhuber Juergen , NN, recurrent  Scholkopf Bernhard, Support Vectors  Setiono, Rudy , NN, rule extraction  Shastri Lokendra, Shruti, neurosymbolic hybrid  Shultz Thomas, infnat learning, knowledge in NN  Siegelmann Hava, analog computing, superTuring  Silver Daniel L.  CogNova, metalearning  Tavan Paul  Terman David, oscilatory networks  Thrun Sebastian, learning, applications to robotics
Upal Afzal, unsupervised classification, comparison of different models
Vijayakumar Sethu, learning, robotics
Wan Eric. ICA, speech, autonomous control  Wah Benjamin W. NN, AI  Wahba Grace SVM, kernel, statistics  Wahba tech reports  Wang DeLiang  Weigend Andreas, time series etc  Wermter Stefan and , NLP, NN  Wilamowski Bodgan Maciej, NN, hardware, Wyoming lab  Wright James, EEG & brain modeling
Wuensch Andy, logic networks, discrete dynamics
Xu, Lei, NN math foundations, CUHK CS
Yao, Xin, NN + evolutionary algorithms
Zurada J, NN, learning, Neural Networks Lab
CI experts in Poland:
Neuroscience.pl
Katedra Automatyki AGH  Biocybernetics Laboratory, AGH  Ryszard Tadeusiewicz, director  his publications  PPT presentation on neurocomputers (17MB !)  Bogus Piotr, AI, NN, images
Duch Wlodzislaw, NN, ML, rule extraction, neurocognitive informatics
Cichosz Pawel, ML, reinforcement learning
Kacprzyk Janusz, Systems Research Institute
Korbicz Jozef, sterowanie, robotyka  ICCE Zielona Gora
Kosinski Witold, fuzzy, regression
Kwasnicka Halina, evolutionary and ant algorithms
Mandziuk Jacek, Hopfield models
Mulawka Jan, AI, ML, NN & DNA computing!
Osowski Stanislaw, NN & signal processing; Inst. Elektrotechniki Teoretycznej PW
Surma Jerzy, AI, CBR, Alife
Tarnowski Wojciech, robotyka, sterowanie
Courses (in Polish):
Inteligencja obliczeniowa, W. Duch lectures in PPT format.
Geometria obliczeniowa, nice applets
Sieci neuronowe, B. Bartkowski i M. Przydrozny
Budowa i dzialanie mozgu, A. Brodziak
Applications
Astroneural data mining for astronomy
Dasher  predictive typing interface
Implicit memory glasses (DeVaul)
Microarray Data Analysis
Neural Computing Applications Forum (NCAF)
Neural hardware (EuroNet)
Robotics in Japan
Art:
Pic Breeder genetic art
Bioinformatics and bioapplications
Medical applications
AI systems in clinical practice
ANN in Medicine World Map
ANN and Fuzzy in Medical Data Analysis, Turku
Clinical Information Science Unit, The University of Leeds.
European medical projects
Dybowski Associates, UK
Fox lab, Imperial Cancer Research Fund
Industrial use of safetyrelated ANN, P. J. G. Lisboa.
Inference and advisory system for medical diagnosis, Nijmegen.
Medical Applications of NN, University of Vienna.
NHS Direct online, decision tree advices
NN in urology, prostate etc.
Open Clinical org, knowledge management for patient care
The Society for ANN In Medicine And Biology 
Face recognition:
Face Recognition Home Page  Microsoft Face Group  Identix, FaceIt and other commerical software.
Financial applications:
Advanced Investment Technologies Center  NN, chaos in finances
Bankruptcy Prediction Using Artificial Neural Systems ,
Connectionnist Approach to the Forecasting of Time Series (Denis Bonnet, DeltaNARMA neural networks)
Financial neural networks (neurofuzzy.com)
Neural Networks & Financial Markets  mainly SOM for financial analysis
NN to predict finacial markets, NeuraNet itd
Neural Networks in Capital Markets (seria konferencji)
Neural Net Trading
Stock market forcast page
Cognitive Processor  Molly Group Top Of Mind, Internet Knowledge Kiosk, Knowledge Bridge: DSS, data mining;
Neurolotto, good luck!
Neuromarketing
Case studies of successful NN applications in Europe (SIENA)
Neurophysiology Applications Group (Aston)
Neural network applications in medicine
Neuroprothesis
Industrial applications of Neural Networks (Bob Marks)
Neural Networks in High Energy Physics, good list of interesting links
NICI Handwriting Recognition Group
Other neural network topics
Agnostic vs. Prior Knowledge Competition, Isabelle Gouyon
Andorid Application Google Competition, with 10M$ prizes!
BackPropagation Competition (Joost, Schiffmann)
Benchmarking of learning algorithms (Lutz Prechelt)
Braincomputer interface IV competition
DELVE  Data for Evaluating Learning in Valid Experiments
NIPS 2000 unlabled data supervised learning competition  Krzysztof Grabczewski and Rafal Adamczak from DI NCU did quite well !
NIPS 2001 unlabled data supervised learning competition
NIPS 2003, feature selection challenge  DI NCU collegues, Norbert Jankowski and Krzysztof Grabczewski came third!
Netflix 1 million dollars challenge
10 challenging problems in Data Mining  10 most influential DM algorithms
Comparison of results
Comparison of classfication results  Logical rules extracted from data  2D pattern gallery of machine learning classifiers
Varia
Cortex group home page
Reduced Set Probability Density Estimator, Parzen windows and Reduce set method, software and paper
Imagination engines  "creative" neural networks?
Mgix's Neural Network Taming Page
NeuroChat
Neural Computing Group (Aston): NN Software
Neural Connection  SPSS
Online NN courses (from PNL)
Neural Networks at your Fingertips, Adeline, Hopfield and other NN models
Rule Extraction From Neural Networks  QUT Machine Learning Research Centre
Steck J.E, quantum dots, neural
Transfer between neural networks
Transfer funcitons in neural networks  tutorial
Software for neural networks  separate page
Selforganisation, Kohonen model, SOM, unsupervised modelsKohonen, Oja, Helsinki Group  SOM bibliography  SOM/LVQ page  SOM/LVQ unofficial page 
Eudaptics  SOMine
B. Fritzke, Growing SOM  demo GNG (Growing SOM ect)  ReefSOM, or SOM fish ... 
Mixture modelling  David Dowe, unsupervised learning  Mixture modelling & Clustering (Monash)
ViSOM, H. Yin 
SOMbased maps: WEBSOM  freetext mining  VizieR astro catalog  astro A&A papers map  Astroph.J papers map 
PicSOM  similarity based image browsing.
Other intelligent search techniques:
Neurogrid 
PicSOM  image search with face recogniton.
Math & Statistics
Mathematics Information Servers  UJ
PennState
American Statistical Association, and Journal of the American Statistical Association
Computing Section
Bernoulli Society for Mathematical Statistics and Probability
International Association for Statistical Computing  datasets from IASC  few links to IASC databases
International Federation of Classification Societies
Java Applets for Visualization of Statistical Concepts
Mathematics Preprint Server
Mathematics Web
Mathematica integrals
NIST/SEMATECH eHandbook of Statistical Methods
FAQ: Numerical Analysis & Associated Fields Resource Guide i kopia w Niemczech
FAQ: Statistics  SAS Webring FAQs 
SIPTA, Society for Imprecise Probability, belief functions, probability orderings, intervalvalued probabilities, measures of uncertainty, human judgment
Statistics.com tools, software, data
Statistics and Statistical Graphics Resources
Algorithms:
Stony Brook Algorithm Repository
Dictionary of Algorithms, Data Structures, and Problems
Computer Science Unplugged (how to teach children algorithms)
Resampling, bootstrap etc
World Scientific and Engineering Society, conferences in computational intelligence, jobs, positions ...
Sekcja Klasyfikacji i Analizy Danych Polskiego Towarzystwa Statystycznego
 Guides, reference and discussion forums:
Computerbased learning in Statistics, or CTI statisticsLabs & Departments
 Bell Laboratories, Statistics Research
 Bell Labs Scientific Computing Interest Group
 Bell Labs Sci. Comp., Publications
 Data Lab, UCI (Smyth)
 Department of Statistics, Stanford (Friedman, Efron, Hastie)
 Institute for Statistics and Decision Sciences (Duke Uni)
 Department of Statistics, Berkeley (L. Breiman, M. Jordan)
Multivariate analysis notes (UoIll, Chicago), Stanley L. SclovePeople in math/statistics
 Belew Rik, MDS, Latent Semantic Indexing
 Bottou Léon, Publications, SVM
 Bennett Kristin, optimization, SVM
 Bradley Elisabeth, nonlinear dynamics
 Cover Thomas, pattern recognition (Stanford)
 Friedman Jerome  MARS, ACE, Proj. Pursuit software
 Gehrke Johannes  data mining, Cornell Data Mining group
 Hastie, Trevor  statistics, classification
 Holyst Janusz, nonlin dynamics, chaos, applications
 E.T. Jaynes, Bayesian probability perspective  Probability theory: the logic of science book 
 Kowalik Zbigniew, EEG/EKG and dynamics
 Mangasarian Olvi, optimization, medical applications
 Mathar, R, MDS and global optimization
 Ripley, Brian  Oxford, statistics
 Williams Christopher, kernel methods, belief networks
 Tibshirani Rob  Statistics, Reports, Software
 Zaffalon Marco  Credal classification, Bayes extensions
W Polsce (in Poland)Special topics in math/statisitcs
Bayesian Analysis: International Society for Bayesian Analysis
 Bayesian Model Averaging
 Bayesian Model Selection Papers> Variational Bayes (ensemble learning)
 Society for Bayesian Analysis (ISBA), including journal
Boosting, ensamble learning  JBoost for boosting clasification, with ADTrees Combining estimators, resource page
 Factor analysis, Daniel Rowe
 Geometry and statistics, Amari's differential geometry approach to NN
 MDL, Minimum Description Length
 Open Bayes discussion group/email list
 Psystems, or membrane computing
 Statystyka w medycynie (statistics in medicine)  Research Methods Knowledge Base
Classification: Classification Society of North America Ensamble learning bibliography
 Foundations of Occam's razor
 Linear programming approach
 Nofreelunch literature
 Bibliography on discriminant analysis (Keith Price).
Clustering: EPCLUST: Clustering, visualization, and analysis  ModelBased Clustering (Raftery)  Bibliography on Cluster Analysis (SAS)  Modelbased Clustering  Fuzzy Clustering Bibliography  Fuzzy Cluster Analysis MDS + data clustering, papers from Bonn (Buhmann & others)
Computer Vision: CV online Annotated Computer Vision Bibliography (Keith Price).
Data imputation (missing data): Amelia overview, Honaker et al, Harvard  Norm software for multiple imputation  Joseph L. Schafer, PSU  useful FAQDecision trees: RULEQUEST Research  decision trees, C5/See 5
E: Econometrics.Net
Feature Selection: Feature Selection Page with links to books  Feature Selection papers
Graphical models, Bayesian belief networks: Brief intro, Kevin Murphy
 Conditional random fields
 Gaussian Processes for Regression and Classification
 Gaussian Processes for Machine Learning, with Matlab software
 Gaussian Processes tutorial and PhD
 Gaussian Processes workshop (2005)
 HighDimensional Space Page
 Information Filtering Resources
 Interval Computations
 Multidimensional Analysis
 Multidimensional Scaling
Information Retrieval  separate pageMorphological analysis: Swedish morphological society  Swiss morphological society  Fritz Zwicky, astronomer who invented it.
Ordination methods: Ordination for ecology
Polyhydreal computations: What is Polyhedral Computation FAQ, Voronoi cells, Delaunay triangulation, polytopes
Probability: Probability and Related Areas  Probability Web
 Time series and chaos
Transformations of images: Curvlets  Waveatom transforms  Wavelets  Rice wavelet toolbox  Morphological Component Analysis  SPARCO: sparse reconstruction algorithms toolbox Transfer learning: TL Spider Toolkit 
Many math/science journals
Dynamical systems, complex systems
Optimization
Global Optimization: Software, Events, Publications, Home Pages
Global (and Local) Optimization  Global Optimization Survey  Global Optimization ebook! (Janos Pinter)
Gupta Hosshin, multisimplex optimization, Global optimization, multisimplex method
Mathematical Programming in Machine Learning (Wisconsin)
Monte Carlo Inference (Raftery papers)
Entropy on the World Wide Web
Reactive Tabu Search (R. Battiti)  Tabu Search(Nicholson)
Differential Evolution (K. Price, R. Storn)  Differential Evolution Society
Sequential Monte Carlo Methods Particle Filtering
SoftwareTuneIT, Testing Machine Learning & Data Mining Algorithms  Automated Tests, Repeatable Experiments, Meaningful Results.
 Kernel and Support Vector Machines (SVM):
Kernel methods serverSchölkopf server, Tubingen
Girosi and Poggio SVM papers
Support Vector Machines book, software and links to kernelbased methods
SVM applications
SVM Online demonstration  SVM Java Applet
 Computer simulations
Society for Modeling and Simulation International European CouncilPCAI modeling and simulation
Disapearing computer, EU FET projects
 Visualization methods
Chernoff's faces Java demo  interactive appletCyberAtlas  Code Swarm, dynamical visualization.
Data Visualization & Statistical Graphics
DAVIS Java software, clusters, parallel coordinates, PCA
Distance Metric Learning, with software
GE Data visualization collection
HiTMDS, or MDS with correlation coefficient, with software
Isomap, some Matlab software
Locally Linear Embedding
Maximum mutual information feature transformations , K. Torkkola 
Multidimensional Scaling (Newcastle Uni)  Multidimensional Scaling online book by Cox and Cox  New MDSX, a resource base for Multidimensional Scaling  MDS, multidimensional scaling  MDS Alscal  HitMDS  MDS from Granular, with software 
Parallel coordinates, Alfred Inselberg's page  more Parallel Coordinates  Java applet  PC and football !  Principal curves page  skeletonization algorithm in Java  Local principal curves in R 
Manifold learning, Mani webpage with Matlab demo  Bibliography and news  simple manifold learning example 
Table lens
Proximity visualization, W. Basalaj, interesting thesis
Reccurrence plots (N. Marwan and others)
VIsual DaTA MINing System, VITAMINS
Sonification, or play your data
Scientific sonification
Time Radar Trees
Visual complexity projects
Highdimensional geometry
Manydimensional Geometry 
Examples with java applets (JW Bradley, RW West) 
Highdimensional geometry (Piotr Indyk) 
Nonlinear Manifolds in Pattern Recognition 
Polytopes and optimal packing of p points in ndimensional spheres  Polyhydral computations (Fukuda)  Quick Hull algorithm for convex hull 
HighD applets and games!  More nice math applets, including hypercubes.
Software:
XMDV, software for interactive visual exploration of multivariate data sets, intersting case studies.
Large graph layout (LGL)
Graphviz graph drawing software
Visumap  Relational Perspective Maps (free trial)  More software for visualization
Courses:
Information Visualization and Presentation, M. Hearst
Statistical learning theory and applications, T. Poggio
CI lectures, Andrew Ng, Stanford
Applications:
Atlas of the Cyberspace
Opte  map of the Internet 
 Course notes
Probabilistic learning (P. Smyth)Last modification 2.01.2014, by Wlodzislaw Duch; my local homepage