Inteligencja obliczeniowa: metody numeryczne.
Sieci neuronowe, statystyka, układy dynamiczne

Neural Networks at PNL
NEuroNet (old, 2001)
Neural Networks resources, created in 2004

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

software and documents on machine perception and machine learning, Kolmogorov Tutorials

Book series:
Kluver book series
Springer book series in Computer Science
Perspectives in Neural Computing, Springer
Studies in Fuzzy/Soft Computing, 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
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

Some free books:
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
Multivariate statistics: concepts, models, and applications, Web textbook
Electronic Statistics Textbook, Statsoft
Generalized Information Measures and Their Applications
HyperStat Statistics Textbook
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 e-book! (Janos Pinter)
Introduction to Radial Basis Function Networks (Mark J. L. Orr, RBF Papers)
Conjoint Probabilistic Subband Modeling, PhD thesis, Kris Popat 1997

In Polish: Książki Ryszarda Tadeusiewicza! Sieci Neuronowe | Sygnał Mowy | Rozpoznawanie obrazów |
Inne materiały dydaktyczne |
Książki i programy z AGH (R. Tadeusiewicz)

Commercial NN companies

AND Corporation
Arkus, PL, program ORCA, NN/GA
Neurodynamics

Neural Network Conferences (IEEE)
Great list, CI + AI
AI/cogSci/Robotics conferences
Multi-day 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 on-line 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 1987-now | NIPS On-line! 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 On-line World Conference on Soft Computing in Industrial Applications
Neuromorphic Engineering Telluride workshop

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)
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 (TNN)
Network: Computation in Neural Systems | IEEE Journals On-Line | 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, HP-Search (Trier)

Archives, actual repositories of papers
e-print 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
SEL-HPC Neural Networks Archive, dead since 1998

Primary biblio/links search engines
Annotated Computer Vision and Pattern Recognition, Clustering, Statistics, Grammars, Learning
Collection of Computer Science Bibliographies, a meta-collection, includes Neural Networks Bibliographies)
Computer Science Education Reference Desk
Computer Science Web, CI, Natural Computing journals
Computer Science Bibliography (Trier) | a copy in Hong-Kong
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 on-line
ML Search - on-line 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)
Human-Computer Interaction bibliography
Hypertext Bibliography Project (MIT);
PH Bibliography search (image, pattern recognition, ML)
PNL Bibliography collection
Ingentia, many journals
Scircus, scientific information
xxx e-print archive (Los Alamos)

Other lists of bibliographic resources
Nicolaus Copernicus DCM neural collection
Ideal On-line 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:
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 Large-scale Projects:
Enhanced Learning for Evolutive Neural Architectures (ELENA)
EEG-based 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

Bio-inspired systems, natural perception/action
BIO-mimetic structures for LOComotion in the Human body, BIOLOCH
Computational Vision and Active Perception, COGVISYS
Biomimetic multimodal learning using a mirror-neuron-based robot, MIRRORBOT
Bioartificial brain, Neurobit
Biomimetic multimodal learning using a mirror-neuron-based robot, MIRRORBOT

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
Independent Component Analysis (Helsinki, Oja group) | Cichocki group, some demos | survey of ICA | Medica applications of ICA (Makeig) | Salk ICA page
ICA conference proceedings

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
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
Neuro-Fuzzy and Soft Computing

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
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, Soo-Young 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)

Abu-Mostafa (Caltech) | Amari Shun-ichi (RIKEN) | Amit, Fusi, N.A.L.S group
Baxter Jonathan - Research and Publications | Berthold Michael - RecBF rule extraction | Bishop Chris, neural networks | Boes Siegfried - Papers (RIKEN)
Casey Mike - recurrent nets | Cherkassky Vladimir, | course "Learning from data", | Chiu David, NN +k-NN | 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, info-retrival | Girolami Mark, SOM, SVM, density | Goppert Josef - SOM | Grossberg Stephen On-Line 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 Lab.
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, Klaus-Robert GDH | 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 | Schädler Kristina, distance-based analysis of complex objects | Schiffmann Wolfram - Publications | Schmidhuber Juergen , NN, recurrent | Scholkopf Bernhard, Support Vectors | Setiono, Rudy , NN, rule extraction | Shastri Lokendra, Shruti, neuro-symbolic hybrid | Shultz Thomas, infnat learning, knowledge in NN | Siegelmann Hava, analog computing, super-Turing | 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, statistics | 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

W Polsce (In Poland):
Neuroscience.pl
Biocybernetics Laboratory, AGH ( R. Tadeusiewicz)
Bogus Piotr, AI, NN, images
Duch Wlodzislaw, NN, ML, rule extraction
Cichosz Pawel, ML, reinforcement learning
Korbicz Józef, sterowanie, robotyka, ICCE Zielona Góra
Kosinski Witold, fuzzy, regression
Kwaśnicka Halina, ewolucja, mrówki
Mandziuk Jacek, Hopfield models
Mulawka Jan, AI, ML, NN & DNA computing!
Osowski Stanislaw, NN & signal processing; Inst. Elektrotechniki Teoretycznej PW
Surma Jerzy, AI, CBR, A-life
Tarnowski Wojciech, robotyka, sterowanie

Kursy:
Inteligencja obliczeniowa, wykład, W. Duch, format PPT
Geometria obliczeniowa, ładne applety
Sieci neuronowe, B. Bartkowski i M. Przydróżny
Budowa i działanie mózgu, A. Brodziak

Artificial brains, neural hardware
Astro-neural data mining for astronomy
Dasher - predictive typing interface
Implicit memory glasses (DeVaul)
Neural Computing Applications Forum (NCAF)
Neural hardware (EuroNet)
Robotics in Japan

Bioinformatics and bio-applications

Medical applications
The Society for ANN In Medicine And Biology | ANN in Medicine World Map
Medical Applications of NN, University of Vienna |
ANN and Fuzzy in Medical Data Analysis, Turku
Inference and advisory system for medical diagnosis, Nijmegen
Dybowski Associates, UK
NN in urology, prostate etc.

NHS Direct online, decision tree advices
Open Clinical org, knowledge management for patient care
AI systems in clinical practice
Fox lab, Imperial Cancer Research Fund
Industrial use of safety-related ANN, P. J. G. Lisboa.
Medyczne projekty europejskie
Clinical Information Science Unit, The University of Leeds,

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, Delta-NARMA neural networks)
Financial neural networks (neuro-fuzzy.com)
Neural Networks & Financial Markets - głównie SOM do analiz finansowych
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;
Neuro-lotto, 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 - dobra lista zasobów związanych z NN
NICI Handwriting Recognition Group

Arkus, PL, program ORCA, NN/GA, zastosowania do prognozowania na giełdzie

Competitions, benchmarks
BackPropagation Competition (Joost, Schiffmann)
Benchmarking of learning algorithms (Lutz Prechelt)
DELVE - Data for Evaluating Learning in Valid Experiments
NIPS 2000 unlabled data supervised learning competition - nasi zawodnicy (kgrabcze i raad) zajęli dobre miejsca (w P6 pierwsze miejsce)!
NIPS 2001 unlabled data supervised learning competition
NIPS 2003, feature selection challenge - nasi zawodnicy (Norbert i Krzysztof) zajęli w sumie trzecie miejsce!

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
On-line 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

Software for neural networks - separate page

Self-organisation, Kohonen model, SOM, unsupervised models

Kohonen, Oja, Helsinki Group | SOM/LVQ page | SOM/LVQ unofficial page |
Eudaptics - SOMine
B. Fritzke, Growing SOM | demo GNG (Growing SOM ect) | Mixture modelling - David Dowe, unsupervised learning
Mixture modelling & Clustering (Monash)

SOM-based maps: WEBSOM - free-text mining | VizieR astro catalog | astro A&A papers map | Astroph.J papers map |
PicSOM - similarity based image browsing.

Other intelligent search techniques:
Neurogrid |

e-MATH 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 e-Handbook of Statistical Methods
FAQ: Numerical Analysis & Associated Fields Resource Guide i kopia w Niemczech
FAQ: Statistics | SAS Webring FAQs |
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)

World Scientific and Engineering Society, conferences in computational intelligence, jobs, positions ...
Sekcja Klasyfikacji i Analizy Danych Polskiego Towarzystwa Statystycznego

Guides, reference - Przewodniki: