Computational+Intelligence

[|Wlodzislaw Duch] ||
 * = =Computational intelligence: neural networks and relevant math=

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

> 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 |
 * Separate pages

 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 PC-AI Information], commerical vendors [|Peter Geczy links] (jp) | [|Sumeet Gupta] long list
 * ==Neural Networks== ||

[|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] <span style="display: block; font-family: Arial,Helvetica;">[|Springer book series in Computer Science] <span style="display: block; font-family: Arial,Helvetica;">[|Perspectives in Neural Computing], Springer <span style="display: block; font-family: Arial,Helvetica;">[|Studies in Fuzzy/Soft Computing], Springer <span style="display: block; font-family: Arial,Helvetica;">[|Studies in Computational Intelligence], Springer <span style="display: block; font-family: Arial,Helvetica;">[|An Introduction to Natural Computation], D. Ballard <span style="display: block; font-family: Arial,Helvetica;">[|Elements of Statistical Learning] (Hasti et al, Stanford) <span style="display: block; font-family: Arial,Helvetica;">[|Handbook of neural/genetic/fuzzy computations] <span style="display: block; font-family: Arial,Helvetica;">[|Neural and Adaptive Systems: Fundamentals Through Simulations], interactive book by Principe, Euliano, and Lefebvre <span style="display: block; font-family: Arial,Helvetica;">[|Semi-supervised learning][|Spikes - neural code], MIT book by Rieke et.al <span style="display: block; font-family: Arial,Helvetica;">[|Statistical Pattern Recogniton] book (A. Webb), links to software+data

<span style="display: block; font-family: Arial,Helvetica;">ANN & Computational Brain Theory Group - [|book & article reviews] <span style="display: block; font-family: Arial,Helvetica;">[|Support Vector Machines] book, software and links <span style="display: block; font-family: Arial,Helvetica;">[|Learning and soft computing], Support Vector Machines, Neural Networks and Fuzzy Logic Models, Vojislav Kecman

<span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Machine Learning, Neural and Statistical Classification], D. Michie, D.J. Spiegelhalter, C.C. Taylor (eds), Statlog project - great book! <span style="display: block; font-family: Arial,Helvetica;">[|Classical book on information retrieval], C. J. van Rijsbergen <span style="display: block; font-family: Arial,Helvetica;">[|Computational Statistics], Klotz <span style="display: block; font-family: Arial,Helvetica;">[|Multivariate statistics: concepts, models, and applications], Web textbook <span style="font-family: Arial,Helvetica,sans-serif; font-size: 14px; line-height: normal;">[|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 On-line 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 e-book!] (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)

 <span style="display: block; font-family: Arial,Helvetica;">Commercial NN companies <span style="display: block; font-family: Arial,Helvetica;">[|AND Corporation] <span style="display: block; font-family: Arial,Helvetica;">[|Arkus, PL], program ORCA, NN/GA <span style="display: block; font-family: Arial,Helvetica;">[|Neurodynamics] <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Neural Network Conferences (IEEE)] <span style="display: block; font-family: Arial,Helvetica;">[|Great list, CI + AI] <span style="display: block; font-family: Arial,Helvetica;">[|AI/cogSci/Robotics conferences] <span style="display: block; font-family: Arial,Helvetica;">[|Multi-day Events for a Large Public: Conferences, Congresses, etc.] <span style="display: block; font-family: Arial,Helvetica;">[|Selected Conferences](Helsinki) <span style="display: block; font-family: Arial,Helvetica;">[|CITE, the Computational InTelligencE] includes events = conferences
 * ===Conferences in CI and Neuroscience=== ||

<span style="display: block; font-family: Arial,Helvetica;">[|AI and Statitics 2003 Proceedings] [|Brain Inspired Cognitive Systems 2004] <span style="display: block; font-family: Arial,Helvetica;">[|Brain Science Institute (BSI), RIKEN] Summer Program <span style="display: block; font-family: Arial,Helvetica;">[|International Conference on Computational Intelligence and Neuroscience] <span style="display: block; font-family: Arial,Helvetica;">[|EANN: Engineering Applications of Neural Networks] <span style="display: block; font-family: Arial,Helvetica;">[|ESANN: European Symposium On Artificial Neural Networks], since 1993, with on-line proceedings! <span style="display: block; font-family: Arial,Helvetica;">[|Euroattractor] <span style="display: block; font-family: Arial,Helvetica;">[|EUFIT: The European Congress on Intelligent Techniques and Soft Computing.] <span style="display: block; font-family: Arial,Helvetica;">[|International Computer Science Conventions] - soft computing, proceedings <span style="display: block; font-family: Arial,Helvetica;">[|NIPS: Neural Information Processing Systems Conference] | [|NIPS Proceedings 1987-now] | [|NIPS On-line!] DjVu format | [|NIPS workshop on error surfaces] <span style="display: block; font-family: Arial,Helvetica;">[|Natural Language Processing and Neural Networks], papers! | [|NLPNN 2001] | <span style="display: block; font-family: Arial,Helvetica;">[|IJCNN - INNS+IEEE joint conference] <span style="display: block; font-family: Arial,Helvetica;">[|Machine Learning Summer School MLSS'05, National ICT Australia, Canberra] (wideo presentaitons) <span style="display: block; font-family: Arial,Helvetica;">[|Online Workshop on Evolutionary Computation] <span style="display: block; font-family: Arial,Helvetica;">[|VI On-line World Conference on Soft Computing in Industrial Applications] <span style="display: block; font-family: Arial,Helvetica;">[|Neuromorphic Engineering Telluride workshop] <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|CITE - all Computational Intelligence journals] (Elsevier Service) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks: Journals] (PNL) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Network, Neural Science and Related Journals] (PNL) <span style="display: block; font-family: Arial,Helvetica;">[|Journal Sources for AI] (U. Mich) <span style="display: block; font-family: Arial,Helvetica;">[|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) <span style="display: block; font-family: Arial,Helvetica;">[|Network: Computation in Neural Systems] <span style="display: block; font-family: Arial,Helvetica;">[|World Scientific Journals] <span style="display: block; font-family: Arial,Helvetica;">[|Yahoo: AI Journals]
 * ===Lists, journals and general info=== ||

<span style="display: block; font-family: Arial,Helvetica;">[|Alma], Web journal on NN and the brain | [|Applied Soft Computing] <span style="display: block; font-family: Arial,Helvetica;">[|Brains, Minds and Media] <span style="display: block; font-family: Arial,Helvetica;">[|Int. J. of Computational Intelligence and Organizations (IJCIO)] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Computation] | [|Neural Networks] | [|Transactions on NN] (IEEE TNN) | [|Transactions on Autonomous Mental Development] (IEEE) <span style="display: block; font-family: Arial,Helvetica;">[|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)] <span style="display: block; font-family: Arial,Helvetica;">[|Pattern Analysis & Applications] <span style="display: block; font-family: Arial,Helvetica;">[|Proc. of the National Academy of Sciences] Online, USA

<span style="display: block; font-family: Arial,Helvetica;">**NN archives/lists:** <span style="display: block; font-family: Arial,Helvetica;">[|Mailing Lists] long list <span style="display: block; font-family: Arial,Helvetica;">[|Neural, ML Reports Announcements] <span style="display: block; font-family: Arial,Helvetica;">[|Connectionist Lists Info] | [|Connectionist Lists Archives] | [|Neural archive at FUNet] <span style="display: block; font-family: Arial,Helvetica;">[|Personal Home Pages of Computer Scientists], HP-Search (Trier) <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">**Archives, actual repositories of papers**[|Arnetminer], research profiles, associations, links ... <span style="display: block; font-family: Arial,Helvetica;">[|e-print archives, arXiv.org], with many mirrors at country.arXiv.org, for example [|jp.arXiv.org] <span style="display: block; font-family: Arial,Helvetica;">[|Computing Research Repository (CoRR)], a part of arXiv.org, includes AI, NN, EC ... <span style="display: block; font-family: Arial,Helvetica;">[|CogPrints archives], all cognitive science subjects and then some ... <span style="display: block; font-family: Arial,Helvetica;">[|IEEE Bibliographies Online] (IEEE members only) <span style="display: block; font-family: Arial,Helvetica;">[|Neuroprose - Ohio] and a [|copy at Funet], dead since 1998 <span style="display: block; font-family: Arial,Helvetica;">[|SEL-HPC Neural Networks Archive], dead since 1998
 * ===Bibliographies, repositories and paper search engines=== ||

<span style="display: block; font-family: Arial,Helvetica;">[|Videolectures.net] <span style="display: block; font-family: Arial,Helvetica;">**Primary biblio/links search engines** <span style="display: block; font-family: Arial,Helvetica;">[|Annotated Computer Vision] and [|Pattern Recognition, Clustering, Statistics, Grammars, Learning] <span style="display: block; font-family: Arial,Helvetica;">[|Collection of Computer Science Bibliographies], a meta-collection, includes [|Neural Networks Bibliographies]) <span style="display: block; font-family: Arial,Helvetica;">[|Computer Science Education Reference Desk] <span style="display: block; font-family: Arial,Helvetica;">[|Computer Science Web], CI, Natural Computing journals <span style="display: block; font-family: Arial,Helvetica;">[|Computer Science Bibliography] (Trier) | [|a copy in Hong-Kong] <span style="display: block; font-family: Arial,Helvetica;">[|CITE, the Computational InTelligencE website], with bibliographies (Elsevier) <span style="display: block; font-family: Arial,Helvetica;">[|Citeseer research index] (NEC+PSU) <span style="display: block; font-family: Arial,Helvetica;">[|Cora - Computer Science Research Paper Search Engine] <span style="display: block; font-family: Arial,Helvetica;">[|IEEE Xplore], journals and conferences <span style="display: block; font-family: Arial,Helvetica;">[|IEEE Bibliographies] on-line <span style="display: block; font-family: Arial,Helvetica;">[|ML Search - on-line papers] <span style="display: block; font-family: Arial,Helvetica;">[|Networked Computer Science Technical Reference Library], NCSTRL <span style="display: block; font-family: Arial,Helvetica;">[|Computer Science Reports] and [|bibliographies (mirrors only)] at the [|NZ Digital Library, Waitako Univ.] <span style="display: block; font-family: Arial,Helvetica;">[|Collection of BibTeX Databases] (Vienna) <span style="display: block; font-family: Arial,Helvetica;">[|Human-Computer Interaction] bibliography <span style="display: block; font-family: Arial,Helvetica;">[|Hypertext Bibliography Project] (MIT); <span style="display: block; font-family: Arial,Helvetica;">[|PH Bibliography search] (image, pattern recognition, ML) <span style="display: block; font-family: Arial,Helvetica;">[|PNL Bibliography collection] <span style="display: block; font-family: Arial,Helvetica;">[|Ingentia], many journals <span style="display: block; font-family: Arial,Helvetica;">[|Scircus], scientific information <span style="display: block; font-family: Arial,Helvetica;">[|xxx e-print archive] (Los Alamos)

<span style="display: block; font-family: Arial,Helvetica;">**Other lists of bibliographic resources** <span style="display: block; font-family: Arial,Helvetica;">[|Nicolaus Copernicus DCM neural collection] <span style="display: block; font-family: Arial,Helvetica;">[|Ideal On-line Library] - search in AP and other publisher's journals <span style="display: block; font-family: Arial,Helvetica;">[|Biblio Neural Network Query], OFAI <span style="display: block; font-family: Arial,Helvetica;">[|Neuroscience Web Search] <span style="display: block; font-family: Arial,Helvetica;">Small archives that I sometimes visit: <span style="display: block; font-family: Arial,Helvetica;">[|Murre Jaap], amnesia etc. <span style="display: block; font-family: Arial,Helvetica;">[|PDP Group archive (McClelland)] <span style="display: block; font-family: Arial,Helvetica;">[|Univ. of Maryland]CS technical reports <span style="display: block; font-family: Arial,Helvetica;">[|UNSW SCSE archive], Franklin <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">**NN Societies:** <span style="display: block; font-family: Arial,Helvetica;">[|APNNA] - Asian Pacific Neural Network Assembly <span style="display: block; font-family: Arial,Helvetica;">[|DARPA]- Defense Advanced Research Projects Agency <span style="display: block; font-family: Arial,Helvetica;">[|ENNS] - European Neural Network Society <span style="display: block; font-family: Arial,Helvetica;">[|IEEE CIS] - Computational Intelligence (former Neural Network) Society | [|CIS Newsletter] | [|CIS AMD] - Autonomous Mental Development committee | <span style="display: block; font-family: Arial,Helvetica;">[|INNS] - International Neural Network Society | [|INNS Newsletter] | [|INNS conference] |
 * ===NN Societies, Organizations, Archives=== ||

<span style="display: block; font-family: Arial,Helvetica;">[|Society for Neuroscience] <span style="display: block; font-family: Arial,Helvetica;">[|AISB], Society for the Study of AI and Simulation of Behaviour

<span style="display: block; font-family: Arial,Helvetica;">**National societies**: [|Canadian Society for Computational Studies of Intelligence] (CSCSI) <span style="display: block; font-family: Arial,Helvetica;">[|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]

<span style="display: block; font-family: Arial,Helvetica;">**NN Large-scale Projects:** <span style="display: block; font-family: Arial,Helvetica;">[|Enhanced Learning for Evolutive Neural Architectures] (ELENA) <span style="display: block; font-family: Arial,Helvetica;">[|EEG-based Diagnosis of Neurological and Psychiatric Disorders] (ANNDEE) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Control Projects] (Glasgow) <span style="display: block; font-family: Arial,Helvetica;">[|NeuroCOLT Working Group] | [|Neurocolt archives] <span style="display: block; font-family: Arial,Helvetica;">[|Real World Computing Partnership] (jp) | [|Stimulation Initiative for European Neural Applications] (SIENA)

<span style="display: block; font-family: Arial,Helvetica;"> **NN Special Projects:** <span style="display: block; font-family: Arial,Helvetica;">**ART** <span style="display: block; font-family: Arial,Helvetica;">[|ART WWW Site] (Adaptive Resonance Theory, [|Stephen Grossberg] | [|Gail Carpenter]| old [|ART FAQ] <span style="display: block; font-family: Arial,Helvetica;">**Bio-inspired systems**, natural perception/action. <span style="display: block; font-family: Arial,Helvetica;">[|BIO-mimetic structures for LOComotion in the Human body], BIOLOCH <span style="display: block; font-family: Arial,Helvetica;">[|Computational Vision and Active Perception], COGVISYS <span style="display: block; font-family: Arial,Helvetica;">[|Biomimetic multimodal learning using a mirror-neuron-based robot], MIRRORBOT <span style="display: block; font-family: Arial,Helvetica;">[|Bioartificial brain], Neurobit <span style="display: block; font-family: Arial,Helvetica;">[|Biomine web service:] <span style="display: block; font-family: Arial,Helvetica;">**CNN** <span style="display: block; font-family: Arial,Helvetica;">[|Parma CNN] | [|CNN Simulator] in Java (ETH) | [|CNN at CirLab], chips, applications, links | [|NOEL - Nonlinear Electronics Lab], Berkeley | [|Analogical and Neural Computing Systems Laboratory] |

<span style="display: block; font-family: Arial,Helvetica;">**ICA, PCA, MCA, NCA and other component analysis methods** <span style="display: block; font-family: Arial,Helvetica;">[|Independent Component Analysis] (Helsinki, Oja group) | [|Cichocki group], some demos | [|survey of ICA] | [|Medica applications of ICA] (Makeig) | [|Salk ICA page] <span style="display: block; font-family: Arial,Helvetica;">[|ICA conference proceedings]

<span style="display: block; font-family: Arial,Helvetica;">[|Morphological Component Analysis (MCA)] (Starck) | [|MCA J. Fadil Matlab toolbox] | [|M. Elad superresolution + Matlab software] | <span style="display: block; font-family: Arial,Helvetica;">**GRNN**: [|from ChemoWeb], progs. in Matlab | [|copy from CICA] | <span style="display: block; font-family: Arial,Helvetica;">[|Logical rule extraction], NRC (Australia) group, ftp archive <span style="display: block; font-family: Arial,Helvetica;">[|Signal Compression and Classification Group] (Stanford) <span style="display: block; font-family: Arial,Helvetica;">[|Structure Optimization of Neural Networks] (SONN) research group (van Seelen, Bochum) <span style="display: block; font-family: Arial,Helvetica;">[|Centre for Vision, Speech, and Signal Processing] (Surrey, UK)

<span style="display: block; font-family: Arial,Helvetica;">**EEG** <span style="display: block; font-family: Arial,Helvetica;">[|ANNDEE - EEG analysis using NN] <span style="display: block; font-family: Arial,Helvetica;">[|EEG data processing with neural networks] <span style="display: block; font-family: Arial,Helvetica;">[|Reccurence plots] for EEG and other signals - Jurgen Kurths and others. <span style="display: block; font-family: Arial,Helvetica;">[|EEG lectures - Piotr Durka]

<span style="display: block; font-family: Arial,Helvetica;">**Evolutionary NNs** <span style="display: block; font-family: Arial,Helvetica;">[|Evolutionary Programming Society] <span style="display: block; font-family: Arial,Helvetica;">[|Genetic Algorithms Group Publications List] <span style="display: block; font-family: Arial,Helvetica;">[|Genetic Algorithms - Innovation] (D. Goldberg)

<span style="display: block; font-family: Arial,Helvetica;">**Java applets** <span style="display: block; font-family: Arial,Helvetica;">[|Java Applets for NNs and Artificial Life] <span style="display: block; font-family: Arial,Helvetica;">[|Java Demos (Hassoun)] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Java (LAMI)] <span style="display: block; font-family: Arial,Helvetica;">[|NN Warehouse demos]

<span style="display: block; font-family: Arial,Helvetica;">**Neurofuzzy and hybrid** <span style="display: block; font-family: Arial,Helvetica;">[|ERUDIT - Uncertainty Modeling and Fuzzy Technology, EU Project] <span style="display: block; font-family: Arial,Helvetica;">[|FUZZLE, Fuzzy Inference] <span style="display: block; font-family: Arial,Helvetica;">[|Hybrid Systems Frequently Asked Questions] <span style="display: block; font-family: Arial,Helvetica;">[|NEFCLASS, NEFCON and NEFPROX Projects], neurofuzzy systems <span style="display: block; font-family: Arial,Helvetica;">[|Neuro-Fuzzy and Soft Computing] <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Austrian Research Institute for Artificial Intelligence (ÖFAI)] Vienna <span style="display: block; font-family: Arial,Helvetica;">[|Bioinformatics, learning metrics], Helsinki <span style="display: block; font-family: Arial,Helvetica;">[|Brain Dynamics Research] Group, Melbourne (Wright, Bourke, Aldous, Alexander) <span style="display: block; font-family: Arial,Helvetica;">[|Brain Sciences at Brown University] <span style="display: block; font-family: Arial,Helvetica;">[|Brain Science Institute], RIKEN, Amari | [|Cichocki] | [|Laboratory for Dynamics of Emergent Intelligence], Yamaguchi | <span style="display: block; font-family: Arial,Helvetica;">[|Computational Intelligence Laboratory], National Center for Scientific Research "DEMOKRITOS", Greece - medical images, greek scripts, new methods <span style="display: block; font-family: Arial,Helvetica;">[|Centre for Neural Networks] - King's College London <span style="display: block; font-family: Arial,Helvetica;">[|Centre for Biodynamics] - Boston University (Jim Collins, Nancy Kopell) <span style="display: block; font-family: Arial,Helvetica;">[|COIL Web], Computational Intelligence and Learning <span style="display: block; font-family: Arial,Helvetica;">[|Department of Medical Cybernetics and Artificial Intelligence, Vienna][|Fraunhofer Institute Echo State Group], large RNNs | [|Herbert Jaeger Echo State Networks] | <span style="display: block; font-family: Arial,Helvetica;">[|Gatsby Computational Neuroscience unit], UCL <span style="display: block; font-family: Arial,Helvetica;">[|HELNET - Helsinki Neural Network Group] <span style="display: block; font-family: Arial,Helvetica;">[|Hybrid Intelligent Systems (HIS)] Group <span style="display: block; font-family: Arial,Helvetica;">[|ICS - Department of Neural Networks] (Prague) <span style="display: block; font-family: Arial,Helvetica;">[|IDIAP Neural Network Home Page] <span style="display: block; font-family: Arial,Helvetica;">[|Image Processing and Neural Networks Laboratory, University of Texas at Arlington] <span style="display: block; font-family: Arial,Helvetica;">[|Institut für Theoretische Neurophysik] <span style="display: block; font-family: Arial,Helvetica;">[|Intel proactive computing], including [|anticipation], and [|dealing with uncertainty (Bayesian modeling)] <span style="display: block; font-family: Arial,Helvetica;">[|International Computer Science Institute] (ICSI) <span style="display: block; font-family: Arial,Helvetica;">[|Image, Speech and Intelligent Systems] (ISIS), Southampton <span style="display: block; font-family: Arial,Helvetica;">[|KAIST, Korean Brain Science Center], Soo-Young Lee <span style="display: block; font-family: Arial,Helvetica;">[|Machine Learning and Perception] (Microsoft, [|Chris Bishop]) <span style="display: block; font-family: Arial,Helvetica;">[|Microsoft Research Home] (Hackerman) <span style="display: block; font-family: Arial,Helvetica;">[|MIT Artificial Intelligence Laboratory Home Page] <span style="display: block; font-family: Arial,Helvetica;">[|NEC Research Institute - Staff] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Information Processing Group] (TU Berlin, Bauer, Scholz, Levitt, Obermayer, Lund, Graepel, Piepenbrock, Ritter, Erwin, Schulten ... ) <span style="display: block; font-family: Arial,Helvetica;">[|NASA Intelligent Systems], autonomous, collaborative, discovery and health systems - far out ... <span style="display: block; font-family: Arial,Helvetica;">[|Neural Modeling Group] (Maryland) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks at Pacific Northwest Laboratory] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks in Holland] <span style="display: block; font-family: Arial,Helvetica;">[|Neuroinformatics Group], datamining, HCI, robotics, vision (Bielefeld) <span style="display: block; font-family: Arial,Helvetica;">[|Neuroinformatics Institute] (Zurich) <span style="display: block; font-family: Arial,Helvetica;">[|Neuroinformatics Institute] (Ulm. G. Palm); demo NAVi (Neuronal Assembly Visualizer) <span style="display: block; font-family: Arial,Helvetica;">[|Neuroinformatics NIH] | [|Neuroinformatics Org] <span style="display: block; font-family: Arial,Helvetica;">[|NEuroMod], Amsterdam (Jaap Murre) their [|Human Memory site] <span style="display: block; font-family: Arial,Helvetica;">[|NEuroNet Germany] | [|NEuroNet map] | <span style="display: block; font-family: Arial,Helvetica;">[|Neurophysics Institute] (Bremen) | [|Neurophysics Lab HUJ] (Jerusalem) | [|Neurophysics UCSD] (Kleinfeld lab) | <span style="display: block; font-family: Arial,Helvetica;">[|NN Research Centre,]Helsinki ([|T. Kohonen]) <span style="display: block; font-family: Arial,Helvetica;">[|The Neurosciences Institute] (Edelman, others) <span style="display: block; font-family: Arial,Helvetica;">[|Pattern and Information Processing] Group Papers (Framer, Gordon, Luttrell, Webber etc.) <span style="display: block; font-family: Arial,Helvetica;">[|NTT Information and Communication Systems Labs.] <span style="display: block; font-family: Arial,Helvetica;">[|PASCAL - pattern analysis, statistical modelling and computational learning] EU Network <span style="display: block; font-family: Arial,Helvetica;">[|SANS Studies of Artificial Neural Systems] <span style="display: block; font-family: Arial,Helvetica;">[|University of Toronto Neural Network Research Group] <span style="display: block; font-family: Arial,Helvetica;">[|UTCS Neural Nets Research Group] (Mikkulainen, Discern)
 * ===CI/NN Research Groups, Labs=== ||

<span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Abu-Mostafa] (Caltech) | [|Amari Shun-ichi] (RIKEN) | [|Amit, Fusi, N.A.L.S group] <span style="display: block; font-family: Arial,Helvetica;">[|Baxter Jonathan]- Research and Publications | [|Bengio Joshua], deep learning | [|Berthold Michael]- RecBF rule extraction | [|Bishop Chris], neural networks | [|Boes Siegfried - Papers] (RIKEN) | [|Bao-Liang Lu] |[|Casey Mike]- recurrent nets | [|Cherkassky Vladimir], | [|course "Learning from data"], | [|Chiu David], NN +k-NN | [|Chua Leon], CNN | [|Crespin Daniel]- neural, physics papers <span style="display: block; font-family: Arial,Helvetica;">[|Diederich Joachim,] NRC Queensland group <span style="display: block; font-family: Arial,Helvetica;">[|Dietterich Thomas G,] reinforcement, learning, data mining, stat. <span style="display: block; font-family: Arial,Helvetica;">[|Engelbrecht Andries], NN, CI | [|Feng Lin,] control, learning | [|Flexer Arthur], SOM, MDS | [|Frasconi Paolo,] structured problems | [|Furuhashi Takeshi], NN and fuzzy <span style="display: block; font-family: Arial,Helvetica;">[|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) <span style="display: block; font-family: Arial,Helvetica;">[|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 <span style="display: block; font-family: Arial,Helvetica;">[|Ingber Lester]- ASA Code and Reprint Archive, SMNI papers <span style="display: block; font-family: Arial,Helvetica;">[|Ishikawa Masumi] Laboratory, KIT <span style="display: block; font-family: Arial,Helvetica;">[|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] <span style="display: block; font-family: Arial,Helvetica;">[|Korczak J], NN, genetic, image, remote sensing (ULP Strasbourg) | [|Kremer Stefan], recurrent networks <span style="display: block; font-family: Arial,Helvetica;">[|Kuncheva Ludmila], fuzzy, classification <span style="display: block; font-family: Arial,Helvetica;">[|Lam C.] thesis, NN in finances | [|Lawrence Steve,]NN papers | [|Lucas Simon,] NN, Essex Univ. <span style="display: block; font-family: Arial,Helvetica;">[|MacKay David J.C.], Bayes and other papers | [|MacLennan Bruce], simulacra | [|Niranjan Mahesan], NN, robotics, finances <span style="display: block; font-family: Arial,Helvetica;">[|Orr Mark J.L, NN] <span style="display: block; font-family: Arial,Helvetica;">[|Miller, Kenneth D], cortex, vision, development | [|Morris Robin], bayesian, images | [|Muller, Klaus-Robert] GDH | [|Muselli Marco], Genova; machine learning, constructive learning | [|Murtagh F,] astronomy, classfication (Queen's, Belfast), [|Recent Papers] <span style="display: block; font-family: Arial,Helvetica;">[|Neal Radford]- Bayes stuff <span style="display: block; font-family: Arial,Helvetica;">[|Oja Erkki], NN, PCA, ICA <span style="display: block; font-family: Arial,Helvetica;">[|Platt John], NN, SVM, RAN <span style="display: block; font-family: Arial,Helvetica;">[|Reggia, J,] NN, psychiatry | [|Roberts Stephen], neural papers | [|Rojas Raul], Berlin, NN | [|Ron Sun], NN ES symbolic, hybrid systems <span style="display: block; font-family: Arial,Helvetica;">[|Roweis Sam], Toronto/NYC (died in 2010) | [|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 <span style="display: block; font-family: Arial,Helvetica;">[|Upal Afzal], unsupervised classification, comparison of different models <span style="display: block; font-family: Arial,Helvetica;">[|Vijayakumar Sethu], learning, robotics <span style="display: block; font-family: Arial,Helvetica;">[|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 <span style="display: block; font-family: Arial,Helvetica;">[|Wuensch Andy], logic networks, discrete dynamics <span style="display: block; font-family: Arial,Helvetica;">[|Xu, Lei,]NN math foundations, CUHK CS <span style="display: block; font-family: Arial,Helvetica;">[|Yao, Xin], NN + evolutionary algorithms <span style="display: block; font-family: Arial,Helvetica;">[|Zurada J], NN, learning, Neural Networks Lab
 * ===CI experts with interesting papers=== ||

<span style="display: block; font-family: Arial,Helvetica;">**CI experts in Poland:** <span style="display: block; font-family: Arial,Helvetica;">[|Neuroscience.pl] <span style="display: block; font-family: Arial,Helvetica;">[|Katedra Automatyki AGH] | [|Biocybernetics Laboratory], AGH | [|Ryszard Tadeusiewicz], director | [|his publications] | [|PPT presentation on neurocomputers] (17MB !) | [|Bogus Piotr], AI, NN, images <span style="display: block; font-family: Arial,Helvetica;">[|Duch Wlodzislaw], NN, ML, rule extraction, neurocognitive informatics <span style="display: block; font-family: Arial,Helvetica;">[|Cichosz Pawel], ML, reinforcement learning <span style="display: block; font-family: Arial,Helvetica;">[|Kacprzyk Janusz], Systems Research Institute <span style="display: block; font-family: Arial,Helvetica;">[|Korbicz Jozef], sterowanie, robotyka | [|ICCE Zielona Gora] <span style="display: block; font-family: Arial,Helvetica;">[|Kosinski Witold], fuzzy, regression <span style="display: block; font-family: Arial,Helvetica;">[|Kwasnicka Halina], evolutionary and ant algorithms <span style="display: block; font-family: Arial,Helvetica;">[|Mandziuk Jacek], Hopfield models <span style="display: block; font-family: Arial,Helvetica;">[|Mulawka Jan], AI, ML, NN & DNA computing! <span style="display: block; font-family: Arial,Helvetica;">[|Osowski Stanislaw], NN & signal processing; [|Inst. Elektrotechniki Teoretycznej PW] <span style="display: block; font-family: Arial,Helvetica;">[|Surma Jerzy], AI, CBR, A-life <span style="display: block; font-family: Arial,Helvetica;">[|Tarnowski Wojciech], robotyka, sterowanie

<span style="display: block; font-family: Arial,Helvetica;">Courses (in Polish): <span style="display: block; font-family: Arial,Helvetica;">[|Inteligencja obliczeniowa], W. Duch lectures in PPT format. <span style="display: block; font-family: Arial,Helvetica;">[|Geometria obliczeniowa], nice applets <span style="display: block; font-family: Arial,Helvetica;">[|Sieci neuronowe], B. Bartkowski i M. Przydrozny <span style="display: block; font-family: Arial,Helvetica;">[|Budowa i dzialanie mozgu], A. Brodziak <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Artificial brains, neural hardware] <span style="display: block; font-family: Arial,Helvetica;">[|Astro-neural data mining for astronomy] <span style="display: block; font-family: Arial,Helvetica;">[|Dasher - predictive typing interface] <span style="display: block; font-family: Arial,Helvetica;">[|Implicit memory glasses] (DeVaul) <span style="display: block; font-family: Arial,Helvetica;">[|Microarray Data Analysis] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Computing Applications Forum] (NCAF) <span style="display: block; font-family: Arial,Helvetica;">[|Neural hardware (EuroNet)] <span style="display: block; font-family: Arial,Helvetica;">[|Robotics in Japan]
 * ===Applications=== ||

<span style="display: block; font-family: Arial,Helvetica;">**Art**: <span style="display: block; font-family: Arial,Helvetica;">[|Pic Breeder] genetic art <span style="display: block; font-family: Arial,Helvetica;">**[|Bioinformatics and bio-applications]** <span style="display: block; font-family: Arial,Helvetica;">**Medical applications** <span style="display: block; font-family: Arial,Helvetica;">[|AI systems in clinical practice] <span style="display: block; font-family: Arial,Helvetica;">[|ANN in Medicine World Map] <span style="display: block; font-family: Arial,Helvetica;">[|ANN and Fuzzy in Medical Data Analysis], Turku <span style="display: block; font-family: Arial,Helvetica;">[|Clinical Information Science Unit], The University of Leeds. <span style="display: block; font-family: Arial,Helvetica;">[|European medical projects] <span style="display: block; font-family: Arial,Helvetica;">[|Dybowski Associates], UK <span style="display: block; font-family: Arial,Helvetica;">[|Fox lab, Imperial Cancer Research Fund] <span style="display: block; font-family: Arial,Helvetica;">[|Industrial use of safety-related ANN], P. J. G. Lisboa. <span style="display: block; font-family: Arial,Helvetica;">[|Inference and advisory system for medical diagnosis], Nijmegen. <span style="display: block; font-family: Arial,Helvetica;">[|Medical Applications of NN], University of Vienna. <span style="display: block; font-family: Arial,Helvetica;">[|NHS Direct online], decision tree advices <span style="display: block; font-family: Arial,Helvetica;">[|NN in urology], prostate etc. <span style="display: block; font-family: Arial,Helvetica;">[|Open Clinical org], knowledge management for patient care <span style="display: block; font-family: Arial,Helvetica;">[|The Society for ANN In Medicine And Biology] | <span style="display: block; font-family: Arial,Helvetica;">**Face recognition**: <span style="display: block; font-family: Arial,Helvetica;">[|Face Recognition Home Page] | [|Microsoft Face Group] | [|Identix], FaceIt and other commerical software. <span style="display: block; font-family: Arial,Helvetica;">**Financial applications**: <span style="display: block; font-family: Arial,Helvetica;">[|Advanced Investment Technologies Center] - NN, chaos in finances <span style="display: block; font-family: Arial,Helvetica;">[|Bankruptcy Prediction Using Artificial Neural Systems], <span style="display: block; font-family: Arial,Helvetica;">[|Connectionnist Approach to the Forecasting of Time Series] (Denis Bonnet, Delta-NARMA neural networks) <span style="display: block; font-family: Arial,Helvetica;">[|Financial neural networks] (neuro-fuzzy.com) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks & Financial Markets] - mainly SOM for financial analysis <span style="display: block; font-family: Arial,Helvetica;">[|NN to predict finacial markets], NeuraNet itd <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks in Capital Markets] (seria konferencji) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Net Trading] <span style="display: block; font-family: Arial,Helvetica;">[|Stock market forcast page]

<span style="display: block; font-family: Arial,Helvetica;">[|Cognitive Processor] - Molly Group Top Of Mind, Internet Knowledge Kiosk, Knowledge Bridge: DSS, data mining; <span style="display: block; font-family: Arial,Helvetica;">[|Neuro-lotto], good luck! <span style="display: block; font-family: Arial,Helvetica;">[|Neuromarketing]

<span style="display: block; font-family: Arial,Helvetica;">[|Case studies of successful NN applications]in Europe (SIENA) <span style="display: block; font-family: Arial,Helvetica;">[|Neurophysiology Applications Group] (Aston) <span style="display: block; font-family: Arial,Helvetica;">[|Neural network applications in medicine] <span style="display: block; font-family: Arial,Helvetica;">[|Neuroprothesis] <span style="display: block; font-family: Arial,Helvetica;">[|Industrial applications of Neural Networks] (Bob Marks) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks in High Energy Physics], good list of interesting links <span style="display: block; font-family: Arial,Helvetica;">[|NICI Handwriting Recognition Group] <span style="display: block; font-family: Arial,Helvetica;">

<span style="display: block; font-family: Arial,Helvetica;">**Competitions, benchmarks** <span style="display: block; font-family: Arial,Helvetica;">[|Agnostic vs. Prior Knowledge Competition], Isabelle Gouyon <span style="display: block; font-family: Arial,Helvetica;">[|Andorid Application Google Competition], with 10M$ prizes! <span style="display: block; font-family: Arial,Helvetica;">[|BackPropagation Competition] (Joost, Schiffmann) <span style="display: block; font-family: Arial,Helvetica;">[|Benchmarking of learning algorithms] (Lutz Prechelt) <span style="display: block; font-family: Arial,Helvetica;">[|Brain-computer interface IV competition] <span style="display: block; font-family: Arial,Helvetica;">[|DELVE - Data for Evaluating Learning in Valid Experiments] <span style="display: block; font-family: Arial,Helvetica;">[|NIPS 2000 unlabled data supervised learning competition] - Krzysztof Grabczewski and Rafal Adamczak from DI NCU did quite well ! <span style="display: block; font-family: Arial,Helvetica;">[|NIPS 2001 unlabled data supervised learning competition] <span style="display: block; font-family: Arial,Helvetica;">[|NIPS 2003, feature selection challenge] - DI NCU collegues, Norbert Jankowski and Krzysztof Grabczewski came third! <span style="display: block; font-family: Arial,Helvetica;">[|Netflix 1 million dollars challenge] <span style="display: block; font-family: Arial,Helvetica;">[|10 challenging problems in Data Mining] | [|10 most influential DM algorithms] <span style="display: block; font-family: Arial,Helvetica;">**Comparison of results** <span style="display: block; font-family: Arial,Helvetica;">[|Comparison of classfication results] | [|Logical rules extracted from data] | [|2D pattern gallery of machine learning classifiers] <span style="display: block; font-family: Arial,Helvetica;">**Varia** <span style="display: block; font-family: Arial,Helvetica;">[|Cortex group home page] <span style="display: block; font-family: Arial,Helvetica;">[|Reduced Set Probability Density Estimator], Parzen windows and Reduce set method, software and paper <span style="display: block; font-family: Arial,Helvetica;">[|Imagination engines] - "creative" neural networks? <span style="display: block; font-family: Arial,Helvetica;">[|Mgix's Neural Network Taming Page] <span style="display: block; font-family: Arial,Helvetica;">[|NeuroChat] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Computing Group (Aston): NN Software] <span style="display: block; font-family: Arial,Helvetica;">[|Neural Connection - SPSS] <span style="display: block; font-family: Arial,Helvetica;">[|On-line NN courses] (from PNL) <span style="display: block; font-family: Arial,Helvetica;">[|Neural Networks at your Fingertips], Adeline, Hopfield and other NN models <span style="display: block; font-family: Arial,Helvetica;">[|Rule Extraction From Neural Networks] | [|QUT Machine Learning Research Centre] <span style="display: block; font-family: Arial,Helvetica;">[|Steck J.E, quantum dots, neural] <span style="display: block; font-family: Arial,Helvetica;">[|Transfer between neural networks] <span style="display: block; font-family: Arial,Helvetica;">[|Transfer funcitons in neural networks] - tutorial <span style="display: block; font-family: Arial,Helvetica;">
 * ===Other neural network topics=== ||

<span style="display: block; font-family: Arial,Helvetica;">[|Software for neural networks] - separate page <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">Self-organisation, Kohonen model, SOM, unsupervised models <span style="display: block; font-family: Arial,Helvetica;">[|Kohonen, Oja, Helsinki Group] | [|SOM bibliography] | [|SOM/LVQ page] | [|SOM/LVQ unofficial page] | <span style="display: block; font-family: Arial,Helvetica;">[|Eudaptics - SOMine] <span style="display: block; font-family: Arial,Helvetica;">[|B. Fritzke, Growing SOM] | [|demo GNG (Growing SOM ect)] | [|ReefSOM], or SOM fish ... | <span style="display: block; font-family: Arial,Helvetica;">[|Mixture modelling] - David Dowe, unsupervised learning | [|Mixture modelling & Clustering] (Monash) <span style="display: block; font-family: Arial,Helvetica;">[|ViSOM], H. Yin | <span style="display: block; font-family: Arial,Helvetica;">**SOM-based maps:** [|WEBSOM] - free-text mining | [|VizieR astro catalog] | [|astro A&A papers map] | [|Astroph.J papers map] | <span style="display: block; font-family: Arial,Helvetica;">[|PicSOM] - similarity based image browsing.

<span style="display: block; font-family: Arial,Helvetica;">Other intelligent search techniques: <span style="display: block; font-family: Arial,Helvetica;">[|Neurogrid] | <span style="display: block; font-family: Arial,Helvetica;">[|PicSOM] - image search with face recogniton. 

<span style="display: block; font-family: Arial,Helvetica;">[|e-MATH Home Page] <span style="display: block; font-family: Arial,Helvetica;">[|Mathematics Information Servers - UJ] <span style="display: block; font-family: Arial,Helvetica;">[|PennState] <span style="display: block; font-family: Arial,Helvetica;">[|American Statistical Association], and [|Journal of the American Statistical Association] <span style="display: block; font-family: Arial,Helvetica;">[|Computing Section] <span style="display: block; font-family: Arial,Helvetica;">[|Bernoulli Society for Mathematical Statistics and Probability] <span style="display: block; font-family: Arial,Helvetica;">[|International Association for Statistical Computing] | [|datasets from IASC] | [|few links to IASC databases] <span style="display: block; font-family: Arial,Helvetica;">[|International Federation of Classification Societies] <span style="display: block; font-family: Arial,Helvetica;">[|Java Applets for Visualization of Statistical Concepts] <span style="display: block; font-family: Arial,Helvetica;">[|Mathematics Preprint Server] <span style="display: block; font-family: Arial,Helvetica;">[|Mathematics Web] <span style="display: block; font-family: Arial,Helvetica;">[|Mathematica integrals] <span style="display: block; font-family: Arial,Helvetica;">[|NIST/SEMATECH e-Handbook of Statistical Methods] <span style="display: block; font-family: Arial,Helvetica;">[|FAQ: Numerical Analysis & Associated Fields Resource Guide]i [|kopia w Niemczech] <span style="display: block; font-family: Arial,Helvetica;">[|FAQ: Statistics] | [|SAS Webring FAQs] | <span style="display: block; font-family: Arial,Helvetica;">[|SIPTA, Society for Imprecise Probability], belief functions, probability orderings, interval-valued probabilities, measures of uncertainty, human judgment <span style="display: block; font-family: Arial,Helvetica;">[|Statistics.com] tools, software, data <span style="display: block; font-family: Arial,Helvetica;">[|Statistics and Statistical Graphics Resources]
 * ==Math & Statistics== ||

<span style="display: block; font-family: Arial,Helvetica;">**Algorithms:** <span style="display: block; font-family: Arial,Helvetica;">[|Stony Brook Algorithm Repository] <span style="display: block; font-family: Arial,Helvetica;">[|Dictionary of Algorithms, Data Structures, and Problems] <span style="display: block; font-family: Arial,Helvetica;">[|Computer Science Unplugged] (how to teach children algorithms) <span style="display: block; font-family: Arial,Helvetica;">[|Resampling, bootstrap etc] <span style="display: block; font-family: Arial,Helvetica;">[|World Scientific and Engineering Society], conferences in computational intelligence, jobs, positions ... <span style="display: block; font-family: Arial,Helvetica;">[|Sekcja Klasyfikacji i Analizy Danych] Polskiego Towarzystwa Statystycznego

<span style="display: block; font-family: Arial,Helvetica;"> [|Computer-based 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 PC-AI] > [|ENCORE: The hitch-hiker's guide to evolutionary computation] > [|Type2 fuzzy logic forum] > [|Kalman Filtering page] > [|Non-linear 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] > [|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 > [|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,] non-lin 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 > [|SKAD, Sekcja Klasyfikacji i Analizy Danych] Tow. Statystycznego > [|Matematyka Stosowana] - pismo PTM > [|Gatnar Eugeniusz] (AE Katowice) > [|StatSoft Polska] Sp. z o.o. - STATISTICA > [|Automatic Differentiation Tools] | [|Argonne Computational Differentiation] | [|Aachen AD page] | > [|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 > [|P-systems, or membrane computing] > [|Statystyka w medycynie] (statistics in medicine) | [|Research Methods Knowledge Base] > > [|Ensamble learning bibliography] > [|Foundations of Occam's razor] > [|Linear programming approach] > [|No-free-lunch literature] > [|Bibliography on discriminant analysis] (Keith Price). > [|MDS + data clustering], papers from Bonn (Buhmann & others) > [|Annotated Computer Vision Bibliography] (Keith Price). > [|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)
 * **Guides, reference and discussion forums:**
 * ===Labs & Departments=== ||
 * ===People in math/statistics=== ||
 * W Polsce** (in Poland)
 * ===Special topics in math/statisitcs=== ||
 * Bayesian Analysis:** [|International Society for Bayesian Analysis]
 * Classification**: [|Classification Society of North America]
 * Clustering**: [|EPCLUST: Clustering, visualization, and analysis] | [|Model-Based Clustering] (Raftery) | [|Bibliography on Cluster Analysis] (SAS) | [|Model-based Clustering] | [|Fuzzy Clustering Bibliography] | [|Fuzzy Cluster Analysis]
 * Computer Vision**: [|CV online]
 * 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

> [|Entropy on the World Wide Web] > [|Evaluation / Characterization] of Classification Algorithms (StatLog)
 * E**: [|Econometrics.Net]

> [|Geometric feature extraction] > [|Entropy estimation bibliography] > [|Best k and k best features] > [|Margin-based feature selection] > [|Class-specific 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)
 * Feature Selection**: [|Feature Selection Page] with links to books | [|Feature Selection papers]

> <span style="font-family: Calibri,sans-serif; font-size: 11pt;">[|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)] > [|High-Dimensional Space Page] > [|Information Filtering Resources] > [|Interval Computations] > [|Multidimensional Analysis] > [|Multidimensional Scaling] [|Information Retrieval]- separate page > [|Time series and chaos] [|Many math/science journals]  [|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 Non-linear Dynamics, SNDE] - Studies in Nonlinear Dynamics and Econometrics > Stochastic Resonance: [|SSCSD] > [|Perugia], > [|Symbolic Dynamics Textbook] | [|Symbolic Dynamics, Inc] | [|xxx e-print archive, Sissa] > [|Computers in Physics] - journal > [|TIPTOP/PAW: Directory for Physics Departments] > [|Optimization Technology Center] [|Global Optimization: Software, Events, Publications, Home Pages] [|Global (and Local) Optimization][| | Global Optimization Survey][| | Global Optimization e-book!] (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]
 * Graphical models, Bayesian belief networks**: [|Brief intro], Kevin Murphy
 * 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]
 * Transformations of images**: [|Curvlets] | [|Waveatom transforms] | [|Wavelets] | [|Rice wavelet toolbox] | [|Morphological Component Analysis] | [|SPARCO: sparse reconstruction algorithms toolbox] |
 * Transfer learning**: [|TL Spider Toolkit] |
 * ===Dynamical systems, complex systems=== ||
 * ===Optimization=== ||

[|Software][|TuneIT], Testing Machine Learning & Data Mining Algorithms - Automated Tests, Repeatable Experiments, Meaningful Results.

 <span style="display: block; font-family: Arial,Helvetica;">[|Kernel methods] server <span style="display: block; font-family: Arial,Helvetica;">[|Schölkopf server, Tubingen] <span style="display: block; font-family: Arial,Helvetica;">[|Girosi and Poggio SVM papers] <span style="display: block; font-family: Arial,Helvetica;">[|Support Vector Machines] book, software and links to kernel-based methods <span style="display: block; font-family: Arial,Helvetica;">[|SVM applications] <span style="display: block; font-family: Arial,Helvetica;">[|SVM On-line demonstration] | [|SVM Java Applet] <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Society for Modeling and Simulation International European Council] <span style="display: block; font-family: Arial,Helvetica;">[|PC-AI modeling and simulation] <span style="display: block; font-family: Arial,Helvetica;">[|Disapearing computer], EU FET projects <span style="display: block; font-family: Arial,Helvetica;"> <span style="display: block; font-family: Arial,Helvetica;">[|Chernoff's faces] Java demo | [|interactive applet] <span style="display: block; font-family: Arial,Helvetica;">[|CyberAtlas] | [|Code Swarm], dynamical visualization. <span style="display: block; font-family: Arial,Helvetica;">[|Data Visualization & Statistical Graphics] <span style="display: block; font-family: Arial,Helvetica;">[|DAVIS Java software], clusters, parallel coordinates, PCA <span style="display: block; font-family: Arial,Helvetica;">[|Distance Metric Learning], with software [|GE Data visualization] collection
 * **Kernel and Support Vector Machines** (SVM):
 * **Computer simulations**
 * **Visualization methods**

<span style="display: block; font-family: Arial,Helvetica;">[|HiT-MDS], or MDS with correlation coefficient, with software <span style="display: block; font-family: Arial,Helvetica;">[|Isomap, some Matlab software] <span style="display: block; font-family: Arial,Helvetica;">[|Locally Linear Embedding] <span style="display: block; font-family: Arial,Helvetica;">[|Maximum mutual information] feature transformations, K. Torkkola | <span style="display: block; font-family: Arial,Helvetica;">[|Multidimensional Scaling] (Newcastle Uni) | [|Multidimensional Scaling] on-line book by Cox and Cox | [|New MDSX], a resource base for Multidimensional Scaling | [|MDS], multidimensional scaling | [|MDS Alscal] | [|Hit-MDS] | [|MDS from Granular], with software | <span style="display: block; font-family: Arial,Helvetica;">[|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 | <span style="display: block; font-family: Arial,Helvetica;">[|Manifold learning], Mani webpage with Matlab demo | [|Bibliography and news] | simple [|manifold learning] example | <span style="display: block; font-family: Arial,Helvetica;">[|Table lens] <span style="display: block; font-family: Arial,Helvetica;">[|Proximity visualization], W. Basalaj, interesting thesis <span style="display: block; font-family: Arial,Helvetica;">[|Reccurrence plots] (N. Marwan and others) <span style="display: block; font-family: Arial,Helvetica;">[|VIsual DaTA MINing System], VITAMIN-S <span style="display: block; font-family: Arial,Helvetica;">[|Sonification], or play your data <span style="display: block; font-family: Arial,Helvetica;">[|Scientific sonification] <span style="display: block; font-family: Arial,Helvetica;">[|Time Radar Trees] <span style="display: block; font-family: Arial,Helvetica;">[|Visual complexity projects]

<span style="display: block; font-family: Arial,Helvetica;">**High-dimensional geometry** <span style="display: block; font-family: Arial,Helvetica;">[|Many-dimensional Geometry] | <span style="display: block; font-family: Arial,Helvetica;">[|Examples with java applets] (JW Bradley, RW West) | <span style="display: block; font-family: Arial,Helvetica;">[|High-dimensional geometry] (Piotr Indyk) | <span style="display: block; font-family: Arial,Helvetica;">[|Nonlinear Manifolds in Pattern Recognition] | <span style="display: block; font-family: Arial,Helvetica;">[|Polytopes and optimal packing of p points in n-dimensional spheres] | [|Polyhydral computations (Fukuda)] | [|Quick Hull algorithm for convex hull] | <span style="display: block; font-family: Arial,Helvetica;">[|High-D applets and games!]| [|More nice math applets], including hypercubes. <span style="display: block; font-family: Arial,Helvetica;">Software: <span style="display: block; font-family: Arial,Helvetica;">[|XMDV], software for interactive visual exploration of multivariate data sets, intersting case studies. <span style="display: block; font-family: Arial,Helvetica;">[|Large graph layout (LGL)] <span style="display: block; font-family: Arial,Helvetica;">[|Graphviz graph drawing software] <span style="display: block; font-family: Arial,Helvetica;">[|Visumap - Relational Perspective Maps] (free trial) | [|More software for visualization]

<span style="display: block; font-family: Arial,Helvetica;">Courses: <span style="display: block; font-family: Arial,Helvetica;">[|Information Visualization and Presentation], M. Hearst <span style="display: block; font-family: Arial,Helvetica;">[|Statistical learning theory and applications], T. Poggio <span style="display: block; font-family: Arial,Helvetica;">[|CI lectures], Andrew Ng, Stanford <span style="display: block; font-family: Arial,Helvetica;">Applications: <span style="display: block; font-family: Arial,Helvetica;">[|Atlas of the Cyberspace] <span style="display: block; font-family: Arial,Helvetica;">[|Opte - map of the Internet] | <span style="display: block; font-family: Arial,Helvetica;">[|Probabilistic learning] (P. Smyth)
 * **Course notes**

<span style="display: block; font-family: Arial,Helvetica; text-align: right;">Last modification 2.01.2014, by [|Wlodzislaw Duch]; my [|local homepage]