## Computational intelligence: neural networks and relevant mathWlodzislaw Duch |

- 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 |

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

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.

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

Semi-supervised 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 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)

Commercial NN companiesAND Corporation

Arkus, PL, program ORCA, NN/GA

Neurodynamics

## Conferences in CI and Neuroscience |

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

## 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 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

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)

## Bibliographies, repositories and paper search engines |

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

Videolectures.net

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)

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, 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

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

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)

ART WWW Site (Adaptive Resonance Theory, Stephen Grossberg | Gail Carpenter| old ART FAQ

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

Biomine web service:

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

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 |

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)

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 Programming Society

Genetic Algorithms Group Publications List

Genetic Algorithms - Innovation (D. Goldberg)

Java Applets for NNs and Artificial Life

Java Demos (Hassoun)

Neural Java (LAMI)

NN Warehouse demos

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

## 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, 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)

## 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) | 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

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 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, Klaus-Robert 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, 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, 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

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, A-life

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 |

Astro-neural 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

Pic Breeder genetic art

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 safety-related 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 Home Page | Microsoft Face Group | Identix, FaceIt and other commerical software.

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 - 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;

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, 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)

Brain-computer 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 classfication results | Logical rules extracted from data | 2D pattern gallery of machine learning classifiers

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

Transfer funcitons in neural networks - tutorial

Software for neural networks - separate page

Self-organisation, 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 |

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 e-Handbook 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, interval-valued probabilities, measures of uncertainty, human judgment

Statistics.com tools, software, data

Statistics and Statistical Graphics Resources

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:**

- 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

## Labs & 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)

- Seeing statistics course/book demo

## People 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, 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

## Special topics in math/statisitcs |

- Bayesian Model Averaging
- Bayesian Model Selection Papers> Variational Bayes (ensemble learning)
- Society for Bayesian Analysis (ISBA), including journal

- 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)

- Entropy on the World Wide Web
- Evaluation / Characterization of Classification Algorithms (StatLog)

- 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)

- 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

Many math/science journals

## Dynamical systems, complex systems |

- 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 |

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

SoftwareTuneIT, Testing Machine Learning & Data Mining Algorithms - Automated Tests, Repeatable Experiments, Meaningful Results.

**Kernel and Support Vector Machines**(SVM):

Schölkopf server, Tubingen

Girosi and Poggio SVM papers

Support Vector Machines book, software and links to kernel-based methods

SVM applications

SVM On-line demonstration | SVM Java Applet

**Computer simulations**

PC-AI modeling and simulation

Disapearing computer, EU FET projects

**Visualization methods**

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

HiT-MDS, 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 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 |

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, VITAMIN-S

Sonification, or play your data

Scientific sonification

Time Radar Trees

Visual complexity projects

Many-dimensional Geometry |

Examples with java applets (JW Bradley, RW West) |

High-dimensional geometry (Piotr Indyk) |

Nonlinear Manifolds in Pattern Recognition |

Polytopes and optimal packing of p points in n-dimensional spheres | Polyhydral computations (Fukuda) | Quick Hull algorithm for convex hull |

High-D 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**

Last modification 2.01.2014, by Wlodzislaw Duch; my local homepage