AI & Machine Learning Links

Red color = superpages. Older version of this page in Polish.

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• AI & Machine Learning
  Agents, bots, avatars | AI Conferences | AI in medicine | Bioinformatics | Data mining | Education & AI | Logic in AI | Case-based Reasoning | General Resources | Journals, books, publishers | Labs and a few individual researchers | Machine Learning | Most ambitious AI projects | Software | Special topics |
• 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 |

• AAAI, American Association for Artificial Intelligence has great AI Topics references! Includes cognitive science.
  
• AI Societies and Organizations Directory
  
• AI, Cognitive Science and Robotics WWW | research groups; conferences;
• AI Depot, good intro!
• AI on the Web, IEEE Intelligent Systems
• AI Dictionary
• AI Resources in Medicine (LARG*net)
• AI Resources, About.com guide
• AI on the Web (Russell)
• AI Resources (Exeter Uni)
• Applied AI Reference tree of knowledge.
• copy in France
• CMU Artificial Intelligence Repository
• Computational Intelligence Resources, CITE (Elsevier)
• Decision/Risk Analysis
• Decision Analysis Society of INFORMS
• EUNITE- EUropean Network on Intelligent TEchnologies for Smart Adaptive Systems
• Evolutionary Computation in art
• Excite - Computer Science, AI, HCI
• AI FAQ | comp.ai.philosophy FAQs |
• Intro to the Science of AI (intro, history, concepts, headlines, programs ...)
• KBS/Ontology Projects and Groups
• AI/AL resources (John Eikenberry)
• Meta-Knowledge Engineering Server for High-Intelligent Socio-Cognitive Systems (Gadomski)
• PC-AI list of AI sites
• New Scientist AI links
• Neural Networks, Neuroscience, Genetic Programming, Artificial Life Resources
• Pawel Cichosz AI Page
• WWW Virtual Library: AI Neuralnets.eu, AI info, Poland
• Mailing Lists/Services:   Machine Learning | Connectionist | AI News AI Briefs News: comp.ai and other groups

• AISB, The Society for Study of AI and the simulation of Behavior
• ECCAI, the European Coordinating Committee for Artificial Intelligence
• Erudit, European Network for Fuzzy Logic and Uncertainty Modeling in Information Technology .
• IEEE Home Page
• International Fuzzy Systems Association (IFSA)
• SIG on AI (Special Interest Group on AI)
• SCS, The Society for Computer Simulation, conferences, publications
• Society For Artificial Intelligence and Statistics
• Pattern Recognition Information
• Towarzystwo Przetwarzania Obrazów Association for Image Processing

Speculations about AI future

• Future of AI, Ray Kurzweil futuristic site.
• Dawn of the Human-made Gods, Bill Hibbard.
• Talks by Wlodzislaw Duch.

• AI, CogSci and Robotics: List of Conference Lists, Organisers and Past Papers
• AAAI Conferences Page
• IEEE Conference Page
• Conferences on ML (Aha)
• Computist International AI and computing news

• AAAI-05 Workshop On Modular Construction of Human-Like Intelligence
• CONALD: Conference on Automated Learning and Discovery
• ICDM'2001 - International Confrence on Data Mining
• IEA/AIE-2000, 13th Int. Conf. on Industrial & Engineering Applications of Artificial Intelligence & Expert Systems.
• PKDD'99, 3rdEuropean Conference on Principles and Practice of Knowledge Discovery in Databases, including discovery challenges

• Advanced Reasoning at Aberystwyth, also CBR, Chris Price and others.
• Association of Logic Programming (ALP)
• Automated Reasoning Project
• List of Computational Intelligence Resources
• Logic for Commonsense Reasoning, Rob Miller
• Logic Programming, from PC-AI.
• Logic Programming Associates (LPA), Prolog, AI, NLP and WWW technologies, news
• Non-Axiomatic Reasoning System (NARS), Pei Wang, Indiana
• Recursive Partitioning trees, rule induction, logic.

Fuzzy

• Fuzzy Logic AAAI resources
• Fuzzy Logic and Neurofuzzy (Neuro-fuzzy) resources
• Fuzzy Logic Resources (R. Fuller)
• Fuzzy Logic from PC-AI
  
• AdvLearn, Fuzzy rule-based ML
• MIT and ELITE, fuzzy logic network
• Neuro-Fuzzy and Soft Computing (Taiwan)
• NAFIPS, North American Fuzzy Information Processing Society.

Rough Sets:

• International Rough Set Society
• Rough Set Intro (Poznan)
• Regina Univ. Bulletin of Rough Sets
• Bibliography of rough sets (II-PW)
• Rough set software

• CBR - Home Page
• Case Based Reasoning on the Web
• AI-CBR Page | European mirror
• CBR at Aberystwyth, Chris Price.
• Case-Based Reasoning Repository
• Easing Knowledge Acquisition for Case-Based Design
• Witryny ekspertów ML & CBR
• Case Based Reasoning in Cardiovascular Disease
• Qualitative Models as Indices for Memory-Based Prediction.

Nearest Neighbors: Nearest Neighbor Search Algorithms, Kd-trees | David Mount's papers

Decision trees: Recursive Partitioning trees and rules
On Growing Better Decision Trees from Data, Ph.D. thesis by Kolluru Venkata Sreerama Murthy
Zijian Zheng publications

• AI, CogSci & Robotics journal list
• Kluver AI and NN journals (AI, AI Review, Machine Learning, Data Mining and Knowledge Discovery, J. of Intelligent Information Systems, Neural Processing Lett, Minds & Machines etc)
• Machine Learning (papers are removed after publication)
• Neural Networks Journals (old KIS list)

• IEEE Intelligent Systems

• LIONHEART - Publisher of the Intelligent systems reports
• MIT Press Books
• Springer: LN in AI series | Perspectives in Neural Computing | Studies in Fuzziness and Soft Computing | Advances in Industrial Control

• AI Communications: The European Journal on Artificial Intelligence | Artificial Intelligence in Engineering (Elsevier) | Artificial Intelligence Reviews (Kluwer) | Engineering Applications of Artificial Intelligence (Elsevier) | Electronic Transactions on Artificial Intelligence (on-line) | Journal of Artificial Intelligence Research | Knowledge and Information Systems |

• Expert Systems With Applications (Pergamon) | IEEE Intelligent Systems | Intelligence Technologies Journal | International Journal of Approximate Reasoning | Journal of Computational Intelligence in Finance (former NEUROVE$T) | The Journal of Computational Finance |

• Machine Learning | Journal of Machine Learning Research (JMLR) | Journal of Symbolic Computation, special issue on schemas | PC AI - popular, many commerical adds related to AI
  Journal of Machine Learning Gossip (JMLG, humor in ML)
  International Journal of Machine Consciousness (2009)

• Bibliography servers, DI UMK
• Computer Science Web
• International Book Information Service
• MPI Informatik Library Search
• Statistics for the Computer Science BibliographyCollection
• Machine Learning Bibliography, on-line papers (Berkeley)
• PH Bibliography search (image, pattern recognition, ML)
  Cora, Computer Science Bibliographies
• Unified Computer Science Index (Indiana)
• Computer Science Technical Report Sources (Cornell)
• Computer Science Preprints
• Stanford University Computer Science Department Electronic Library
• Master Bibliography of KDD and Data Mining Papers
• Bibliography on Machine Learning in Strategic Game Playing

  On-line books, proceedings and courses:

• Outsider's Guide to Artificial Intelligence & Robot Wisdom
• Evolution of Parallel Cellular Machines (book)
• Books on ML, Aha list
• Courses on ML, Aha
• Index of Machine Learning Courses, Honavar
• Comp. Science Lecture Notes, AI included (Ingargiola)
• Java in AI Course Notes
• Knowledge Representation book - John Sowa
• Mitchel Tom, ML book course notes and Fall 1998 version
• ML course, Steven Salzberg, also good papers
• Proceedings for the ICML97 Workshop on ML Application
  
  
• AI Java demos | AIxploratorium |
• Tower of Hanoi |
• Tokyo live lectures in AI |

• Aha David | his long list of ML experts, lokalna kopia listy ekspertów (Aha)
• Agraval Rakesh, IBM - data mining
• Baluja S, search, evolutionary computing, optimization
• Bjorvand Torvill - rough & fuzzy
• Cohen William, inductive methods, text mining
• Duentsch Ivo - rough sets & statistics
• Dubitzki Werner - NN, agents, case-based, bioinformatics
• Usama Fayyad, KDD
• Friedman Nir, Bayesian belief networks, learning
• Fürnkranz Johannes (Vienna) - ML, dec. trees, ILP and game playing
• Geibel Peter (Berlin) - ML, decision trees, graphs
• Goldfarb Lev - inductive learning
• Kononenko, Kovacic, Kukar, Pompe, Robnik-Sikonja
• Koczkodaj Waldemar
• Kohavi Ron, data mining, made MineSet at SGI
• Korczak Jerzy, A.I. Group of the LSIIT
• Magnus Stensmo, decision support, medical diagnosis
• Mauldin Michael Julia, MUD agents
• Martinez T, NN, kNN, quantum ...
• McCarthy John, Stanford, AI & beyond
• Michalewicz Zbigniew and NewTech solutions
• Michalski Ryszard, machine learning
• Minsky Marvin (MIT)
• Nolfi Stefano (Rome), evolutionary robotics, self-organization
• Pedrycz Witold (UoA, Edmonton)
• Quinlan Ross (Sydney)
• Ruspini Enrique via Google - approximate reasoning, probabilistic and evidential reasoning
• Shavlik Jude, knowledge based systems
• Sloman Aaron, agenci, filozofia AI
• Steels Luc, VUB AI lab
• Thrun Sebastian, publications
• Waltz David, MBR
• Wettschereck Dietrich, kNN & ML
• Webb Geoff, ML, software, papers
• Winograd Terry, AI, Stanford

• Artificial Intelligence Group (Berlin, Fritz Wysotzki)
• AUC Cairo, Egypt
• Austrian ÖFAI Machine Learning Group
• AI- Group, Beckman Institute, University of Illinois
• Cognitive Systems: Integrated and Hybrid Architectures
• COIL Web. Computational Intelligence and Learning
• Honavar publications, Iowa
• Decision Systems Laboratory
• Department of Informatics, Nicolaus Copernicus University, Torun, Poland.
• DEMO Lab, Jordan Pollack, A-life, coevolutionary learning etc. | Golem project - evolving physical robots |
• ICS - Department of Knowledge-Based Systems (Prague)
• Learning Agents & Systems group, Aberdeen, Pete Edwards, dimensionality reduction/feature selection; pruning methods, ML, data-mining
• Inteligent Systems Research, Teheran
• M.I.T. Theses and E-Theses Online
• NOBOTS, Stanford AI group
• NIKEL, Northern Ireland Knowledge Engineering Laboratory (J. Hughes)
• Regina University, Cercone, Chan, Goodwin, Hamilton, Wong, Xiang, Ziarko
• RWCP, Real World Computing Partnership (Japan)
• Stanford Knowledge Systems Lab
• The Knowledge Systems Group (J. Komorowski)
• Toronto ML group
• UCI Artificial Intelligence Papers
• UTCS Machine Learning Research Group
• Zurich University, AI Lab

Labs in Poland

• Machine Learning Page (David Aha) | books on ML | conferences on ML | courses on ML
• Kolmogorov-Net, papers and ML projects |
• ML dictionary |
• Global Machine Learning Page
• On-line machine learning resources (OFAI Austria)
• ML-Net, Machine Learning NET | EvoNet, Evolutionary computing NET |
• ML resources from UCI | mirror in Italy
• ML from PC-AI
• Roadmap, ML future trends

• Benchmarking of learning algorithms (Lutz Prechelt)
• CALD, Center for Automated Learning and Discovery, CMU
• Lazy learning - numery specialne AI Review
• Hardware Evolution Web Links
• MDL, Minimum Description Length
• ML/CBR Home Pages: Letter Index
• Pawel Cichosz - Machine Learning Page
• MLnet - The European network of excellence in Machine Learning
• Machine Learning Research Groups (from Waikato, NZ)

• Reinforcement Learning Andrés Perez-Uribe links | P. Cichosz links (some Java demos) | Java Black Jack | RL Tutorial
• Support Vector Learning

• Inductive Logic Programming (ILPNet2) | ILP Library (many papers) | ILP Network of Excellence |

• Machine Learning textbook (Tom Mitchell)
• Nillson - ML book (draft)
• Lavrac and Dzeroski - ILP book

  ML Software

• KD Mine: Data Mining and Knowledge Discovery Resources Index
• Glossary of DM Terms
• Distributed DM bibliography
  
• Crisp-DM data mining methodology
• Data Mining and KDD information
• Data Mining Advisor - Metal-KDD.org
• Data Mining in Finances
• Data Miners: Michael Berry and Gordon Linoff
• Data Mining Software Vendors
• IBM Data Mining info
• Knowledge Discovery and Data Mining Foundation
• KDNet, Knowledge Discovery Network of Excellence, Europe
• Helsinki Data Mining Group
• Megaputer data mining software/applications.
• MIT - Management Intelligenter Technologien, DataEngine software
• National Center for Data Mining at UIC
• Rulequest Research (Ross quinlan, C5 - See5)
• SIG KDD special interest group
• Ultragem Data Mining (genetic, rule extraction)
• Vmark DataStage - obróbka danych
  
• Latent Semantic Analysis (Boulder)
• Latent Semantic Indexing (Tennesee)
• Text Mining, J. Chen PhD thesis
• WebMining PL - SPSS
• Neural Networks Databases (UCI, CMU and other)
• Data Warehouse and Data Mining, from PC-AI
• New Architect Daily, technology magazine

SIG KDD Explorations Journal and Newsletter | DM Review | IBM Data Mining Papers
Analysis of Data Mining Algorithms paper

Interesting applications:
Zsolutions | Alice-soft DT | CalSci (demo BrainMaker) | MIT GMBH |

• ACT Research Home Page (John Anderson) i Carnegielearning Cognitive tutors | Ms. Lindquist algebra tutor
  
• BioCyc Database Collection, collection of pathway/genome databases for microorganisms and humans | EcoCyc/MetaCyc project, P. Karp, Stanford
• Cognitive Models List, Wheeler
• Cognitive Systems: Integrated and Hybrid Architectures and Algorithms
• CYC project, Cycorp, Inc
• DARPA new program solicitations.
• DARPA Cognitive systems programs.
• DARPA ongoing programs | Bootstrapped Learning (BL) | Global Autonomous Language Exploitation (GALE) | Integrated Learning (IL) | Learning Locomotion (LL) | Multilingual Automatic Document Classification Analysis and Translation (MADCAT) | Personalized Assistant that Learns (PAL) | Systems of Neuromorphic Adaptive Plastic Scalable Electronics (SyNAPSE) | Transfer Learning (TL) |
• DARPA Completed programs: Biologically-Inspired Cognitive Architectures (BICA), Learning Applied to Ground Robots (LAGR), Real-World Reasoning (REAL) and more.
• Decade of the Mind
• Digital Aristotle
• Evolved Machines, growing large neural nets!
• Goedel Machines
• Numenta Platform for Intelligent Computing | Memory-based prediction and Neocortex project |
• NASA Intelligent Systems, autonomous, collaborative, discovery and health systems - far out ...
• The Open Cognition Project (Ben Goertzel)
• Singularity AI Institute
• Soar (Newell, Simon, others) | Soar Tech company | Soar-IFOR (real-time military pilot) | Steve - VR training | Soar - tutorials |
• Stanford Ontology Server, Ontolingua Project | Systems of Neuromorphic Adaptive Plastic Scalable Electronics |
• UK Grand Challenges for Computing Research | In Vivo - In Silico | Ubiquitous Computing | Memories for life | Dependable Systems Evolution | Journeys in Nonclassical Computation |

Brain/mind simullators

• AI Mind Project
• Architecture of Brain and Mind |
• Artificial development, 20G neurons with 20 T connections! Is this a sound project?
• The BioRC Biomimetic Real-Time Cortex Project, USC, nanoscale carbon-tune cortex
• Blue Brain Project, detailed whole brain simmulations on the IBM Blue Gene (H. Markram)
• Conscious Software Research Group, Stan Franklin's CMattie based on Baars model | older VMattie project |
• Ersatz brain project, James Anderson
• Ai (Israel), Hal, child machine
• Novamente AI Engine, Real AI Institute, Ben Goertzel
• Polyscheme - Human-Level Intelligence Lab, Roensaller.
• OSCAR Project, John L. Pollock
• Shruti, reflexive reasoning network

Robots

• ADAPT EU project baby bot
• Aldebaran Robotics
• Cog Project , R. Brooks, MIT | Kismet | Subsumption architecture |
• DB, Kawato's Dynamic Brain Project
• Feelix, emotion expressions in Lego
• Grace robot, CMU
• NOMAD Project, G. Edelman & J.L. Krichmar; Synoetics robots
• Japanese robots
• PACO, perception, action and cognition, EU robotics project.
• iCub baby robot.
• Romero, new humanoid.
• Robonaut 2, NASA
• Waseda robots, flutist, sax player, etc

Most challenging new projects: iCUB RobotCub | Antropomimetic robot |

• AI Medical Systems in Routine Use and here
• American Medical Informatics Association
• MIT LCS Clinical Decision Making Group
• Center for Advanced Medical Informatics at Stanford
• Centre for Health Informatics, Aberystwyth
• Clinical Decision Making - David Lennon
• History of AI in medicine (MIT)
• Department of Medical Informatics, Columbia
• Department of Medical Cybernetics and AI (Vienna)
• Duke Medical Informatics
• Guardian (Stanford)
• International Medical Informatics Association
• MedAI, Medical AI
• Medical Algorithms list, Institute for Algorithmic Medicine
• Medical Expert and Knowledge-based Systems (Vienna).
• Medical Expert, Dept of Medical Computer Sciences Uni Vienna Medical School (Adlassnig).
• Medical Image Analysis (Elsevier)
• Medical Informatics Short Course
• Medical Informatics Research (University of Louisville)
• ML for Cancer Diagnosis and Prognosis
• Open Knowledge Management for Clinical care, including AI systems in clinical practice.
• Stanford Medical Informatics
• Yale Center for Medical Informatics

Agents: Agent-Based Computing, European network of excellence | AgentLink | AgentNews Webletter | Agent Technologies | Agent Theories, Architectures, and Languages (workshops) | AgentWeb, UMBC | Art Bots, painters and others | Autonomic agents, virtual people | IBM Intelligent Agents | Intelligent Agents Repository | Intelligent Agents from PC-AI | Intelligent Software and Robot Agents, VUB | Learning Intelligent Book Recommending Agent | LemurBot (robotic musical instruments) | MS Agent ring, over 100 sites | Project Persona, Microsoft, check related projects | Prody Parrot, personal assistant from MindMaker | Talking Buddy, agent do wszystkiego |
SICS - Intelligent Software Agents Resources | Web Robots Database |
Autonomous agents 2001 conference
Emergent Behaviour Computing | Dynamic Negotiating Agents (Ronin, Xreggie, Centaurus) |
SciAgent for Multidisciplinary Problem Solving Environments |
Survey of Cognitive and Agent Architectures | CS1 survey | CS2 survey | CS3 survey | CS4 survey | CS5 survey |
Jadex BDI Agents Java software.

Multiagent systems:
Intro to multiagent systems (Vlassis) | Ron Sun multiagent learning papers and links | Dynamics of Multiagent Systems, Xerox | Mike Wooldridge publications, Liverpool |

Virtual humans and avatars: more bots, lingubots, chatterbots here.
Virtual Friends demos (Haptek) | Virtual Bush (Haptek) |
Inteliwise, marketing solutions with avatars
Pulse 3D Veepers, Virtual Personality
Sitepal Vhost flash characters | Sitepal flash characters | Jeremiah simulated face |
Sports trivia game | Speak2me flash | AI oddcast | Virtualworlds.com |
CogWorks Virtual People news | Digital Space Worlds | Active worlds | John Lennon | Virtual worlds company | Talking heads in java | Talking heads (Yale), great site! | Center for Human Modeling and Simulation | Steven Stahlberg gallery | Virtual Humans, Peter Plantec |

Virtual Pets: virtual pet list | AIBO Dog (Sony Europe) and Sony International | TARGET: Task Analysis Rule GEneration Tool | Furby | Tamagotchi |

Robotics: Cognitive Robotics (London) | humanoid robotics news and links | Jumping robots page | Mobile Robot Lab (Georgia) | Osaka Uni | USC Robotics Lab | Stanford robotics lab | Navy tech database |

EU Integrated Projects: Cogniron Project | Neurobotics, Hybrid Bionic Systems | paper archive |

Android world
Robo-cup, robot football | Euro-Robo-cup
Only Robots
Robo-prize czyli walki robotów za milion $ | Robotics Competition (US First) |
Robots.net | Lucy Matilda (CyberLife Research)
Robo-Space |
SGI Robot Zoo, animal biomechnics
Collective Robotic Intelligence Project
WEbots - simulations of robots |
Cye, personal robot
Honda P3 | Honda Asimo | Honda - humanoidal robots
Omron - human media + fuzzy logic
Parc XErox modular reconfigurable robotics | Robita, Waseda Univ | Robota dolls | Swarmbots, EU FET project |
Sony - Qrio robots | AIBO | AIBOnet |
Wakamaru, Mitsubishi Heavy, first commerically sold humanoid (Sept 2005) |
Korean KITECH realistic android

NASA Robotics | Robotics in Japan
Hans Moravec, Carnegi Mellon
Robot sci-tech magazine
Cognitive architectures for robots

NavLab - autonomous vehicles

Autonomous mental development:
IEEE NNS SIG on Autonomous Mental Development with many task forces and links to experts
Cog Project (MIT)
SAIL and Dav projects | Emboded intelligence lab |

Robot history
Mr Faber's Amazing Talking Head
Stelarc's Prosthetic Head

• Bioinformatik.de!
• Bioscience.org (journal & lib)
• TBR Bioinformatics resource (Manchester) | UCSC Bioinformatics
• CMCH Pediatric Informatics | CMCH genome |
• European Bioinformatics Institute (EBI) | Data mining in molecular biology (EBI) |
• UC Institute for Genomics and Bioinformatics (Baldi, Long).
• CAMDA conferences |
• KDD Cup challenges in bioinformatics.
• GenCards Encyclopedia, Wiezman
  
• Virtual Academy of Bioinformatics.

Entrez, Genomy (NCBI) | GenBank | data mining tools |
M. Eisen Lab at LBL (Software, Data)
Folding, Stanford page, distributed computing

Bioinformatics PL, Poznan group, L. Rychlewski

Microarrays:
E-lib of microarray publications | Critical Assessment of Microarray Data Analysis (CAMDA) |