Sztuczna Inteligencja i Uczenie Maszynowe

Pismo i Konferencje Polskiego Towarzystwa Kognitywistycznego

• Sztuczna inteligencja i uczenie maszynowe
  Ogólne Zasoby | Konferencje AI | Logika w AI | Rozumowanie oparte na precedenscach (Case-Based Reasoning) | Pisma, książki, wydawcy | Laboratoria i kilku ekspertów | Uczenie maszynowe | Software | Drążenie danych - data mining | Najbardziej ambitne projekty AI | AI w medycynie | Agenci, boty | Bioinformatyka | Zagadnienia specjalne | Edukacja i AI |
• Osobne strony
  AI w szukaniu informacji | Kognitywistyka | Inteligencja Obliczeniowa | Neurobiologia | Software & dane do analizy | Nauka i jej obrzeża |

• 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.
• Artificial Intelligence: Gateway To The World
• Artificial Intelligence Subject Index | copy in France
• Artificial Intelligence Resources (Canada) (Canada)
• 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: Gateway To The World
• Evolutionary Computation in art
• Excite - Computer Science, AI, HCI
• FAQs & Archives on AI, NN, GA | comp.ai.philosophy FAQs |
• Intro to the Science of AI (intro, history, concepts, headlines, programs ...)
• Knowledge-Based Systems: Gateway To The World
• 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
• Mailing Lists/Services:   Machine Learning | Neuron Digest | Connectionist | Evolutionary programming & other | 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

Spekulacje na temat przyszłości sztucznej inteligencji

• Future of AI, Ray Kurzweil futuristic site.
• Dawn of the Human-made Gods, Bill Hibbard.
• Cyberprzyszłość naprawdę fantastyczna, oraz inne referaty W. Ducha.

• 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 i inni.
• Association of Logic Programming (ALP)
• Automated Reasoning Project
• List of Computational Intelligence Resources
• Logic for Commonsense Reasoning about Continuous Change (Imperial College London)
• Logic Programming, z PC-AI.
• Logic Programming Associates (LPA), Prolog, AI, NLP and WWW technologies, news
• Recursive Partitioning trees, rule induction, logic

Systemy rozmyte

• Fuzzy Logic AAAI resources
• Fuzzy Logic and Neurofuzzy (Neuro-fuzzy) resources
• Fuzzy Logic Resources (R. Fuller)
• Fuzzy Logic: Gateway To The World: Fuzzy Logic (PNL)
• 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.

Zbiory przybliżone - 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 - interesujący artykuł.

Algorytmy najbliższych sąsiadów (kNN): Nearest Neighbor Search Algorithms, Kd-trees | David Mount's papers

Drzewa decyzji : 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 (całe prace są tylko krótko)
• Neural Networks Journals (KMK 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 - interesujące pismo popularne, dużo reklam firm komercyjnych
  Journal of Machine Learning Gossip (JMLG, humor in ML) |

• Bibliography servers, KMK 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

  Książki w sieci, wykłady, notatki:

• 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 |

• Systemy uczące się, Pawel Cichosz

• 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
• 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 H (SRI) - approximate reasoning, probabilistic and evidential reasoning
• Schädler Kristina (Berlin) - NN, similarity
• 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
• 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
• 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

W Polsce:

• Sztuczna Inteligencja - serwis informacyjny
• Samodzielna Pracownia Sztucznej Inteligencji, Pol. Warszawska (J. Mulawka).
• Laboratorium Sztucznej Inteligencji Inst. Informatyki Pol. Warszawskiej (raporty o RS), Z. Pawlak i inni
• Laboratory of Intelligent Decision Support Systems, Pol. Poznańska: Roman Slowinski | Jerzy Stefanowski |
• Andrzej Skowron rough sets, logics | Group of Mathematical Logic | their papers
• Katedra Informatyki Stosowanej UMK

• 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
• Machine Learning databases
• 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)

  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 (intersujące zastosowania):
Zsolutions | Alice-soft DT | CalSci (demo BrainMaker) | MIT GMBH |

• ACT Research Home Page (John Anderson) i Carnegielearning Cognitive tutors | Ms. Lindquist algebra tutor
• Artificial development, 20G neuronów i 20T połączeń! Czy to możliwe?
• Blue Brain Project, szczegółowe symulacje całego mózgu na supermaszynach IBM Blue Gene (H. Markram)
  
• Cog Project (MIT) (R. Brooks) | Kismet | Subsumption architecture |
• Conscious Software Research Group, Stan Franklin's CMattie based on Baars model | older VMattie project |
• Cognitive Models List, Wheeler
• Cognitive Systems: Integrated and Hybrid Architectures and Algorithms
• CYC project, Cycorp, Inc
• DARPA projects | Integrated Learner (10/2005) | High Performance Knowledge Bases (HPKB) |
• DB, Kawato's Dynamic Brain Project
• EcoCyc/MetaCyc project, P. Karp, Stanford
• Ersatz brain project, James Anderson
• Grace robot, CMU
• Ai (Israel), Hal, child machine NASA Intelligent Systems, autonomous, collaborative, discovery and health systems - far out ...
  
• NOMAD Project, G. Edelman; Synoetics robots
• Novamente AI Engine, Real AI Institute, Ben Goertzel
• OSCAR Project, John L. Pollock
• Polyscheme - Human-Level Intelligence Lab, Roensaller
• Shruti, reflexive reasoning network
• 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 |
• UK Grand Challenges for Computing Research | In Vivo - In Silico | Ubiquitous Computing | Memories for life | Architecture of Brain and Mind | Dependable Systems Evolution | Journeys in Nonclassical Computation |

• AI-medicine, old FAQ
• 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
• Historia AI w medycynie (MIT)
• Department of Medical Informatics, Columbia
• Department of Medical Cybernetics and AI (Vienna)
• Duke Medical Informatics
• Expert Systems in Medicine
• Guardian (Stanford)
• International Medical Informatics Association
• MedAI, Medical AI
• 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

Agenci: 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 |
Jadex BDI Agents Java software

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

Awatary i wirtualni ludzie
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 |
Einstein trivia game | Speak2me flash | AI oddcast |
CogWorks Virtual People news | Digital Space Worlds | Active worlds | John Lennon | Virtual worlds company | Talking heads in java | Talking heads (Yale), supersite! | Center for Human Modeling and Simulation | Steven Stahlberg gallery | Virtual Humans, Peter Plantec |
Marek Kasperski: Aibotworld | Sztuczna inteligencja | Kognitywistyka.net |

Więcej o botach, lingubotach i chatterbotach

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

Robotyka: Cognitive Robotics (London) | humanoid robotics news and links | 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, czyli piłka nożna dla robotów | Euro-Robo-cup
Only Robots
Robo-prize czyli walki robotów za milion $ | Robotics Competition (US First) |
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 - roboty humanoidalne
Omron - human media + fuzzy logic
Parc XErox modular reconfigurable robotics | Robita, Waseda Univ | Robota dolls | Swarmbots, EU FET project |
Sony - roboty Qrio | AIBO | AIBOnet |
Wakamaru, Mitsubishi Heavy, first commerically sold humanoid (Sept 2005) |

NASA Robotics | Robotics in Japan
Hans Moravec, Carnegi Mellon
robot sci-tech magazine

Cognitive architectures for robots

NavLab - pojazdy bez kierowcy (autonomous vehicle)

Autonomiczny rozwój umysłu:
IEEE NNS SIG on Autonomus Mental Development with many task forces and links to experts
Cog Project (MIT)
SAIL and Dav projects | Emboded intelligence lab |

• 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
  

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

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