David W. Aha: Machine Learning Page
Machine Learning Resources
Applications |
Bibliographies |
Books |
Commercial |
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Courses |
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Home Pages |
Information |
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Mirrors |
ML Search Engines |
Publication Search Engines |
Research Groups |
Software |
Special Interest Groups |
Tutorials
Bibliographies (surely this is incomplete!)
- Abtech Corporation
(ModelQuest statistical/neural network tool)
- AIM Learning Systems
(e.g., Genetic Programming software)
- ALTA Analytics (NETMAP)
-
Knowledge Technologies of Andersen Consulting
(Data Mining Consulting Services)
- Angoss International Limited
(KnowledgeSEEKER, KnowledgeSTUDIO)
- Assistum (Assistum KM tool suite)
- Attar Software (XpertRule Miner, Profiler)
- Belmont Research:
CrossGraphs
- Blue Martini Software
- J.P. Brown Ultimate
Resources, Inc. (SuperInduction)
- Cirrus Recognition
(CirrusNet neural network technology)
- CognIT a.s (Makers of KM tools)
- Data Distilleries
- DAZ Systems Incorporated
(Data-Mining and KDD Products)
- DBMiner Technology Inc.
(DBMiner)
- Integral Decisions Systems SE
GmbH (Datamining vendors & consultants)
- Information Discovery, Inc.
(Information Discovery System, Customer Retail News, Intra-Knowledge,
etc)
- InfoWare (makers of STATlab)
- Integral Solutions, Ltd.
(Clementine)
- Intelligent Application
(Edinburgh, Scotland)
- IBM
- iDetect Software
(makers of MINDSuite)
- International
Knowledge Discovery Institute
- ISoft
- Jurik Research Software
(provides data preprocessing software for neural nets)
- Knowledge Industries
- Megaputer
Intelligence, Ltd. (PolyAnalyst)
-
Management Intelligenter Technologien GmbH
- NeoVista Solutions, Inc.
- Net Perceptions
(Makers of personalization software)
- Neural Technologies
- Partek Incorporated
(Makers of Partek Pro 2000, a comprehensive data pattern
recognition and data visualization system)
- Prediction Company
- Q-Why
- Reduct &
Lobbe, Inc (makers of DataLogic)
- Renascence Partners
- RuleQuest Research
(Makers of Cubist; J. Ross Quinlan, CEO)
- Saffron Technology
- Salford Systems (makers of
CART software)
-
Script Software International (KnowledgeMiner)
- Silicon Graphics
- Semio Corporation (Makers of SemioMap)
- Smart Information
Services GmbH (intelligent information retrieval services)
- Tandem Computers Inc. (makers
of an object relational data mining architecture)
- TRIADA (Ngram technology)
- Ultragem (Using GA's)
- *virtuak (inhesion ML tools)
- WhizBang! Labs
- WizSoft, Inc. (WizRule)
- ZDM Scientific Ltd.
Applications |
Artificial Life |
Belief Nets |
Competitions |
COLT |
Design |
Ensembles and Mixture Models |
Evaluation |
Fraud Detection |
Fuzzy Logic |
Games |
General ML Resources Pages |
Genetic Algorithms |
Human-Computer Learning |
Inductive Logic Programming |
Information Retrieval |
Knowledge Acquisition |
KDD |
Knowledge Engineering |
Lazy Learning |
Link Analysis |
Local Learning |
Manufacturing |
Minimum Description & Message Length |
Multi-Agent Learning |
Natural Language |
Neural Networks |
Ontologies |
Planning |
Robots |
Rough Sets |
Skill Acquisition |
Support Vector Machines |
Temporal Processing |
Text Processing |
Unsupervised Learning
- Australia
- Austria
- Belgium
- Canada
- Croatia
- France
- Germany
- Israel
- Italy
- New Zealand
- Portugal
- Slovenia
- Spain
- Switzerland
- Turkey
- United Kingdom
- United States
- Belief Networks and Other Probabilistic Systems
- Evaluation of Multiple Systems
- Clustering: See Unsupervised Learning
- Collections (Varied) of Programs
- Data Generators
- Data Mining
- Decision Trees (TDIDT) and Rule Inducers
- AQnn (Michalski and colleagues): What does "AQ" denote? Answer:
"AQ or Aq (q as a superscript) stands for Algorithm Quasi-optimal
(as originally developed in 1969, the algorithm creates approximately
or strictly optimal soluations of the general covering problem
(which subsumes learning rules from examples)." - R. Michalski
- C4.5 and its extensions
- CN2
(Peter Clark)
- CN2
Integrated with Qualitative Modelling (Peter Clark)
-
Incremental Decision Trees(Paul Utgoff)
- ILA-2
(Eastern Mediterranean University)
- OC1 (Johns Hopkins University)
- SIPINA
(D.A. Zighed)
- Explanation-Based Learning
- First-Order Representations (e.g., Inductive Logic Programming)
- ACCEL
(University of Texas at Austin; first-order abductive construction
of explanations)
-
Claudien (Luc Dehaspe, Luc De Raedt, & Wim Van Laer)
- CRUSTACEAN (David W. Aha)
- FDEP (induces
functional dependencies from relations) (Iztok Savnik)
- FOIL (J. Ross Quinlan)
- GMD's
ILP Software Repository
- FORTE
(University of Texas at Austin; first-order theory revision)
- Genetic Algorithms
- Lazy Learning
- IBL (David W. Aha)
- NGE (David W. Aha)
- PEBLS (Johns Hopkins
University)
- Protos (Bruce Porter)
- TiMBL (ILK, Tilburg:
a suite of tools)
- Knowledge Acquisition
- Neural Networks
- Integrated Planning and Learning
- Prodigy (Carnegie Mellon University)
- Reinforcement Learning
- Rule Learning
- Statistical Software
- Theory Revision (propositional)
- NEITHER
(University of Texas at Austin; propositional theory revision)
- Unsupervised Learning
- Workbenches
Credits
Thanks for your feedback, and to NCARAI, NRL's AI Center, for
providing computing support for this WWW page, maintained by David W. Aha. See also the CBR Resources Page.