David W. Aha. Machine Learning An Annotated Bibliography. 1995

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Machine Learning Resources

Suggestions welcome
Applications | Bibliographies | Books | Commercial | Conference Announcements | Courses | Data Repositories | Home Pages | Humor | Information | Journals & Special Issues | Mailing Lists | Mirrors | ML Search Engines | Publication Search Engines | Research Groups | Software | Special Interest Groups | Tutorials

Applications (related to ML)

Bibliographies (surely this is incomplete!)

Books

Commercial

  • 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)
  • BayesiaLab (a complete set of Bayesian network tools, including supervised and unsupervised learning, and analysis toolbox)
  • 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
  • DataMontage (Visual analysis of temporal data; SHAI; 9/04)
  • DAZ Systems Incorporated (Data-Mining and KDD Products)
  • DBMiner Technology Inc. (DBMiner)
  • DM STAT-1 (Statistical Methods and KDD Tools; Bruce Ratner; 2/04)
    • GenIQ: A Hybrid Statistical/Machine Learning Method to Optimize Model Lift
  • DTREG (12/03: DTREG statistical analysis program for decision tree generation)
  • FQS Poland (GhostMiner for data mining and visualization, 5/02)
  • 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
  • Neuroxl (Neural Network Software Add-Ins for Microsoft Excel; inserted 7/03)
  • 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)
  • ML framework for Mathematica (uni software plus; July 2002)
  • Ultragem (Using GA's)
  • *virtuak (inhesion ML tools)
  • WhizBang! Labs
  • WizSoft, Inc. (WizRule)
  • ZDM Scientific Ltd.

Conference Announcements

Courses on Machine Learning

Data Repositories

Home Pages

Humor

Information

Applications | Artificial Life | Belief Nets | Competitions | COLT | Constraint-Based Reasoning | 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 | Kernel Methods | Knowledge Acquisition | KDD | Knowledge Engineering | Lazy Learning | Link Analysis | Local Learning | Manufacturing | Medicine | Minimum Description & Message Length | Multi-Agent Learning | Natural Language | Neural Networks | Ontologies | Planning | Representation | Robots | Rough Sets | Skill Acquisition | Support Vector Machines | Temporal Processing | Text Processing | Unsupervised LearningWWW
  • Applications
  • Artificial Life
  • Belief Nets
  • Competitions
  • Computational Learning Theory
  • Constraint-Based Reasoning
  • 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
  • Kernel Methods
  • Knowledge Discovery in Databases (e.g., Data Mining)
  • Knowledge Engineering
  • Lazy Learning
  • Link Analysis
  • Local Learning
  • Manufacturing
  • Medicine
  • Minimum Description & Message Length
  • Multi-Agent Learning
  • Natural Language
  • Neural Networks
  • Ontologies
  • Planning
  • Representations
  • Robots
  • Rough Sets
  • Skill Acquisition
  • Support Vector Machines
  • Temporal Processing
  • Text Processing
  • Unsupervised Learning
  • WWW

Journals & Special Issues

Mailing Lists

Mirrors

ML Search Engines

Publication Search Engines

Research Groups

Software (see also Information)

  • Bayesian Belief Net and Other Probabilistic Approaches
    • Compilations
    • Commercial
      • Analytica Influence diagram-based, visual environment for creating and analyzing probabilistic models (Win/Mac)
      • AT-Sigma Data Chopper for analysis of databases and finding causal relationships
      • BayesiaLab (a complete set of Bayesian network tools, including supervised and unsupervised learning, and analysis toolbox)
      • Bayesware Discoverer 1.0 An automated modeling tool able to extract a Bayesian network from data by searching for the most probable model
      • Data Digest Business Navigator 5 Combines Bayesian networks, graphical UI, and data preparation tools
      • DXpress Windows based tool for building and compiling Bayes Networks
      • Ergo(tm) Bayesian Network Editor and Solver (Win and Mac demos available)
      • HUGIN Full suite of Bayesian Network reasoning tools
      • KnowledgeMiner Uses self-organizing neural networks to discover problem structure (Mac platform)
      • Netica (Norsys) Bayesian network tools (Win 95/NT), demo available
      • PrecisionTree An add-in for Microsoft Excel for building decision trees and influence diagrams directly in the spreadsheet
    • Free
      • BAYDA 1.0 (Henry Tirri, U. Helsinki Complex Systems Computation Group)
      • Belief Network Power Constructor (Jie Cheng)
      • BETSY: Bayesian Essay Test Scoring sYstem (Larry Rudner, University of Maryland)
      • FDEP Induces functional dependencies from a given input relation (GNU C)
      • GeNIe decision modeling environment implementing influence diagrams and Bayesian networks (Windows) (Has over 2000 users)
      • IBAL (A general purpose language for probabilistic reasoning; Avi Pfeffer; posted 23 June 2003)
      • JavaBayes
      • MSBN: Microsoft Belief Network Tools Tools for creation, assessment and evaluation of Bayesian belief networks. Free for non-commercial research users
      • Pulcinella Tool for Propagating Uncertainty through Local Computations based on the Shenoy and Shafer framework (Common Lisp)
      • SPI Probabilities, Local Expression Language Utilities, Explanation, Dynamic Models, GUI. (Common Lisp)
      • RoC (Robust Bayesian Classifier) (Marco Ramoni) v 1.0, for MS Windows 9x/NT
  • Clustering: See Unsupervised Learning
  • Collections (Varied) of Programs
  • Data Generators
  • Data Mining
  • Decision Trees (TDIDT)
  • Evaluation of Multiple Systems
  • Explanation-Based Learning
  • Feature Selection
  • 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)
    • 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
  • Knowledge Acquisition
  • Neural Networks
  • Integrated Planning and Learning
    • Prodigy (Carnegie Mellon University)
  • Reinforcement Learning
  • Relational Learning
    • Alchemy (Statistical Relational AI; Pedro Domingos; 19 December 2005)
  • Rule Learning
  • Statistical Software
  • SVM
  • Theory Revision (propositional)
    • NEITHER (University of Texas at Austin; propositional theory revision)
  • Unsupervised Learning
  • Workbenches

Special Interest Groups

Tutorials (and short notes)


Credits

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david w. aha. machine learning an annotated bibliography. 1995

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