Difference between revisions of "Tasks"

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Task Types

  • classification problem
      1. noise-free classification problem
  • clustering
  • continuous problems
  • function approximation
  • ill-suited problem
  • large problems
  • linear
  • natural
  • noiseless
  • noisy
  • nonlinear
  • permutation-invariant task
  • prediction problem
  • regression problem
  • small
  • synthetic
  • time series prediction

Applications

  • associative memory
  • automated reasoning
  • automatic control
  • computer vision
  • expert systems
  • machine learning
  • motion capture
  • narrative understanding
  • natural language processing
  • recognition of connected handwriting
  • robotics
  • signal processing
  • speech recognition

Sample Problems

  • Autonomous Land Vehicle in a Neural Net (ALVINN)
  • Backgammon Problem
  • Cart Pole
  • Game of Othello
  • Helicopter Control
  • Mountain Car
  • One-Dimensional Grid-World Problem
  • Parity Problem
      1. N-Input Parity Problem
  • Robot Problem
  • Two-Spiral Problem

Test Datasets

  • Data for Evaluating Learning in Valid Experiments (DELVE) Neal (1998)
      1. Abelone
      2. Bank-32fm
      3. Bank-32nh
      4. Census-house
      5. Kin32-fm
      6. Pumadyn-32fm
  • PROBEN1 (Prechelt, 1994)
      1. Building
      2. Diabetes
      3. Gene
      4. Mushroom
      5. Soybean
      6. Thyroid