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