Tasks

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Task Types

• classification problem

  *# 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

  *# N-Input Parity Problem

• Robot Problem
• Two-Spiral Problem

Test Datasets

• Data for Evaluating Learning in Valid Experiments (DELVE) Neal (1998)

  *# Abelone
  *# Bank-32fm
  *# Bank-32nh
  *# Census-house
  *# Kin32-fm
  *# Pumadyn-32fm

• PROBEN1 (Prechelt, 1994)

  *# Building
  *# Diabetes
  *# Gene
  *# Mushroom
  *# Soybean
  *# Thyroid