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Multi-Agent Machine Learning
book

Multi-Agent Machine Learning

by H. M. Schwartz
August 2014
Intermediate to advanced content levelIntermediate to advanced
256 pages
6h 48m
English
Wiley
Content preview from Multi-Agent Machine Learning

Index

  • Autoregressive exogenous (ARX) model
  • Bellman equation
  • Bellman optimality equation see optimal state-value function
  • Channel equalization
  • Co-fields technique
  • Defuzzification method
  • Differential games (DGs)
    • definition
    • evader–pursuer game
      • capture radius
      • capture time
      • control strategy
      • eligibility traces
      • equations of motion
      • learns to escape
      • membership functions
      • pursuer evader dynamics
    • fuzzy systems see fuzzy inference systems (FISs)
    • guarding a territory game see guarding a territory game
    • homicidal chauffeur
      • capture time
      • maximum steering angle
      • minimum turning radius
      • problem model
      • pursuer's vs. evader's speed
      • simulation results
    • reinforcement learning algorithms
  • Dirty gradient method
  • Dynamic programming
  • Echo cancellation
  • Evader–pursuer game
    • capture radius
    • capture time
    • control strategy
    • eligibility traces
    • equations of motion
    • learns to escape
    • membership functions
  • Exponential moving-average Q-learning (EMA Q-learning) algorithm
  • Finite impulse response (FIR) filter
  • Friend-or-foe Q-learning (FFQ) algorithm
  • Fuzzification method
  • Fuzzy actor–critic learning (FACL) algorithm
  • Fuzzy inference systems (FISs)
    • actor–critic learning system
      • algorithm
      • architecture
      • definition
      • exploration part
      • prediction error
      • random white noise
      • value function
    • controller structure
    • fuzzifier and defuzzifier
    • fuzzy sets and rules
      • crisp/classical set
      • IF-THEN rules
      • linguistic labels, MFs
      • union and intersection operations
    • product inference engine
      • definition
      • generalized modus ponens
      • intersection and union ...
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Publisher Resources

ISBN: 9781118362082Purchase book