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Download E-books Economic Modeling Using Artificial Intelligence Methods (Advanced Information and Knowledge Processing) PDF

By Tshilidzi Marwala

Economic Modeling utilizing man made Intelligence Methods examines the applying of synthetic intelligence easy methods to version financial facts. typically, financial modeling has been modeled within the linear area the place the rules of superposition are legitimate. the applying of man-made intelligence for financial modeling enables a versatile multi-order non-linear modeling. additionally, video game idea has principally been utilized in monetary modeling. in spite of the fact that, the inherent issue of online game concept whilst facing many participant video games encourages using multi-agent platforms for modeling fiscal phenomena.

The man made intelligence ideas used to version monetary facts include:

  • multi-layer perceptron neural networks
  • radial foundation functions
  • support vector machines
  • rough sets
  • genetic algorithm
  • particle swarm optimization
  • simulated annealing
  • multi-agent system
  • incremental learning
  • fuzzy networks

Signal processing ideas are explored to investigate fiscal facts, and those innovations are the time area equipment, time-frequency area equipment and fractals size methods. fascinating monetary difficulties akin to causality as opposed to correlation, simulating the inventory marketplace, modeling and controling inflation, alternative pricing, modeling monetary progress in addition to portfolio optimization are tested. the connection among monetary dependency and interstate clash is explored, and information on how economics comes in handy to foster peace – and vice versa – is investigated. fiscal Modeling utilizing man made Intelligence equipment offers with the difficulty of causality within the non-linear area and applies the automated relevance choice, the proof framework, Bayesian strategy and Granger causality to appreciate causality and correlation.

Economic Modeling utilizing man made Intelligence equipment makes a massive contribution to the world of econometrics, and is a useful resource of reference for graduate scholars, researchers and monetary practitioners.

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