By Tshilidzi Marwala
Economic Modeling utilizing synthetic Intelligence Methods examines the appliance of man-made intelligence how to version fiscal info. normally, monetary modeling has been modeled within the linear area the place the rules of superposition are legitimate. the applying of synthetic intelligence for financial modeling enables a versatile multi-order non-linear modeling. furthermore, online game concept has mostly been utilized in monetary modeling. notwithstanding, the inherent predicament of online game conception whilst facing many participant video games encourages using multi-agent structures for modeling fiscal phenomena.
The man made intelligence ideas used to version financial info 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 monetary information, and those concepts are the time area equipment, time-frequency area equipment and fractals measurement methods. attention-grabbing fiscal difficulties reminiscent of causality as opposed to correlation, simulating the inventory marketplace, modeling and controling inflation, alternative pricing, modeling financial development in addition to portfolio optimization are tested. the connection among financial dependency and interstate clash is explored, and data on how economics comes in handy to foster peace – and vice versa – is investigated. fiscal Modeling utilizing synthetic Intelligence tools bargains with the difficulty of causality within the non-linear area and applies the automated relevance selection, the facts framework, Bayesian method and Granger causality to appreciate causality and correlation.
Economic Modeling utilizing man made Intelligence equipment makes an incredible contribution to the world of econometrics, and is a priceless resource of reference for graduate scholars, researchers and monetary practitioners.
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Economic Modeling Using Artificial Intelligence Methods (Advanced Information and Knowledge Processing) by Tshilidzi Marwala