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Stock Exchange Trading Using Grid Pattern Optimized by A Genetic Algorithm with Speciation

Name: Stock Exchange Trading Using Grid Pattern Optimized by A Genetic Algorithm with Speciation
Brand: Springer Nature Switzerland AG
SKU: 9783030766795
Price: 359.76 RON
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Autor: Tiago Martins

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Editura: Springer Nature Switzerland AG

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This book presents a genetic algorithm that optimizes a grid template pattern detector to find the b...

Informații despre carte

Autor

Tiago Martins

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2021

Pagini

EAN

9783030766795

ISBN

3030766799

Enbook ID

36636318

Editura

Springer Nature Switzerland AG

Greutate

143

Dimensiuni

155 x 235 x 6

Descriere completă

This book presents a genetic algorithm that optimizes a grid template pattern detector to find the best point to trade in the SP 500. The pattern detector is based on a template using a grid of weights with a fixed size. The template takes in consideration not only the closing price but also the open, high, and low values of the price during the period under testing in contrast to the traditional methods of analysing only the closing price. Each cell of the grid encompasses a score, and these are optimized by an evolutionary genetic algorithm that takes genetic diversity into consideration through a speciation routine, giving time for each individual of the population to be optimized within its own niche. With this method, the system is able to present better results and improves the results compared with other template approaches. The tests considered real data from the stock market and against state-of-the-art solutions, namely the ones using a grid of weights which does not have a fixed size and non-speciated approaches. During the testing period, the presented solution had a return of 21.3% compared to 10.9% of the existing approaches. The use of speciation was able to increase the returns of some results as genetic diversity was taken into consideration.

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Stock Exchange Trading Using Grid Pattern Optimized by A Genetic Algorithm with Speciation

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