Artificial Intelligence for Financial Markets (Hardcover)

Lingua: inglese

Editore: Springer Nature Switzerland AG, Cham, 2022

3030973182 / 9783030973186

Da: Grand Eagle Retail, Bensenville, IL, U.S.A.Grand Eagle Retail

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Hardcover. This book introduces the novel artificial intelligence technique of polymodels and applies it to the prediction of stock returns. The idea of polymodels is to describe a system by its sensitivities to an environment, and to monitor it, imitating what a natural brain does spontaneously. In practice this involves running a collection of non-linear univariate models. This very powerful standalone technique has several advantages over traditional multivariate regressions. With its easy to interpret results, this method provides an ideal preliminary step towards the traditional neural network approach. The first two chapters compare the technique with other regression alternatives and introduces an estimation method which regularizes a polynomial regression using cross-validation. The rest of the book applies these ideas to financial markets. Certain equity return components are predicted using polymodels in very different ways, and a genetic algorithm is describedwhich combines these different predictions into a single portfolio, aiming to optimize the portfolio returns net of transaction costs. Addressed to investors at all levels of experience this book will also be of interest to both seasoned and non-seasoned statisticians. This book introduces the novel artificial intelligence technique of polymodels and applies it to the prediction of stock returns. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.…

Codice articolo 9783030973186

Titolo
Artificial Intelligence for Financial Markets (Hardcover)
Autore
Thomas Barrau
Editore
Springer Nature Switzerland AG, Cham
Anno di pubblicazione
2022
Condizione
new
Rilegatura
Hardcover
Lingua
inglese
ISBN 10
3030973182
ISBN 13
9783030973186

Grand Eagle Retail

Bensenville, IL, U.S.A.

Venditore con 5 stelle

Venditore AbeBooks dal 12 ottobre 2005

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