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In den WarenkorbZustand: New. In.
Sprache: Englisch
Verlag: Springer International Publishing, 2020
ISBN 10: 3030472507 ISBN 13: 9783030472504
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In den WarenkorbPaperback. Zustand: Brand New. 116 pages. 9.25x6.10x0.32 inches. In Stock.
Taschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book investigates the application of promising machine learning techniques toaddresstwo problems: (i) how to find profitable pairs while constraining the search space and (ii) how to avoid long decline periods due to prolonged divergent pairs. It also proposes the integration of an unsupervised learning algorithm, OPTICS, to handle problem (i), and demonstrates that the suggested technique can outperform the common pairs search methods, achieving an average portfolio Sharpe ratio of 3.79, in comparison to 3.58 and 2.59 obtained using standard approaches. For problem (ii), the authors introduce a forecasting-based trading model capable of reducing the periods of portfolio decline by 75%. However, this comes at the expense of decreasing overall profitability. The authors also test the proposed strategy using an ARMA model, an LSTM and an LSTM encoder-decoder.
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Taschenbuch. Zustand: Neu. A Machine Learning based Pairs Trading Investment Strategy | Simão Moraes Sarmento (u. a.) | Taschenbuch | SpringerBriefs in Applied Sciences and Technology | ix | Englisch | 2020 | Springer | EAN 9783030472504 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.