a stacked generalization system for automated forex...

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Accepted Manuscript A Stacked Generalization System for Automated FOREX Portfolio Trading Anastasios Petropoulos, Sotirios P. Chatzis, Vasilis Siakoulis, Nikos Vlachogiannakis PII: S0957-4174(17)30549-3 DOI: 10.1016/j.eswa.2017.08.011 Reference: ESWA 11480 To appear in: Expert Systems With Applications Received date: 19 May 2017 Revised date: 16 July 2017 Accepted date: 4 August 2017 Please cite this article as: Anastasios Petropoulos, Sotirios P. Chatzis, Vasilis Siakoulis, Nikos Vlachogiannakis, A Stacked Generalization System for Automated FOREX Portfolio Trading, Expert Systems With Applications (2017), doi: 10.1016/j.eswa.2017.08.011 This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.

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Page 1: A stacked generalization system for automated FOREX ...isiarticles.com/bundles/Article/pre/pdf/107806.pdf · We attack automated FOREX portfolio management. We present a machine learning-driven,

Accepted Manuscript

A Stacked Generalization System for Automated FOREX PortfolioTrading

Anastasios Petropoulos, Sotirios P. Chatzis, Vasilis Siakoulis,Nikos Vlachogiannakis

PII: S0957-4174(17)30549-3DOI: 10.1016/j.eswa.2017.08.011Reference: ESWA 11480

To appear in: Expert Systems With Applications

Received date: 19 May 2017Revised date: 16 July 2017Accepted date: 4 August 2017

Please cite this article as: Anastasios Petropoulos, Sotirios P. Chatzis, Vasilis Siakoulis,Nikos Vlachogiannakis, A Stacked Generalization System for Automated FOREX Portfolio Trading,Expert Systems With Applications (2017), doi: 10.1016/j.eswa.2017.08.011

This is a PDF file of an unedited manuscript that has been accepted for publication. As a serviceto our customers we are providing this early version of the manuscript. The manuscript will undergocopyediting, typesetting, and review of the resulting proof before it is published in its final form. Pleasenote that during the production process errors may be discovered which could affect the content, andall legal disclaimers that apply to the journal pertain.

Page 2: A stacked generalization system for automated FOREX ...isiarticles.com/bundles/Article/pre/pdf/107806.pdf · We attack automated FOREX portfolio management. We present a machine learning-driven,

ACCEPTED MANUSCRIPT

ACCEPTED MANUSCRIP

T

Highlights

• We attack automated FOREX portfolio management.

• We present a machine learning-driven, stacked generalization system.

• Different machine learning algorithms are best at different cases.

• We infer subtle correlations between diverse machine learning algorithms.

• We optimally combine them to perform automated FOREX portfolio man-agement.

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