{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,31]],"date-time":"2026-01-31T04:38:11Z","timestamp":1769834291165,"version":"3.49.0"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7,18]]},"DOI":"10.1109\/cec55065.2022.9870351","type":"proceedings-article","created":{"date-parts":[[2022,9,6]],"date-time":"2022-09-06T19:28:14Z","timestamp":1662492494000},"page":"01-08","source":"Crossref","is-referenced-by-count":14,"title":["An in-depth investigation of genetic programming and nine other machine learning algorithms in a financial forecasting problem"],"prefix":"10.1109","author":[{"given":"Xinpeng","family":"Long","sequence":"first","affiliation":[{"name":"School of Computer Science and Electronic Engineering University of Essex,Wivenhoe Park,United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Kampouridis","sequence":"additional","affiliation":[{"name":"School of Computer Science and Electronic Engineering University of Essex,Wivenhoe Park,United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Delaram","family":"Jarchi","sequence":"additional","affiliation":[{"name":"School of Computer Science and Electronic Engineering University of Essex,Wivenhoe Park,United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.20955\/wp.2011.001"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1086\/294849"},{"key":"ref12","article-title":"Is technical analysis profitable on athens stock exchange?","author":"rousis","year":"2018","journal-title":"Mega Journal of Business Research"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-6419.2007.00519.x"},{"key":"ref14","volume":"1","author":"koza","year":"1992","journal-title":"Genetic Programming On the Programming of Computers by Means of Natural Selection"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10710-019-09359-z"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.intfin.2015.02.009"},{"key":"ref17","article-title":"Gp-evolved technical trading rules can outperform buy and hold","author":"becker","year":"0","journal-title":"3rd international workshop on computational intelligence in economics and finance"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.1999.781932"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1007\/s10614-017-9665-9","article-title":"An automated investing method for stock market based on multiobjective genetic programming","volume":"52","author":"alexandre","year":"2018","journal-title":"Computational Economics"},{"key":"ref4","first-page":"221","article-title":"Financial forecasting using neural network or machine learning techniques","volume":"13","author":"kwong","year":"2001","journal-title":"The University of Queensland"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.oceaneng.2012.07.017"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1002\/int.22601"},{"key":"ref5","doi-asserted-by":"crossref","first-page":"114645","DOI":"10.1016\/j.eswa.2021.114645","article-title":"Machine learning classification and regression models for predicting directional changes trend reversal in fx markets","volume":"173","author":"adegboye","year":"2021","journal-title":"Expert Systems with Applications"},{"key":"ref8","first-page":"1360","article-title":"State-of-the-art in stock prediction techniques","volume":"2","author":"agrawal","year":"2013","journal-title":"International Journal of Advanced Research in Electrical Electronics and Instrumentation Engineering"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"1250060","DOI":"10.1142\/S0219525912500609","article-title":"Microstructure dynamics and agent-based financial markets: Can dinosaurs return?","volume":"15","author":"kampouridis shu-heng chen","year":"2012","journal-title":"Advances in Complex Systems"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-2070(00)00057-1"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1142\/8625"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s11047-015-9536-z"},{"key":"ref20","article-title":"Directional changes, definitions","author":"tsang","year":"2010","journal-title":"Working Paper WP050&#x2013; 10 Centre for Computational Finance and Economic Agents (CCFEA) University of Essex Revised 1 Tech Rep"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2016.12.032"},{"key":"ref21","first-page":"267","article-title":"Generating directional change based trading strategies with genetic programming","author":"jeremie","year":"0","journal-title":"European Conference on the Applications of Evolutionary Computation"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CIFEr52523.2022.9776186"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-68759-9_59"},{"key":"ref26","first-page":"1117","article-title":"Working with opencl to speed up a genetic programming financial forecasting algorithm: Initial results","author":"james","year":"2014","journal-title":"Proceedings of the Companion Publication of the 2014 Annual Conference on Genetic and Evolutionary Computation GECCO Comp '14"},{"key":"ref25","author":"riccardo","year":"2008","journal-title":"A Field Guide to Genetic Programming"}],"event":{"name":"2022 IEEE Congress on Evolutionary Computation (CEC)","location":"Padua, Italy","start":{"date-parts":[[2022,7,18]]},"end":{"date-parts":[[2022,7,23]]}},"container-title":["2022 IEEE Congress on Evolutionary Computation (CEC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9870216\/9870201\/09870351.pdf?arnumber=9870351","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,26]],"date-time":"2022-09-26T21:16:03Z","timestamp":1664226963000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9870351\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,18]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/cec55065.2022.9870351","relation":{},"subject":[],"published":{"date-parts":[[2022,7,18]]}}}