{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T12:16:00Z","timestamp":1777637760582,"version":"3.51.4"},"reference-count":103,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"Faculty of Science, Naresuan University"},{"name":"Faculty of Science, Naresuan University"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3516053","type":"journal-article","created":{"date-parts":[[2024,12,12]],"date-time":"2024-12-12T19:18:58Z","timestamp":1734031138000},"page":"188154-188173","source":"Crossref","is-referenced-by-count":14,"title":["An Algorithmic Trading Approach Merging Machine Learning With Multi-Indicator Strategies for Optimal Performance"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7632-2044","authenticated-orcid":false,"given":"Narongsak","family":"Sukma","sequence":"first","affiliation":[{"name":"Faculty of Science, Naresuan University, Phitsanulok, Thailand"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4660-4590","authenticated-orcid":false,"given":"Chakkrit Snae","family":"Namahoot","sequence":"additional","affiliation":[{"name":"Faculty of Science, Naresuan University, Phitsanulok, Thailand"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1111\/joes.12593"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1293"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119862"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2020.9020019"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2020.9020005"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2019.9020002"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622021400010"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622023500402"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2969293"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06828-4"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/s40745-023-00469-1"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s42979-024-02651-5"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2024.01504109"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1108\/DTA-04-2022-0142"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/s10660-024-09874-x"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2022.017069"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-18376-9"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-04221-9_4"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ICCICT50803.2021.9510135"},{"issue":"5","key":"ref20","first-page":"427","article-title":"Trading strategies development using combined enhanced voter-method with technical indicators and machine learning","volume":"15","author":"Sukma","year":"2024","journal-title":"ICIC Exp. Lett., B, Appl."},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1186\/s13677-024-00648-2"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s10614-024-10669-3"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2016.08.063"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/DDCLS.2019.8908881"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1049\/cit2.12059"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s10614-023-10449-5"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.105843"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1080\/08841241.2022.2116741"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2010.07.008"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3387462"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/math11183903"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2022.103036"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2024.01505140"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/1869897"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/7588303"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/s13218-024-00870-9"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.revip.2019.100028"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3347028"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3404824"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s10614-023-10506-z"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s10614-021-10169-8"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1002\/for.2970"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.116648"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06312-z"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-024-10303-1"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115566"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s11334-021-00428-0"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115497"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107119"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.3390\/fi13060138"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-19340-3"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/s12530-023-09500-5"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3127570"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3119041"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-020-05516-0"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.2018"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3203697"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3367129"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2023.107617"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.117706"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.3390\/info15030136"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2019.09.003"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-14236-9_2"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3236794"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107269"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2021.0120970"},{"issue":"19","key":"ref67","first-page":"8926","article-title":"Relative strength index for developing effective trading strategies in constructing optimal portfolio","volume":"12","author":"Bhargavi","year":"2017","journal-title":"Int. J. Appl. Eng. Res."},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1080\/1540496X.2014.998916"},{"issue":"1","key":"ref69","first-page":"176","article-title":"Commodity channel index: Evaluation of trading rule of agricultural commodities","volume":"6","author":"Maitah","year":"2016","journal-title":"Int. J. Econ. Financial Issues"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3154393"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1002\/fut.21685"},{"issue":"4","key":"ref72","first-page":"1","article-title":"Enhancing a stock timing strategy by reinforcement learning","volume":"48","author":"Li","year":"2021","journal-title":"IAENG Int. J. Comput. Sci."},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.21511\/imfi.13(2-2).2016.11"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1504\/IJTGM.2020.104921"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/s00607-019-00773-w"},{"key":"ref76","first-page":"1","article-title":"Stock trading using neural networks and the ease of movement technical indicator","volume-title":"Proc. IIE Annu. Conf.","author":"Chavarnakul"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1016\/j.jfds.2018.10.001"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1002\/ijfe.2067"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.3390\/math10071134"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2021.111676"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1063\/5.0105714"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1080\/24725854.2019.1688896"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.04.216"},{"issue":"5","key":"ref84","first-page":"992","article-title":"A technique to stock market prediction using fuzzy clustering and artificial neural networks","volume":"33","author":"Sugumar","year":"2015","journal-title":"Comput. Inf."},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.21511\/imfi.17(2).2020.16"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmoneco.2020.11.003"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106454"},{"key":"ref88","volume-title":"Financial Markets and Corporate Strategy","author":"Grinblatt","year":"2002"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/9613554"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11091507"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1142\/S0219622023500049"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.119879"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1016\/j.intfin.2023.101825"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2017.11.054"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1007\/s10614-021-10151-4"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107994"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1186\/s40854-020-00220-2"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1016\/j.jfds.2018.10.003"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.26599\/BDMA.2023.9020030"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-022-03829-1"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.11.136"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1093\/rfs\/hhq063"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.bir.2021.05.002"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10795119.pdf?arnumber=10795119","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,12,18]],"date-time":"2024-12-18T19:47:41Z","timestamp":1734551261000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10795119\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":103,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3516053","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}