{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T18:46:57Z","timestamp":1774550817389,"version":"3.50.1"},"reference-count":26,"publisher":"IEEE","license":[{"start":{"date-parts":[[2022,8,8]],"date-time":"2022-08-08T00:00:00Z","timestamp":1659916800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,8,8]],"date-time":"2022-08-08T00:00:00Z","timestamp":1659916800000},"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":[[2022,8,8]]},"DOI":"10.1109\/inista55318.2022.9894172","type":"proceedings-article","created":{"date-parts":[[2022,9,23]],"date-time":"2022-09-23T20:08:46Z","timestamp":1663963726000},"page":"1-6","source":"Crossref","is-referenced-by-count":3,"title":["Individual Stock Price Prediction by Using KAP and Twitter Sentiments with Machine Learning for BIST30"],"prefix":"10.1109","author":[{"given":"Muhlis","family":"Sariyer","sequence":"first","affiliation":[{"name":"Marmara University,Computer Engineering Department,Istanbul,Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ahmet","family":"Akil","sequence":"additional","affiliation":[{"name":"Marmara University,Computer Engineering Department,Istanbul,Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Feyza Nur","family":"Bulgurcu","sequence":"additional","affiliation":[{"name":"Marmara University,Computer Engineering Department,Istanbul,Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fatih Emin","family":"Oge","sequence":"additional","affiliation":[{"name":"Marmara University,Computer Engineering Department,Istanbul,Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Murat Can","family":"Ganiz","sequence":"additional","affiliation":[{"name":"Marmara University,Computer Engineering Department,Istanbul,Turkey"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/SIU49456.2020.9302492"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.jocs.2010.12.007"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.17233\/sosyoekonomi.2020.03.18"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2015.07.052"},{"key":"ref14","first-page":"267","article-title":"Forecasting stock value based on data from social media and investment instruments","volume":"5","author":"sabuncu","year":"2021","journal-title":"Acta Infologica"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2017.09.023"},{"key":"ref16","first-page":"320","article-title":"Prediction of istanbul stock exchange (ise) direction based on news articles","author":"gunduz","year":"2013","journal-title":"Conference The Third International Conference on Digital Information Processing and Communications (ICDIPC2013)"},{"key":"ref17","first-page":"1","article-title":"Stock market prediction with deep learning using financial news","author":"g\u00fcnd\u00fcz","year":"2018","journal-title":"2018 26th Signal Processing and Communications Applications Conference (SIU)"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/SNAMS.2019.8931720"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.frl.2017.07.018"},{"key":"ref4","first-page":"1687","article-title":"Pearson correlation and granger causality analysis of twitter sentiments and the daily changes in bist30 index returns","volume":"36","author":"ates","year":"2021","journal-title":"J Fac Eng Archit Gazi Univ"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ASYU50717.2020.9259836"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2020.102212"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3029860"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2014.07.040"},{"key":"ref7","first-page":"65","article-title":"T&#x00FC;rkiye&#x2019;de kamuyu ayd?nlatman?n sermaye piyasas?na etkisi","volume":"45","author":"\u00e7\u00f6rt\u00fck","year":"2016","journal-title":"?stanbul &#x00DC;niversitesi ??letme Fak&#x00FC;ltesi Dergisi"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.2307\/2325486"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2015.07.058"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S1574-0048(99)10033-8"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/AIKE.2019.00045"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-1216-2_12"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CSCI51800.2020.00107"},{"key":"ref24","article-title":"Bert: Pre-training of deep bidirectional transformers for language understanding","author":"devlin","year":"2018"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/UBMK52708.2021.9559014"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-55723-6_1"},{"key":"ref25","first-page":"795","article-title":"Data mining: Concepts 790 and techniques","volume":"10","author":"han","year":"2012","journal-title":"Waltham Morgan Kaufmann"}],"event":{"name":"2022 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)","location":"Biarritz, France","start":{"date-parts":[[2022,8,8]]},"end":{"date-parts":[[2022,8,12]]}},"container-title":["2022 International Conference on INnovations in Intelligent SysTems and Applications (INISTA)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9894048\/9894049\/09894172.pdf?arnumber=9894172","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,14]],"date-time":"2022-10-14T20:54:01Z","timestamp":1665780841000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9894172\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,8,8]]},"references-count":26,"URL":"https:\/\/doi.org\/10.1109\/inista55318.2022.9894172","relation":{},"subject":[],"published":{"date-parts":[[2022,8,8]]}}}