{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T21:01:13Z","timestamp":1743109273238,"version":"3.40.3"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319198231"},{"type":"electronic","value":"9783319198248"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-19824-8_15","type":"book-chapter","created":{"date-parts":[[2015,6,6]],"date-time":"2015-06-06T09:06:18Z","timestamp":1433581578000},"page":"181-191","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Computing Trading Strategies Based on Financial Sentiment Data Using Evolutionary Optimization"],"prefix":"10.1007","author":[{"given":"Ronald","family":"Hochreiter","sequence":"first","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,6,7]]},"reference":[{"issue":"4","key":"15_CR1","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1145\/2436256.2436274","volume":"56","author":"R Feldman","year":"2013","unstructured":"Feldman, R.: Techniques and applications for sentiment analysis. Commun. ACM 56(4), 82\u201389 (2013)","journal-title":"Commun. ACM"},{"issue":"1","key":"15_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jocs.2010.12.007","volume":"2","author":"J Bollen","year":"2011","unstructured":"Bollen, J., Mao, H., Zeng, X.: Twitter mood predicts the stock market. J. Comput. Sci. 2(1), 1\u20138 (2011)","journal-title":"J. Comput. Sci."},{"key":"15_CR3","doi-asserted-by":"crossref","first-page":"355","DOI":"10.1007\/978-3-642-40669-0_31","volume":"8154","author":"N Oliveira","year":"2013","unstructured":"Oliveira, N., Cortez, P., Areal, N.: On the predictability of stock market behavior using StockTwits sentiment and posting volume. Lect. Notes Comput. Sci. 8154, 355\u2013365 (2013)","journal-title":"Lect. Notes Comput. Sci."},{"key":"15_CR4","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1016\/j.ins.2014.04.034","volume":"285","author":"J Smailovi\u0107","year":"2014","unstructured":"Smailovi\u0107, J., Gr\u010dar, M., Lavra\u010d, N., \u017dnidar\u0161i\u010d, M.: Stream-based active learning for sentiment analysis in the financial domain. Inf. Sci. 285, 181\u2013203 (2014)","journal-title":"Inf. Sci."},{"issue":"1","key":"15_CR5","first-page":"77","volume":"7","author":"H Markowitz","year":"1952","unstructured":"Markowitz, H.: Portfolio selection. J. Financ. 7(1), 77\u201391 (1952)","journal-title":"J. Financ."},{"key":"15_CR6","doi-asserted-by":"crossref","unstructured":"Gottschalk, L.A., Gleser, G.C.: Measurement of Psychological States Through the Content Analysis of Verbal Behaviour. University of California Press (1969)","DOI":"10.1525\/9780520376762"},{"key":"15_CR7","unstructured":"Surowiecki, J.: The Wisdom of Crowds. Anchor Books (2005)"},{"issue":"9","key":"15_CR8","doi-asserted-by":"publisher","first-page":"1375","DOI":"10.1287\/mnsc.1070.0704","volume":"53","author":"SR Das","year":"2007","unstructured":"Das, S.R., Chen, M.Y.: Yahoo! for Amazon: sentiment extraction from small talk on the web. Manage. Sci. 53(9), 1375\u20131388 (2007)","journal-title":"Manage. Sci."},{"issue":"3","key":"15_CR9","doi-asserted-by":"publisher","first-page":"41","DOI":"10.2469\/faj.v57.n3.2449","volume":"57","author":"R Tumarkin","year":"2001","unstructured":"Tumarkin, R., Whitelaw, R.F.: News or noise? Internet postings and stock prices. Financ. Anal. J. 57(3), 41\u201351 (2001)","journal-title":"Financ. Anal. J."},{"key":"15_CR10","doi-asserted-by":"crossref","unstructured":"Oliveira, N., Cortez, P., Areal, N.: Automatic creation of stock market lexicons for sentiment analysis using StockTwits data. In: Proceedings of the 18th International Database Engineering & Applications Symposium, ACM, pp. 115\u2013123 (2014)","DOI":"10.1145\/2628194.2628235"},{"key":"15_CR11","doi-asserted-by":"crossref","unstructured":"Brabazon, A., O\u2019Neill, M. (eds.): Natural computing in computational finance. Volume 100 of Studies in Computational Intelligence. Springer (2008)","DOI":"10.1007\/978-3-540-77477-8"},{"key":"15_CR12","doi-asserted-by":"crossref","unstructured":"Brabazon, A., O\u2019Neill, M. (eds.): Natural computing in computational finance, volume 2. Volume 185 of Studies in Computational Intelligence. Springer (2009)","DOI":"10.1007\/978-3-540-95974-8"},{"key":"15_CR13","doi-asserted-by":"crossref","unstructured":"Brabazon, A., O\u2019Neill, M., Maringer, D. (eds.): Natural computing in computational finance, volume 3. Volume 293 of Studies in Computational Intelligence. Springer (2010)","DOI":"10.1007\/978-3-642-13950-5_1"},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Bradley, R.G., Brabazon, A., O\u2019Neill, M.: Evolving trading rule-based policies. Lect. Notes Comput. Sci. 6025, 251\u2013260 (2010)","DOI":"10.1007\/978-3-642-12242-2_26"},{"key":"15_CR15","doi-asserted-by":"crossref","unstructured":"Brabazon, A., O\u2019Neill, M.: Evolving technical trading rules for spot foreign-exchange markets using grammatical evolution. Comput. Manage. Sci. 1(3\u20134), 311\u2013327 (2004)","DOI":"10.1007\/s10287-004-0018-5"},{"key":"15_CR16","unstructured":"Brabazon, A., O\u2019Neill, M.: Intra-day trading using grammatical evolution. In: Brabazon, A., O\u2019Neill, M. (eds.) Biologically Inspired Algorithms for Financial Modelling, pp. 203\u2013210. Springer (2006)"},{"key":"15_CR17","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1007\/978-3-540-25944-2_108","volume":"3039","author":"P Lipinski","year":"2004","unstructured":"Lipinski, P., Korczak, J.J.: Performance measures in an evolutionary stock trading expert system. Lect. Notes Comput. Sci. 3039, 835\u2013842 (2004)","journal-title":"Lect. Notes Comput. Sci."},{"issue":"1","key":"15_CR18","doi-asserted-by":"publisher","first-page":"49","DOI":"10.3905\/jpm.1994.409501","volume":"21","author":"WF Sharpe","year":"1994","unstructured":"Sharpe, W.F.: The sharpe ratio. J. Portfolio Manage. 21(1), 49\u201358 (1994)","journal-title":"J. Portfolio Manage."},{"issue":"3","key":"15_CR19","doi-asserted-by":"publisher","first-page":"268","DOI":"10.1145\/937503.937505","volume":"35","author":"C Blum","year":"2003","unstructured":"Blum, C., Roli, A.: Metaheuristics in combinatorial optimization: overview and conceptual comparison. ACM Comput. Surv. 35(3), 268\u2013308 (2003)","journal-title":"ACM Comput. Surv."},{"key":"15_CR20","unstructured":"R Core Team: R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria (2014)"},{"issue":"5","key":"15_CR21","doi-asserted-by":"publisher","first-page":"1915","DOI":"10.1093\/rfs\/hhm075","volume":"22","author":"V DeMiguel","year":"2009","unstructured":"DeMiguel, V., Garlappi, L., Uppal, R.: Optimal versus naive diversification: How inefficient is the 1\/n portfolio strategy? Rev. Financ. Stud. 22(5), 1915\u20131953 (2009)","journal-title":"Rev. Financ. Stud."},{"key":"15_CR22","unstructured":"Peterson, B.G., Carl, P.: PerformanceAnalytics: econometric tools for performance and risk analysis. R package version 1.4.3541 (2014)"}],"container-title":["Advances in Intelligent Systems and Computing","Mendel 2015"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-19824-8_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,20]],"date-time":"2023-01-20T09:42:27Z","timestamp":1674207747000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-19824-8_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319198231","9783319198248"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-19824-8_15","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2015]]},"assertion":[{"value":"7 June 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}