{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T03:25:39Z","timestamp":1761017139382},"publisher-location":"Cham","reference-count":17,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319262253"},{"type":"electronic","value":"9783319262277"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-26227-7_60","type":"book-chapter","created":{"date-parts":[[2016,3,4]],"date-time":"2016-03-04T09:54:29Z","timestamp":1457085269000},"page":"641-647","source":"Crossref","is-referenced-by-count":5,"title":["Prediction of Trend Reversals in Stock Market by Classification of Japanese Candlesticks"],"prefix":"10.1007","author":[{"given":"Leszek J.","family":"Chmielewski","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maciej","family":"Janowicz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Arkadiusz","family":"Or\u0142owski","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,3,5]]},"reference":[{"key":"60_CR1","volume-title":"Technical Analysis of Financial Markets","author":"J Murphy","year":"1999","unstructured":"Murphy, J.: Technical Analysis of Financial Markets. New York Institute of Finance, New York (1999)"},{"key":"60_CR2","volume-title":"Trading Systems and Methods","author":"P Kaufman","year":"2013","unstructured":"Kaufman, P.: Trading Systems and Methods. Wiley, New York (2013)"},{"key":"60_CR3","volume-title":"A Random Walk Down the Wall Street","author":"B Malkiel","year":"1981","unstructured":"Malkiel, B.: A Random Walk Down the Wall Street. Norton, New York (1981)"},{"key":"60_CR4","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1086\/294849","volume":"39","author":"E Fama","year":"1966","unstructured":"Fama, E., Blume, M.: Filter rules and stock-market trading. J. Bus. 39, 226\u2013241 (1966)","journal-title":"J. Bus."},{"issue":"5","key":"60_CR5","doi-asserted-by":"publisher","first-page":"1731","DOI":"10.1111\/j.1540-6261.1992.tb04681.x","volume":"47","author":"W Brock","year":"1992","unstructured":"Brock, W., Lakonishok, J., LeBaron, B.: Simple technical trading rules and the stochastic properties of stock returns. J. Financ. 47(5), 1731\u20131764 (1992)","journal-title":"J. Financ."},{"key":"60_CR6","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1093\/rfs\/1.1.41","volume":"1","author":"A Lo","year":"1988","unstructured":"Lo, A., MacKinley, A.: Stock market prices do not follow random walks: evidence from a simple specification test. Rev. Financ. Stud. 1, 41\u201366 (1988)","journal-title":"Rev. Financ. Stud."},{"key":"60_CR7","volume-title":"A Non-Random Walk down Wall Street","author":"A Lo","year":"1999","unstructured":"Lo, A., MacKinley, A.: A Non-Random Walk down Wall Street. Princeton University Press, Princeton (1999)"},{"issue":"4","key":"60_CR8","doi-asserted-by":"publisher","first-page":"1705","DOI":"10.1111\/0022-1082.00265","volume":"55","author":"A Lo","year":"2000","unstructured":"Lo, A., Mamaysky, H., Wang, J.: Foundations of technical analysis: computational algorithms, statistical inference, and empirical implementation. J. Financ. 55(4), 1705\u20131765 (2000)","journal-title":"J. Financ."},{"key":"60_CR9","first-page":"281","volume-title":"Proceeding of 5th Berkeley Symposium on Mathematical Statistics and Probability","author":"J MacQueen","year":"1967","unstructured":"MacQueen, J.: Some methods for classification and analysis of multivariate observations. In: Cam, M.L., Neyman, J. (eds.) Proceeding of 5th Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, pp. 281\u2013297. University of California Press, Berkeley (1967)"},{"issue":"12","key":"60_CR10","first-page":"801","volume":"4","author":"H Steinhaus","year":"1957","unstructured":"Steinhaus, H.: Sur la division des corps mat\u00e9riels en parties. Bull. Acad. Polon. Sci. 4(12), 801\u2013804 (1957)","journal-title":"Bull. Acad. Polon. Sci."},{"unstructured":"Lloyd, S.: Least square quantization in PCM (1957) Bell Telephone Laboratories Paper","key":"60_CR11"},{"issue":"3","key":"60_CR12","first-page":"768","volume":"21","author":"E Forgy","year":"1965","unstructured":"Forgy, E.: Cluster analysis of multivariate data: efficiency versus interpretability of classifications. Biometrics 21(3), 768\u2013769 (1965)","journal-title":"Biometrics"},{"key":"60_CR13","volume-title":"Clustering Algorithms","author":"J Hartigan","year":"1975","unstructured":"Hartigan, J.: Clustering Algorithms. Wiley, New York (1975)"},{"unstructured":"Wikipedia: Candlestick chart \u2013 Wikipedia, The Free Encyclopedia (2014) \n                    http:\/\/en.wikipedia.org\/w\/index.php?title=Candlestick_chart\n                    \n                  . [Online; accessed 19-December-2014]","key":"60_CR14"},{"doi-asserted-by":"crossref","unstructured":"Chmielewski, L., Janowicz, M., Or\u0142owski, A.: Clustering algorithm based on molecular dynamics with Nose-Hoover thermostat. Application to Japanese candlesticks. In: Rutkowski, L., et\u00a0al., (eds.) Artificial Intelligence and Soft Computing: Proceeding of International Conference ICAISC 2015. Lecture Notes in Artificial Intelligence, vol. 9120, pp. 330\u2013340. Springer (2015)","key":"60_CR15","DOI":"10.1007\/978-3-319-19369-4_30"},{"unstructured":"Scikit-learn Community: Scikit-learn - machine learning in Python (2015) \n                    http:\/\/scikit-learn.org\n                    \n                  . [Online; accessed 10-February-2015]","key":"60_CR16"},{"key":"60_CR17","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., et al.: Scikit-learn: machine learning in python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011)","journal-title":"J. Mach. Learn. Res."}],"container-title":["Advances in Intelligent Systems and Computing","Proceedings of the 9th International Conference on Computer Recognition Systems CORES 2015"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-26227-7_60","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T13:03:38Z","timestamp":1559394218000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-26227-7_60"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319262253","9783319262277"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-26227-7_60","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2016]]}}}