{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:46:17Z","timestamp":1761597977390,"version":"3.37.3"},"reference-count":19,"publisher":"World Scientific Pub Co Pte Ltd","issue":"05","funder":[{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology, Taiwan (TW)","doi-asserted-by":"publisher","award":["MOST 103- 2221- E- 305- 015"],"award-info":[{"award-number":["MOST 103- 2221- E- 305- 015"]}],"id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Unc. Fuzz. Knowl. Based Syst."],"published-print":{"date-parts":[[2018,10]]},"abstract":"<jats:p> As information technology advances dramatically and the stock market in Taiwan turns out to be active, the management of financial investment has already become very important. To facilitate the rapid development of the stock market, the application of information technology to financial investment becomes a hot issue. In this paper, a support vector regression (SVR) machine for stock prices in Taiwan is adopted to simulate the approximate trading trend by using the daily data sets. Then the learned data model is used to analyze technical indices, to draw a trend diagram, and to make a prediction. Finally, the business behavior of financial investment systems has been modeled by using a high-level fuzzy Petri net (HLFPN) for the purpose of making a decision on appropriate investment. Based on the HLFPN model, the proposed approach provides each investor with relevant information to understand the investment trend. As a result, a practical market stock prediction system is presented to enhance the investment benefits and help investors achieve the desired investment goal. <\/jats:p>","DOI":"10.1142\/s0218488518500356","type":"journal-article","created":{"date-parts":[[2018,8,21]],"date-time":"2018-08-21T06:58:44Z","timestamp":1534834724000},"page":"771-808","source":"Crossref","is-referenced-by-count":7,"title":["A Stock Market Prediction System Based on High-Level Fuzzy Petri Nets"],"prefix":"10.1142","volume":"26","author":[{"given":"Rong-Kuan","family":"Shen","sequence":"first","affiliation":[{"name":"Department of Japanese Language and Literature, Shih Hsin University, #1 Lane17, Sec.1, Mu-Cha Rd. Taipei, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cheng-Ying","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Taipei, 1, Ai-Kao W. Rd., Taipei 100, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Victor R. L.","family":"Shen","sequence":"additional","affiliation":[{"name":"Department of Information Management, Chaoyang University of Technology, 168, Jifeng E. Rd, Wufeng District, Taichung City 413, Taiwan"},{"name":"Department of Computer Science and Information Engineering, College of Electrical Engineering and Computer Science, National Taipei University, 151, University Rd., Sanhsia District, New Taipei City 237, Taiwan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei-Chen","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Information Management, Chaoyang University of Technology, 168, Jifeng E. 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