Artigo Acesso aberto Revisado por pares

Sports knowledge management and data mining

2010; Wiley; Volume: 44; Issue: 1 Linguagem: Inglês

10.1002/aris.2010.1440440110

ISSN

1550-8382

Autores

Robert P. Schumaker, Osama K. Solieman, Hsinchun Chen,

Tópico(s)

Data Mining Algorithms and Applications

Resumo

Annual Review of Information Science and TechnologyVolume 44, Issue 1 p. 115-157 Section I: Metrics Sports knowledge management and data mining Robert P. Schumaker, Robert P. Schumaker Iona College, New Rochelle, NYSearch for more papers by this authorOsama K. Solieman, Osama K. Solieman Information Technology Consultant, Tucson, AZSearch for more papers by this authorHsinchun Chen, Hsinchun Chen University of Arizona, Tucson, AZSearch for more papers by this author Robert P. Schumaker, Robert P. Schumaker Iona College, New Rochelle, NYSearch for more papers by this authorOsama K. Solieman, Osama K. Solieman Information Technology Consultant, Tucson, AZSearch for more papers by this authorHsinchun Chen, Hsinchun Chen University of Arizona, Tucson, AZSearch for more papers by this author First published: 18 January 2012 https://doi.org/10.1002/aris.2010.1440440110Citations: 13Read the full textAboutPDF ToolsRequest permissionExport citationAdd to favoritesTrack citation ShareShare Give accessShare full text accessShare full-text accessPlease review our Terms and Conditions of Use and check box below to share full-text version of article.I have read and accept the Wiley Online Library Terms and Conditions of UseShareable LinkUse the link below to share a full-text version of this article with your friends and colleagues. Learn more.Copy URL Share a linkShare onEmailFacebookTwitterLinkedInRedditWechat References 82games.com. (2008). A visitor's guide to 82games.com. Retrieved February 20, 2008, from 82games.com/newuser.htm Ackoff, R. (1989). From data to wisdom. Journal of Applied Systems Analysis, 16, 3–9. Adler, J. (2006). Baseball hacks. Beijing: O'Reilly. Alavi, M., & Leidner, D. E. (2001). [Review of the book] Knowledge management and knowledge management systems: Conceptual foundations and research issues. MIS Quarterly, 25(1), 107–136. Albert, J. (1997). An introduction to sabermetrics. Retrieved January 30, 2008, from www-math.bgsu.edu/∼albert/papers/saber.html Albert, J. (2008). Streaky hitting in baseball. Journal of Quantitative Analysis in Sports, 4(1). Retrieved November 1, 2008, from www.bepress.com/jqas/vol4/iss1/3 Allsopp, P. E., & Clarke, S. R. (2004). Rating teams and analysing outcomes in one-day and test cricket. Journal of the Royal Statistical Society: Series A, 167(4), 657–667. Association for Professional Basketball Research. (2008). Apbr.Org. Retrieved February 16, 2008, from apbr.org. Audi, T., & Thompson, A. (2007, October 3). Oddsmakers in Vegas play new sports role. The Wall Street Journal, A1. Babaguchi, N., Ohara, J., & Ogura, T. (2007). Learning personal preference from viewer's operations for browsing and its application to baseball video retrieval and summarization. IEEE Transactions on Multimedia, 9(5), 1016–1025. Ballard, C. (2005, October). Measure of success. Sports Illustrated. Retrieved November 1, 2008, from vault.sportsillustrated.cnn.com/vault/article/magazine/MAG1105478/index.htm Barlas, I., Ginart, A., & Dorrity, J. (2005). Self-evolution in knowledgebases. IEEE Aerospace and Electronics Systems and Instrumentation and Measurement Conference, 325–331. Barros, C. P., & Leach, S. (2006). Performance evaluation of the English premier football league with data envelopment analysis. Applied Economics, 38(12), 1449–1458. Baseball Info Solutions. (2003). The Bill James handbook. Chicago: ACTA Publications. Baseball-Reference.com. (2008). Baseball-reference. Retrieved February 20, 2008, from www.baseball-reference.com Beech, R. (2008). NBA player shot zones. Retrieved January 30, 2008, from www.82games.com/shotzones.htm Benoit, G. (2002). Data mining. Annual Review of Information Science and Technology, 36, 265–310. Berry, S. (2005). Introduction to the methodologies and multiple sports articles. In J. Albert, J. Bennett, & J. Cochran (Eds.), Anthology of statistics in sports (pp. 205–208). Alexandria, VA: Cambridge University Press. Bhandari, I. S. (1995). Attribute focusing: Data mining for the layman (Research Report RC 20136). Yorktown Heights, NY: IBM TJ Watson Research Center. Bhandari, I. S., Colet, E., Parker, J., Pines, Z., Pratap, R., & Ramanujam, K. (1997). Advanced scout: Data mining and knowledge discovery in NBA data. Data Mining and Knowledge Discovery, 1(1), 121–125. Bialik, C. (2007, May 23). Tracking how far soccer players run. The Wall Street Journal. Retrieved November 1, 2008, from blogs.wsj.com/numbersguy/tracking-how-far-soccer-players-run-112 Bierly, P. E., Kessler, E. H., & Christensen, E. (2000). Organizational learning, knowledge and wisdom. Journal of Organizational Change Management, 13(6), 595–618. Birnbaum, P. (2008). Sabermetrics. Retrieved February 16, 2008, from philbirnbaum.com Boisot, M., & Canals, A. (2004). Data, information and knowledge: Have we got it right? Journal of Evolutionary Economics, 14(1), 43–67. Burns, E., Enns, R., & Garrick, D. (2006). The effect of simulated censored data on estimates of heritability of longevity in the thoroughbred racing industry. Genetic Molecular Research, 5(1), 7–15. Carlisle, J. P. (2006). Escaping the veil of Maya: Wisdom and the organization. 39th Hawaii International Conference on System Sciences, 162. Carroll, B., Palmer, P., Thorn, J., & Pietrusza, D. (1998). The hidden game of football: The next edition. New York: Total Sports. Chang, C.-W., & Lee, S.-Y. (1997). A video information system for sport motion analysis. Journal of Visual Languages and Computing, 8(3), 265–287. Chen, H. (2001). Knowledge management systems: A text mining perspective. Tucson: University of Arizona Department of Management Information Systems. Chen, H. (2006). Intelligence and security informatics for international security: Information sharing and data mining. New York: Springer. Chen, H., & Chau, M. (2004). Web mining: Machine learning for Web applications. Annual Review of Information Science and Technology, 38, 289–329. Chen, H., Rinde, P., She, L., Sutjahjo, S., Sommer, C., & Neely, D. (1994). Expert prediction, symbolic learning, and neural networks: An experiment in greyhound racing. IEEE Expert, 9(6), 21–27. Chen, H.-S., Chen, H.-T., Tsai, W., Lee, S., & Yu, J. (2007). Pitch by pitch extraction from single view baseball video sequences. IEEE International Conference on Multimedia and Expo, 1423–1426. Chen, S.-C., Shyu, M.-L., & Zhao, N. (2005). An enhanced query model for soccer video retrieval using temporal relationships. International Conference on Data Engineering, 1133–1134. Chu, W.-T., Wang, C.-W., & Wu, J. (2006). Extraction of baseball trajectory and physics-based validation for single-view baseball. IEEE International Conference on Multimedia and Expo, 1813–1816. Cleveland, H. (1982). Information as a resource. The Futurist, 16(6), 34–39. Coleman, J., & Lynch, A. (2001). Identifying the NCAA tournament "Dance card." Interfaces, 31(3), 76–86. Coleman, J., & Lynch, A. (2008a). Dance card rankings for 2008. Retrieved February 19, 2008, from www.unf.edu/∼jcoleman/dance.htm Coleman, J., & Lynch, A. (2008b). Score card rankings for 2008. Retrieved January 30, 2008, from www.unf.edu/∼jcoleman/score.htm Cox, A., & Stasko, J. (2002). Sportsvis: Discovering meaning in sports statistics through information visualization. IEEE Symposium on Information Visualization, 114–115. CricInfo. (2008). Wisden. Retrieved June 19, 2008, from content-www.cricinfo.com/wisdenalmanack/content/current/story/almanack Davenport, T., & Prusak, L. (1998). Working knowledge. Cambridge, MA: Harvard Business School Press. Digital Scout. (2008). Digital scout. Retrieved February 20, 2008, from www.digitalscout.com Ding, Y., & Fan, G. (2007). Segmental hidden Markov models for view-based sport video analysis. IEEE Conference on Computer Vision and Pattern Recognition, 1–8. Dobra, J., Cargill, T., & Meyer, R. (1990). Efficient markets for wagers: The case of professional basketball wagering. In B. Goff & R. Tollison (Eds.), Sportometrics (pp. 215–249). College Station: Texas A&M University Press. Dong, D., & Calvo, R. (2007). Integrating data mining processes within the Web environment for the sports community. IEEE International Conference on Integration Technology, 658–662. Dvorak, J., Junge, A., Chomiak, J., Graf-Baumann, T., Peterson, L., Rosch, D., et al. (2000). Risk factor analysis for injuries in football players: Possibilities for a prevention program. American Journal of Sports Medicine, 28(5), 69–74. Fetter, H. (2003). Taking on the Yankees: Winning and losing in the business of baseball 1903–2003. New York: W. W. Norton. Fieltz, L., & Scott, D. (2003). Prediction of physical performance using data mining. Research Quarterly for Exercise and Sport, 74(1), 1–25. Flinders, K. (2002). Football injuries are rocket science. London: Vnunet.com. Glickman, M., & Stern, H. (1998). A state-space model for national football league scores. Journal of American Statistics Association, 93, 25–35. Hastie, T., Tibshirani, R., & Friedman, J. (2001). The elements of statistical learning: Data mining, inference, and prediction. New York: Springer-Verlag. Hirotsu, N., & Wright, M. (2003). A Markov chain approach to optimal pinch hitting strategies in a designated hitter rule baseball game. Journal of Operations Research, 46(3), 353–371. Hollinger, J. (2002). Pro basketball prospectus: 2002 edition. Dulles, VA: Brassey's. Hopkins, W., Marshall, S., Quarrie, K., & Hume, P. (2007). Risk factors and risk statistics for sports injuries. Clinical Journal of Sports Medicine, 17(3), 208–210. Igloo Dreams. (2007). Data mining: The referees. Retrieved February 6, 2008, from igloodreams.blogspot.com/2007/08/data-mining-referees.html Ilardi, S. (2007). Adjusted plus-minus: An idea whose time has come. Retrieved September 25, 2008 from www.82games.com/ilardi1.htm Inside Edge. (2008a). About us. Retrieved February 20, 2008, from www.inside-edge.com/Aboutus.aspx Inside Edge. (2008b). Sample reports. Retrieved February 20, 2008, from www.inside-edge.com/palmscout/PalmScout_packager.aspx International Association for Sports Information. (2008). About IASI. Retrieved February 16, 2008, from www.iasi.org/.html International Association on Computer Science in Sport. (2008). IACSS— objectives. Retrieved February 16, 2008, from www.iacss.org/index.php?id=31 James, B. (1979). The Bill James baseball abstract. Lawrence, KS: The author. James, B. (1982). The Bill James baseball abstract. New York: Ballantine Books. James, B., & Henzler, J. (2002). Win shares. Morton Grove, IL: STATS Publishing. Jimmy, D. (2007). Point-shaving ref: NBA betting scandal borne [sic] of hypocritical anti-betting stance. Retrieved February 22, 2008, from jimmydsports.com/fantasy-sports-columns/nba-point-shaving-ref-july242007.aspx Johansson, U., & Sonstrod, C. (2003). Neural networks mine for gold at the greyhound track. International Joint Conference on Neural Networks, 1798–1801. Kelley, D., Mureika, J., & Phillips, J. (2006). Predicting baseball home run records using exponential frequency distributions. Retrieved January 15, 2008, from arxiv.org/abs/physics/0608228v1 Koning, R. (2000). Balance in competition in Dutch soccer. The Statistician, 49, 419–431. Lahti, R., & Beyerlein, M. (2000). Knowledge transfer and management consulting: A look at the firm. Business Horizons, 43(1), 65–74. Lee, C. (1997). An empirical study of boxing match prediction using a logistic regression analysis. Paper presented at the Section Statistics Sports, American Statistical Association, Joint Statistical Meeting, Anaheim, CA. Levin, R., Mitchell, G., Volcker, P., & Will, G. (2000). The report of the independent members of the Commissioner's Blue Ribbon Panel on Baseball Economics. New York: Major League Baseball. Lewis, M. (2003). Moneyball: The Art of Winning an Unfair Game. New York: Norton. Lyons, K. (2005). Data mining and knowledge discovery. Australian Sports Commission Journals, 2(4), 20. MIT Sloan Alumni Profile. (2008). Daryl Morey, MBA '00. Retrieved January 30, 2008, from mitsloan.mit.edu/mba/alumni/morey.php New York Times Staff. (2004). The New York Times guide to essential knowledge: A desk reference for the curious mind. New York: St. Martin's Press. O'Reilly, N., & Knight, P. (2007). Knowledge management best practices in national sport organizations. International Journal of Sport Management and Marketing, 2(3), 264–280. Oliver, D. (2005). Basketball on paper: Rules and tools for performance analysis. Dulles, VA: Brassey's. Oorlog, D. (1995). Serial correlation in the wagering market for professional basketball. Quarterly Journal of Business and Economics, 34(2), 96–109. Ortiz, J. L. (2007, December 5). MLB's online venture is big hit. USA Today, 5C. Page, G. (2005). Using box scores to determine a position's contribution to winning basketball games. Provo, UT: Brigham Young University Department of Statistics. Papahristoulou, C. (2006). Team performance in UEFA champions league 2005–2006. Munich Personal RePEc Archive (Paper No. 138). Munich, Germany: The Archive. Retrieved November 1, 2008, from mpra.ub.uni-muenchen.de/138 Paul, R., & Weinbach, A. (2005). Bettor misconceptions in the NBA: The overbetting of large favorites and the hot hand. Journal of Sports Economics, 6(4), 390–400. Pelton, D. (2005). The Sonics play moneyball: Part one. Retrieved January 30, 2008, from www.nba.com/sonics/news/moneyball050119.html Petro, N. (2001). Digital Scout to provide statistical analysis for USA baseball tournament. Retrieved February 20, 2008, from www.digitalscout.com/news/news_tournament.php Petro, N. (2003). Digital Scout signs two-year agreement with little league baseball. Retrieved February 20, 2008, from www.digitalscout.com/news/news_littleleague.php Philpott, A., Henderson, S., & Teirney, D. (2004). A simulation model for predicting yacht match race outcomes. Operations Research, 52(1), 1–16. Piatetsky-Shapiro, G. (2008). Difference between data mining and statistics. Retrieved October 2, 2008, from www.kdnuggets.com/faq/difference-data-mining-statistics.html Pro-Football-Reference.com. (2008). Pro-football-reference. Retrieved February 20, 2008, from www.pro-football-reference.com Professional Football Researchers Association. (2008). Welcome! Retrieved February 16, 2008, from www.profootballresearchers.org/index.htm Roach, M., Mason, J., & Pawlewski, M. (2001). Video genre classification using dynamics. IEEE International Conference on Acoustics, Speech, and Signal Processing, 1557–1560. Roach, M., Mason, J., Xu, L., & Stentiford, F. (2002). Recent trends in video analysis: A taxonomy of video classification problems. International Conference on Internet and Multimedia Systems and Applications, 348–354. Rosenbaum, D. (2004). Measuring how NBA players help their teams. Retrieved January 30, 2008, from www.82games.com/comm30.htm Rosenbaum, D. (2005, April 10). A statistical holy grail: The search for the winner within. New York Times. Retrieved November 1, 2008, from query.nytimes.com/gst/fullpage.html?res=9B05E4DE153EF933A25757C0A9639C8B63 Rotshtein, A., Posner, M., & Rakityanskaya, A. (2005). Football predictions based on a fuzzy model with genetic and neural tuning. Cybernetics and Systems Analysis, 41(4), 619–630. Rue, H., & Salvensen, O. (2000). Prediction and retrospective analysis of soccer matches in a league. The Statistician, 49, 399–418. Sandoval, G. (2006). A video slam dunk for the NBA. Retrieved January 30, 2008, from www.news.com/A-video-slam-dunk-for-the-NBA/2100-1008_3-6034908.html SAS. (2005). A method to March madness. Retrieved January 30, 2008, from www.sas.com/news/feature/01mar05/dancecard.html Schatz, A. (2006). Pro football prospectus 2006: Statistics, analysis, and insight for the information age. New York: Workman. Schell, M. J. (1999). Baseball's all-time best hitters: How statistics can level the playing field. Princeton, NJ: Princeton University Press. Schumaker, R. P. (2007). Using SVM regression to predict greyhound races. Paper presented at the Information Systems Department Research Seminar, Iona College, New Rochelle, NY. Schumaker, R. P., & Chen, H. (2008). Evaluating a news-aware quantitative trader: The effects of momentum and contrarian stock selection strategies. Journal of the American Society for Information Science and Technology, 59(1), 1–9. Seder, J., & Vickery, C. (2005). The relationship of subsequent racing performance to foreleg flight patterns during race speed workouts of unraced 2-yr-old thoroughbred racehorses at auctions. Journal of Equine Veterinary Science, 25(12), 505–522. Serenko, A., & Bontis, N. (2004). Meta-review of knowledge management and intellectual capital literature: Citation impact and research productivity rankings. Knowledge and Process Management, 11(3), 185–198. Shulman, K. (1996). Data mining in the backcourt: Advanced scout gives coaches an assist. Retrieved February 6, 2008, from www.dciexpo.com/news/archives/scout.htm Sinins, L. (2007). Complete baseball encyclopedia (version 8.0). Retrieved November 1, 2008, from www.baseball-encyclopedia.com Smith, L., Lipscomb, B., & Simkins, A. (2007). Data mining in sports: Predicting Cy Young award winners. Journal of Computing Sciences in Colleges, 22(4), 115–121. Society for American Baseball Research. (2008). About SABR. Retrieved February 16, 2008, from www.sabr.org/sabr.cfm?a=cms,c,110,39,156 Solieman, O. (2006). Data mining in sports: A research overview. Tucson: University of Arizona Department of Management Information Systems. Stern, H. (1991). On probability of winning a football game. Journal of American Statistics Association, 45, 179–183. Taggart, S. (1998). Olympic data crunching. Retrieved February 6, 2008, from www.wired.com/science/discoveries/news/1998/08/14175 Takagi, S., & Hattori, S. (2003). Sports video categorizing method using camera motion parameters. International Conference on Multimedia and Expo, Baltimore, MD, 461–464. Thomas, A. (2006). The impact of puck possession and location on ice hockey strategy. Journal of Quantitative Analysis in Sports, 2(1). Retrieved November 1, 2008, from www.hockeyanalytics.com/Research_files/Impact%20of%20Puck%20Possession%20and%20Location%20on%20Strategy.pdf Thorn, J., & Palmer, P. (1984). The hidden game of baseball. Garden City, NJ: Doubleday. TRACAB. (2007). Tracab in champions league. Retrieved April 4, 2008, from www.tracab.com/news.asp?id=25 Truong, B. T., & Dorai, C. (2000). Automatic genre identification for content-based video categorization. International Conference on Pattern Recognition, Barcelona, Spain, 230–233. Tversky, A., & Gilovich, T. (2004). The cold facts about the "hot hand" in basketball. In A. Tversky & E. Shafir (Eds.), Preference, belief, and similarity: Selected writings (pp. 257–266). Cambridge, MA: MIT Press. USA Today. (2008, September 27). Jeff Sagarin NCAA basketball ratings. Retrieved September 27, 2008, from www.usatoday.com/sports/sagarin/bkt0708.htm Voigt, D. (1969). America's first red scare: The Cincinnati Reds of 1869. Ohio History, 78, 13–24. Weeks, C. (2006). Digital scout software powers the stats for the inaugural Arizona Cactus Classic. Retrieved February 20, 2008, from www.digitalscout.com/news/news_az_cactus_classic_06.php White, P. (2006, March 3). Scouts uncover a winning edge. USA Today, 7E. Willoughby, K. (1997). Determinants of success in the CFL: A logistic regression analysis. National Annual Meeting to the Decision Sciences Institute, 1026–1028. Wolfers, J. (2006). Point shaving: Corruption in NCAA basketball. AEA Papers and Proceedings, 96(2), 279–283. Woolner, K. (2006). Why is Mario Mendoza so important? In J. Keri (Ed.), Baseball between the numbers (pp. 157–173). New York: Basic Books. Yang, T. Y., & Swartz, T. (2004). A two-stage Bayesian model for predicting winners in major league baseball. Journal of Data Science, 2(1), 61–73. Yow, D., Yeo, B.-L., Yeung, M., & Liu, B. (1995). Analysis and presentation of soccer highlights from digital video. Asian Conference on Computer Vision, Singapore, 499–503. Zeleny, M. (1987). Management support systems: Towards integrated knowledge management. Human Systems Management, 7(1), 59–70. Zhu, B., & Chen, H. (2005). Information visualization. Annual Review of Information Science and Technology, 39, 139–178. Zimmerman, P. (1985). The new thinking man's guide to pro football. New York: Simon and Schuster. Citing Literature Volume44, Issue12010Pages 115-157 ReferencesRelatedInformation

Referência(s)