研究生: |
梁維哲 Liang, Wei-Che |
---|---|
論文名稱: |
中華職棒2014年至2016年得分期望值相關研究 The Run Expectancy Research of CPBL 2014-2016 |
指導教授: |
朱文增
Chu, Wen-Tseng |
學位類別: |
碩士 Master |
系所名稱: |
運動休閒與餐旅管理研究所 Graduate Institute of Sport, Leisure and Hospitality Management |
論文出版年: | 2018 |
畢業學年度: | 106 |
語文別: | 中文 |
論文頁數: | 107 |
中文關鍵詞: | 中華職棒 、戰術分析 、得分期望值 |
英文關鍵詞: | CPBL, Run Expectancy, baseball strategy analysis |
DOI URL: | http://doi.org/10.6345/THE.NTNU.GSLHM.046.2018.A05 |
論文種類: | 學術論文 |
相關次數: | 點閱:136 下載:36 |
分享至: |
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
本研究以中華職棒2014年至2016年球季約6萬筆play by play的紀錄為樣本,藉由得分期望值相關矩陣對攻守戰術進行分析,可供中華職棒各隊解讀賽場上的狀況,於臨場做出最合理的調度與戰術選擇。以馬可夫鏈的概念為基礎,依據比賽中不同的出局數和佔壘情形,定義出24種狀態,將比賽紀錄重新編碼後,算出各種狀態下的得分機率、打席數期望值、得分期望值等矩陣,可針對觸擊、盜壘、代打調度策略等項目進行分析探討。本研究結果發現,中華職棒2014年至2016年球季間,得分機率、打席數期望值、得分期望值都逐年上揚,雖然2014年與2015年犧牲觸擊後的得分機率略有提升,但2016年卻出現下滑,在三個不同球季中,犧牲觸擊戰術同樣會造成得分期望值的下滑,而且幅度越來越大;在盜壘戰術的部分,兩人出局後的盜壘成本最低,一人出局最高,無人出局次之。綜合上述研究結果,本研究建議,當球隊的攻勢順暢時,應減少下達犧牲觸擊與盜壘戰術,以免對球隊的得分產生負面影響。
To help the four CPBL teams recognize the conditions and make the most sensible tactical choice, this study analyzed the offensive and defensive strategies by the run expectancy matrix which is derived from the 60,000 plays of CPBL 2014-2016 season. Based on the concept of Markov chain, we defined 24 kinds of situations according to the base-occupied/out state on the field for re-coding the game scores and calculating varies of matrixes such as the probability of scoring, plate appearance expectancy and run expectancy. These matrixes are useful tools for tactics analyzing like sacrificed bunt, stealing and pinch-hitting move. The research results found that all the probability of scoring, plate appearance expectancy and run expectancy numbers kept growing year by year. The bunting tactic in 2014 and 2015 season raised the probability of scoring, but it overturned in 2016, and it also decreased the run expectancy in all of the three seasons. In terms of base stealing, the tactic cost the lowest after two outs, second in no out and the highest in one out. According to the above results, we suggest teams should reduce bunting and stealing tactics when the offense was flowing, or it might have a negative impact on the team's offense.
中華職棒大聯盟 (2016)。中華職棒大聯盟全球資訊網。取自http://www.cpbl.com.tw/
李中傑 (2011)。棒球比賽宛如是一個馬可夫過程。科學教育月刊, (344),32-48。
呂中堯、林定香 (2010)。以Copula 函數建構雙變量卜瓦松迴歸模型預測職棒賽事。中國統計學報,(48),233-250。
何献凡、張思敏、陳書瑋 (2012)。棒球運動內野守備戰術分析。運動教練科學, (25),83-93。
林如瀚、余國豪 (2012)。籃球比賽策略的動態偵查。中華體育季刊, 26(1),145-150。
高志綱、林華韋、張振崗 (2014)。犧牲觸擊戰術對中華職棒得分機率的影響。國立臺灣體育運動大學學報, 3(2),1-12。
教育部體育運動大辭典 (2016)。運動戰術。取自http://sportspedia.perdc.ntnu.edu.tw/content?MainID=411
陳春昇、陳五洲 (2006)。數位化棒球比賽記錄法之探討。大專體育, (87), 45-50。
陳佳郁、劉有德 (2010)。數據會說話:球類運動技戰術分析方法探討。臺灣運動心理學報, (17), 49-68。
莊國良、劉有德 (2013)。勝負與實力差距對於比賽內容的影響─桌球個案標記分析。運動教練科學, (31), 1-12。
張振興 (2010)。接發球進攻之標記分析。排球教練科學, 15, 22-33。
張厥煒、王羣智、李軾揚、黃士魁 (2013)。可編輯式棒球戰術訓練動畫展示系統之研發。大專體育, (125), 46-55。
張厥煒、李仁德 (2011)。學生棒球運動記錄與運動防護資訊系統之設計與建置。中華體育季刊, 25(3), 437-450。
張厥煒、林華韋 (2005)。雅典奧運棒球情蒐資訊系統建構與運作。大專體育, (76), 25-30。
張厥煒、陳良傑、蘇哲民(2007)。棒球競賽記錄內容數位化與歷史資料管理系統:棒球競賽記錄系統操作手冊。臺北市:中華民國學生棒球運動聯盟。
張厥煒、楊清瓏 (2007)。視覺化運動資訊系統之探討。中華體育季刊, 21(4), 75-86。
張厥煒、盧至剛(2005)。棒球戰術資料庫中物件運動軌跡表示法與內容擷取。中華理工學刊,3(1), 3-10。
劉祥興、駱明瑤、張生平 (2007)。足球比賽之角球標記式分析:以2006年德國世界盃足球賽16強為例。大專體育學術專刊, 96, 404-409。
鄭毅賢 (2003)。棒球競賽資訊管理系統之研究開發。大專體育學刊, 5(1), 300-319。
Albright, SC. (1993). A STATISTICAL-ANALYSIS OF HITTING STREAKS IN BASEBALL [Abstruct]. Journal of the American Statistical Association, 88(424), 1175-1183.
Albert, J. (2003). Teaching Statistics Using Baseball. The Mathematical Association of America. Washinton, DC: Author.
Bailey, L. B., Shanley, E., Hawkins, R., Beattie, P. F., Fritz, S., Kwartowitz, D., & Thigpen, C. A. (2015). Mechanisms of Shoulder Range of Motion Deficits in Asymptomatic Baseball Players [Abstruct]. The American Journal of Sports Medicine, 43(11), 2783-2793.
Barnes, SL, & Bjarnadottir, MV (2016). Great expectations: An analysis of major league baseball free agent performance [Abstract]. Statistical Analysis and Data Mining, 9(5), 295-309.
Baseball Prospectus. (2017). Custom Statistic Report: Run Expectations. Retrieved from http://legacy.baseballprospectus.com/sortable/index.php?cid=1659556
Baseball-reference. (2016). Batting Stats. Retrieved from http://www.baseball-reference.com
Berri, D. J., & Schmidt, M. B. (2010). Stumbling On Wins. Upper Saddle River, NJ: FT Press.
Bradbury, J. C. (2007). The baseball economist: the real game exposed. New York, NY: Dutton.
Bradbury, J. C. (2008). Statistical Performance Analysis in Sport. In Humphreys, B. R., & Howard, D. R. (Eds), The Business of Sports (pp. 41-58). Santa Barbara, CA: Praeger.
Bukiet, B., Harold, E. R., & Palacios, J. L. (1997). A Markov Chain Approach to Baseball. Operations Research, 45(1), 14-23.
Bruggink, T. H. & Eaton, J. W. (1996). Rebuilding Attendance in Major League Baseball:The Demand for Individual Games. In J. Fizel, E. Gustafson, & L. Hadley (Eds.), Baseball Economics: Current Research (pp. 9-31). Santa Barbara, CA: Praeger.
Eaves, S. J. (2015). A history of sports notational analysis: a journey into the nineteenth century. International Journal of Performance Analysis in Sport, 15(3), 1160-1176.
Fangraphs. (2016). Batting Stats. Retrieved from http://www.fangraphs.com
Fullerton, H. S. (1912). The inside game: the science of baseball. The American Magazine, 70, 2-13.
Howard, R. A. (1960). Dynamic Programming and Markov Processes. Cambridge, MA: MIT Press.
Hughes, M. & Franks, I. M. (2004). Notational analysis of sport: Systems for better coaching and performance in sport (2nd ed.). London, UK: Routledge.
James, B. (1985). The Bill James Historical Baseball Abstract. New York City, NY: Villard Books.
Lewis, M. (2003). Moneyball: The Art of Winning an Unfair Game. New York City, NY: W.W. Norton.
Lindsey, G. R. (1963). An investigation of strategies in baseball. Operations Research, 11(4), 477-501.
Lyman, S., Fleisig, GS., Andrews, JR., & Osinski, ED. (2002). Effect of pitch type, pitch count, and pitching mechanics on risk of elbow and shoulder pain in youth baseball pitchers [Abstruct]. The American Journal of Sports Medicine, 30(4), 463-468.
Malcolm, D., Adams, K., & Walker, G. J. (1999). The 1999 Big Bad Baseball Annual: The Book Baseball Deserves. Dallas, TX: Masters Press.
Meyer, D., Forbes, D., & Clarke, S. R. (2006). Statistical Analysis of Notational AFL Data Using Continuous Time Markov Chains. Journal of Sports Science and Medicine, 5(4), 525-532.
Mills, E. G. & Mills, H. D. (1970). Player Win Averages: A Complete Guide to Winning Baseball Players. Cranbury, NJ: A. S. Barnes.
Moon, H. W., Woo, Y. T., & Shin, Y. W. (2016). The Korean Journal of Applied Statistics, 29(2), 321–330.
Noll, R. G. (1973). Government and the Sports Business. Washington, D.C.: Brookings Institution.
Pankin, M. D. (1978). Evaluating offensive performance in baseball. Operations Research, 26 (4), 610-619.
Powers, J. T. (2014). Bringin' Gas And Dialin' 9: A Seven Score Addiction to the National Pastime. West Lafayette, IN: Deep Center Field Press.
Schwarz, A. (2005). The Numbers Game: Baseball's Lifelong Fascination with Statistics. New York City, NY: St. Martin's Press.
Sokol, J.S.(2004). An Intuitive Markov Chain Lesson From Baseball. INFORMS Transactions on Education, 5(1), 47-55.
Stallings, J., & Bennett, B. (2003). Baseball Strategies. Champaign, IL: Human Kinetics.
Tango, T. (2007). Run Expectancy by Run Environment : Data. Retrieved from https://docs.google.com/spreadsheets/d/1CnzCmLjx9Pj8RTQ6n2CyUpjSlgsOALIXazhfcPM3Itc/pub
Tango, T. (2016). SABR 201: Linear Weights by the 24 base/out states, 1999-2002. Retrieved from http://www.tangotiger.net/RE9902event.html
Tango, T., Lichtman, M., & Dolphin, A. (2007). THE BOOK—Playing The Percentages In Baseball. Washington, DC: Potomac Books.
Thorn, J. & Palmer, P. (1984). The Hidden Game of Baseball. New York, NY: Doubleday.
Thorn, J., Palmer, P., & Reuther, D. (2015). The Hidden Game of Baseball: A Revolutionary Approach to Baseball and Its Statistics (3rd ed.). New York, NY: Doubleday.
Twist, C.& Worsfold, P. (2015). The Science of Rugby. London, UK: Routledge.
Wilson, A. T., Pidgeon, T. S., Morrell, N. T., & DaSilva, M. F. (2015). Trends in Revision Elbow Ulnar Collateral Ligament Reconstruction in Professional Baseball Pitchers [Abstruct]. Journal of Hand Surgery, 40(11), 2249-2254.
Winston, W. L. (2009). Mathletics: How Gamblers, Managers, and Sports Enthusiasts Use Mathematics in Baseball, Basketball, and Football. Princeton, NJ: Princeton University Press.
Yukutake, T., Nagai, K., Yamada, M., & Aoyama, T. (2015). Risk factors for elbow pain in Little League baseball players: a cross-sectional study focusing on developmental factors [Abstruct]. The Journal of Sports Medicine and Physical Fitness, 55(9), 962-968.