计算机科学 ›› 2017, Vol. 44 ›› Issue (12): 175-182.doi: 10.11896/j.issn.1002-137X.2017.12.033
廖彬,张陶,国冰磊,于炯,牛亚锋,张旭光,刘炎
LIAO Bin, ZHANG Tao, GUO Bing-lei, YU Jiong, NIU Ya-feng, ZHANG Xu-guang and LIU Yan
摘要: 虽然大数据技术在不断成熟,但它在竞技体育领域的相关应用研究还处于探索阶段。常规篮球统计缺乏对传球数据的记录,更缺乏对传球数据的统计分析、价值挖掘及应用等方面的研究。首先,在GraphX基础上将传球数据构建成图,为传球质量的研究奠定基础;其次,提出传球质量评估方法PESV(Pass Expectation Score Value),相比于传统的助攻数与失误数的比值ATR(Assist Turnover Ratio),PESV能更全面地评价球员传球的质量;最后,介绍基于传球网络及传球质量评估方法PESV的几种应用场景,包括传球质量对比赛结果的影响分析、基于PESV值的传球路线选择,并以华人球员林书豪为例,计算其2015-2016赛季的传球得分期望值。
[1] GHEMAWAT S,GOBIOFF H,LEUNG S T.The google gile system[C]∥Proceedings of 19th ACM Symposium on Opera-ting System Principles.New York:ACM,2003:29-43. [2] DEAN J,GHEMAWAT S.MapReduce:Simplifed data proces-sing on large clusters[C]∥Proceedings of the Conference on Operating System Design and Implementation(OSDI).New York:ACM,2004:137-150. [3] ZAHARIA M,CHOWDHURY M, FRANKLIN M J,et al.Spark:cluster computing with working sets[C]∥ Usenix Conference on Hot Topics in Cloud Computing.USENIX Association,2010:1765-1773. [4] ZAHARIA M,CHOWDHURY M,DAS T,et al.Resilient distributed datasets:a fault-tolerant abstraction for in-memory cluster computing[C]∥ Usenix Conference on Networked Systems Design and Implementation.2012:141-146. [5] XIN R S,GONZALEZ J E,FRANKLIN M J,et al.GraphX:a resilient distributed graph system on Spark[C]∥ International Workshop on Graph Data Management Experiences and Systems.2013:1-6. [6] LOW Y,BICKSON D,GONZALEZ J,et al.Distributed Graph-Lab:a framework for machine learning and data mining in the cloud[J].Proceedings of the VLDB Endowment,2012,5(8):716-727. [7] HAN M,DAUDJEE K.Giraph unchained:barrierless asyn-chronous parallel execution in pregel-like graph processing systems[J].Proceedings of the VLDB Endowment,2015,8(9):950-961. [8] YAN Y L,DONG Y H,HE X M,et al.FSMBUS:A Frequent Subgraph Mining Algorithm in Single Large-Scale Graph Using Spark[J].Journal of Computer Research and Development,2015,52(8):1768-1783.(in Chinese) 严玉良,董一鸿,何贤芒,等.FSMBUS:一种基于 Spark 的大规模频繁子图挖掘算法[J].计算机研究与发展,2015,52(8):1768-1783. [9] CERVONE D,D AMOUR A,BORNN L,et al.POINTWISE:Predicting points and valuing decisions in real time with nba optical tracking data[C]∥Proceedings of the 8th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2014:1-9. [10] MAHESWARAN R,CHANG Y H,SU J,et al.The three dimensions of rebounding[C]∥Proceedings of the 8th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2014:1-7. [11] MAYMIN P.Acceleration in the NBA:Towards an algorithmic taxonomy of basketball plays[C]∥Proceedings of the 7th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2013:1-7. [12] GOLDMAN M,RAO J M.Live by the Three,Die by the Three? The Price of Risk in the NBA[C]∥Proceedings of the 7th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2013:1-15. [13] FRANKS A,MILLER A,BORNN L,et al.Counterpoints:Advanced defensive metrics for nba basketball[C]∥Proceedings of the 9th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2015:1-8. [14] WIENS J,GUHA BALAKRISHNAN J B,GUTTAG J.ToCrash or Not To Crash:A quantitative look at the relationship between offensive rebounding and transition defense in the NBA[C]∥Proceedings of the 7th MIT Sloan Sports Analytics Conference.Boston,MA,USA,2013:1-7. [15] REN L,DU Y,MA S,et al.Visual analytics towards big data[J].Journal of Software,2014,25(9):1909-1936.(in Chinese).任磊,杜一,马帅,等.大数据可视分析综述[J].软件学报,2014,25(9):1909-1936. [16] HERMAN I,MELANCON G,MARSHALL M S.Graph visua-lization and navigation in information visualization:A survey[J].IEEE Transaction on Visualization and Computer Gra-phics,2000,6(1):24-43. [17] ZHANG X,YUAN X R.Treemap visualization[J].Journal of Computer-Aided Design & Computer Graphics,2012,4(9):1113-1124. [18] BALZER M,DEUSSEN O.Voronoi Treemaps[C]∥IEEE Sympo-sium on Information Visualization.Los Alamitos:IEEE,2005:49-56. [19] GOU L,ZHANG X.Treenetviz:Revealing patterns of networks over tree structures[J].IEEE Transaction on Visualization and Computer Graphics,2011,17(12):2449-2458. [20] ZHANG T,YU J,LIAO B,et al.The Construction and Analysis of Pass Network Graph Based on GraphX[J].Journal of Computer Research and Development,2016,53(12):2729-2752.(in Chinese) 张陶,于炯,廖彬,等.基于GraphX的传球网络构建及分析研究[J].计算机研究与发展,2016,53(12):2729-2752. |
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