{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T17:02:22Z","timestamp":1776272542388,"version":"3.50.1"},"reference-count":22,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,1,14]],"date-time":"2022-01-14T00:00:00Z","timestamp":1642118400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,14]],"date-time":"2022-01-14T00:00:00Z","timestamp":1642118400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ann Oper Res"],"published-print":{"date-parts":[[2023,6]]},"DOI":"10.1007\/s10479-021-04481-7","type":"journal-article","created":{"date-parts":[[2022,1,14]],"date-time":"2022-01-14T00:03:28Z","timestamp":1642118608000},"page":"633-648","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["The analysis of serve decisions in tennis using Bayesian hierarchical models"],"prefix":"10.1007","volume":"325","author":[{"given":"Peter","family":"Tea","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6092-6727","authenticated-orcid":false,"given":"Tim B.","family":"Swartz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,1,14]]},"reference":[{"key":"4481_CR1","series-title":"CRC hand-books of modern statistical methods","doi-asserted-by":"publisher","DOI":"10.1201\/9781315166070","volume-title":"Handbook of statistical methods and analyses in sports","author":"J Albert","year":"2017","unstructured":"Albert, J., Glickman, M., Swartz, T., & Koning, R. (2017). Handbook of statistical methods and analyses in sports. CRC hand-books of modern statistical methods. Boca Raton: Chapman Hall."},{"key":"4481_CR2","unstructured":"Bailey, B. & McGarrity, J. (2012). The effect of pressure on mixed-strategy play in tennis: The effect of court surface on service decisions. International Journal of Business and Social Science, 3."},{"key":"4481_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v076.i01","volume":"76","author":"B Carpenter","year":"2017","unstructured":"Carpenter, B., Gelman, A., Hoffman, M. D., Lee, D., Goodrich, B., Betancourt, M., et al. (2017). Stan: A probabilistic programming language. Journal of Statistical Software, 76, 1\u201332.","journal-title":"Journal of Statistical Software"},{"key":"4481_CR4","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1007\/s10479-019-03261-8","volume":"286","author":"S Cea","year":"2020","unstructured":"Cea, S., Dur\u00e1n, G., Guajardo, M., Saur\u00e9, D., Siebert, J., & Zamorano, G. (2020). An analytics approach to the FIFA ranking procedure and the world cup final draw. Annals of Operation Research, 286, 119\u2013146.","journal-title":"Annals of Operation Research"},{"key":"4481_CR5","first-page":"8","volume-title":"Bayesian hierarchical models: With applications using R","author":"P Congdon","year":"2020","unstructured":"Congdon, P. (2020). Bayesian hierarchical models: With applications using R (2nd ed., p. 8). Boca Raton: CRC Press.","edition":"2"},{"key":"4481_CR6","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1007\/s10479-020-03626-4","volume":"292","author":"M Friesl","year":"2020","unstructured":"Friesl, M., Libich, J., & Stehl\u00edk, P. (2020). Fixing Ice Hockey\u2019s low scoring flip side? Just flip the sides. Annals of Operation Research, 292, 27\u201345.","journal-title":"Annals of Operation Research"},{"key":"4481_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s00265-017-2363-8","volume":"71","author":"J Koster","year":"2017","unstructured":"Koster, J., & McElreath, R. (2017). Multinomial analysis of behavior: Statistical methods. Behavioral Ecology and Sociobiology, 71, 1\u201314.","journal-title":"Behavioral Ecology and Sociobiology"},{"key":"4481_CR8","unstructured":"Kovalchik, S. (2017). Quantifying clutch performance. Retrieved May 4, 2021 from http:\/\/on-the-t.com\/2015\/12\/27\/quantifying-clutch-performance\/."},{"key":"4481_CR9","first-page":"255","volume":"2","author":"S Kovalchik","year":"2018","unstructured":"Kovalchik, S., & Reid, M. (2018). Measuring clutch performance in professional tennis. Italian Journal of Applied Statistics, 2, 255\u2013268.","journal-title":"Italian Journal of Applied Statistics"},{"issue":"9","key":"4481_CR10","doi-asserted-by":"publisher","first-page":"1989","DOI":"10.1016\/j.jmva.2009.04.008","volume":"100","author":"D Lewandowski","year":"2009","unstructured":"Lewandowski, D., Kurowicka, D., & Joe, H. (2009). Generating random correlation matrices based on vines and extended onion method. Journal of Multivariate Analysis, 100(9), 1989\u20132001.","journal-title":"Journal of Multivariate Analysis"},{"key":"4481_CR11","series-title":"Elsevier science technology","first-page":"11","volume-title":"Methods and applications of longitudinal data analysis","author":"X Liu","year":"2015","unstructured":"Liu, X. (2015). Methods and applications of longitudinal data analysis. Elsevier science technology (1st ed., p. 11). Amsterdam: Elsevier.","edition":"1"},{"key":"4481_CR12","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1080\/24748668.2009.11868482","volume":"9","author":"F Loffing","year":"2009","unstructured":"Loffing, F., Hagemann, N., & Strauss, B. (2009). The serve in professional men\u2019s tennis: Effects of players\u2019 handedness. International Journal of Performance Analysis in Sport, 9, 255\u2013274.","journal-title":"International Journal of Performance Analysis in Sport"},{"key":"4481_CR13","first-page":"131","volume":"5","author":"C Morris","year":"1977","unstructured":"Morris, C. (1977). The most important points in tennis. Optimal Strategies in Sports, 5, 131\u2013140.","journal-title":"Optimal Strategies in Sports"},{"key":"4481_CR14","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1007\/s10479-013-1309-4","volume":"227","author":"Y Nikolaidis","year":"2015","unstructured":"Nikolaidis, Y. (2015). Building a basketball game strategy through statistical analysis of data. Annals of Operation Research, 227, 137\u2013159.","journal-title":"Annals of Operation Research"},{"key":"4481_CR15","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1080\/14763141.2011.629206","volume":"10","author":"M Reid","year":"2011","unstructured":"Reid, M., Whiteside, D., & Elliott, B. (2011). Serving to different lo-cations: Set-up, toss, and racket kinematics of the professional tennis serve. Sports Biomechanics, 10, 407\u2013414.","journal-title":"Sports Biomechanics"},{"key":"4481_CR16","unstructured":"Rothenberg, B. (Sept. 2017). Filling a weak spot in women\u2019s tennis: The serve. The New York Times."},{"key":"4481_CR17","unstructured":"Stan Development Team. (2021). Stan modeling language users guide and reference manual. Version 2, 26."},{"key":"4481_CR18","first-page":"200","volume":"III","author":"P Unierzyski","year":"2004","unstructured":"Unierzyski, P., & Wieczorek, A. (2004). Comparison of tactical solutions and game patterns in the finals of two grand slam tournaments in tennis. Science and Racket Sports, III, 200\u2013205.","journal-title":"Science and Racket Sports"},{"key":"4481_CR19","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1080\/14763141.2012.670664","volume":"12","author":"F Vaverka","year":"2013","unstructured":"Vaverka, F., & Cernosek, M. (2013). Association between body height and serve speed in elite tennis players. Sports Biomechanics, 12, 30\u201337.","journal-title":"Sports Biomechanics"},{"key":"4481_CR20","doi-asserted-by":"publisher","first-page":"1413","DOI":"10.1007\/s11222-016-9696-4","volume":"27","author":"A Vehtari","year":"2017","unstructured":"Vehtari, A., Gelman, A., & Gabry, J. (2017). Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC. Statistics and Computing, 27, 1413\u20131432.","journal-title":"Statistics and Computing"},{"key":"4481_CR21","doi-asserted-by":"publisher","first-page":"895","DOI":"10.3389\/fpsyg.2018.00895","volume":"9","author":"G Vernon","year":"2018","unstructured":"Vernon, G., Farrow, D., & Reid, M. (2018). Returning serve in tennis: A qualitative examination of the interaction of anticipatory information sources used by professional tennis players. Frontiers in Psychology, 9, 895.","journal-title":"Frontiers in Psychology"},{"key":"4481_CR22","doi-asserted-by":"publisher","first-page":"1521","DOI":"10.1257\/aer.91.5.1521","volume":"91","author":"M Walker","year":"2001","unstructured":"Walker, M., & Wooders, J. (2001). Minimax play at Wimbledon. American Economic Review, 91, 1521\u20131538.","journal-title":"American Economic Review"}],"container-title":["Annals of Operations Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-021-04481-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10479-021-04481-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10479-021-04481-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,1]],"date-time":"2023-06-01T17:10:49Z","timestamp":1685639449000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10479-021-04481-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,14]]},"references-count":22,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,6]]}},"alternative-id":["4481"],"URL":"https:\/\/doi.org\/10.1007\/s10479-021-04481-7","relation":{},"ISSN":["0254-5330","1572-9338"],"issn-type":[{"value":"0254-5330","type":"print"},{"value":"1572-9338","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,14]]},"assertion":[{"value":"3 December 2021","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 January 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}