{"title":"克拉姆尼克对中村国际象棋丑闻","authors":"Shiva Maharaj, Nick Polson, Vadim Sokolov","doi":"arxiv-2409.06739","DOIUrl":null,"url":null,"abstract":"We provide a statistical analysis of the recent controversy between Vladimir\nKramnik (ex chess world champion) and Hikaru Nakamura. Hikaru Nakamura is a\nchess prodigy and a five-time United States chess champion. Kramnik called into\nquestion Nakamura's 45.5 out of 46 win streak in an online blitz contest at\nchess.com. We assess the weight of evidence using a priori assessment of\nViswanathan Anand and the streak evidence. Based on this evidence, we show that\nNakamura has a 99.6 percent chance of not cheating. We study the statistical\nfallacies prevalent in both their analyses. On the one hand Kramnik bases his\nargument on the probability of such a streak is very small. This falls\nprecisely into the Prosecutor's Fallacy. On the other hand, Nakamura tries to\nrefute the argument using a cherry-picking argument. This violates the\nlikelihood principle. We conclude with a discussion of the relevant statistical\nliterature on the topic of fraud detection and the analysis of streaks in\nsports data.","PeriodicalId":501172,"journal":{"name":"arXiv - STAT - Applications","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Kramnik vs Nakamura: A Chess Scandal\",\"authors\":\"Shiva Maharaj, Nick Polson, Vadim Sokolov\",\"doi\":\"arxiv-2409.06739\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We provide a statistical analysis of the recent controversy between Vladimir\\nKramnik (ex chess world champion) and Hikaru Nakamura. Hikaru Nakamura is a\\nchess prodigy and a five-time United States chess champion. Kramnik called into\\nquestion Nakamura's 45.5 out of 46 win streak in an online blitz contest at\\nchess.com. We assess the weight of evidence using a priori assessment of\\nViswanathan Anand and the streak evidence. Based on this evidence, we show that\\nNakamura has a 99.6 percent chance of not cheating. We study the statistical\\nfallacies prevalent in both their analyses. On the one hand Kramnik bases his\\nargument on the probability of such a streak is very small. This falls\\nprecisely into the Prosecutor's Fallacy. On the other hand, Nakamura tries to\\nrefute the argument using a cherry-picking argument. This violates the\\nlikelihood principle. We conclude with a discussion of the relevant statistical\\nliterature on the topic of fraud detection and the analysis of streaks in\\nsports data.\",\"PeriodicalId\":501172,\"journal\":{\"name\":\"arXiv - STAT - Applications\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - STAT - Applications\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2409.06739\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - STAT - Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.06739","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
We provide a statistical analysis of the recent controversy between Vladimir
Kramnik (ex chess world champion) and Hikaru Nakamura. Hikaru Nakamura is a
chess prodigy and a five-time United States chess champion. Kramnik called into
question Nakamura's 45.5 out of 46 win streak in an online blitz contest at
chess.com. We assess the weight of evidence using a priori assessment of
Viswanathan Anand and the streak evidence. Based on this evidence, we show that
Nakamura has a 99.6 percent chance of not cheating. We study the statistical
fallacies prevalent in both their analyses. On the one hand Kramnik bases his
argument on the probability of such a streak is very small. This falls
precisely into the Prosecutor's Fallacy. On the other hand, Nakamura tries to
refute the argument using a cherry-picking argument. This violates the
likelihood principle. We conclude with a discussion of the relevant statistical
literature on the topic of fraud detection and the analysis of streaks in
sports data.