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TrueSkill: Xếp hạng Kỹ năng dựa trên Bayes cho Bảng xếp hạng Cạnh tranh×Suy luận Bayes×
Lĩnh vựcRa quyết địnhThống kê
HọRegression modelBayesian methods
Năm ra đời20071763
Người khởi xướngRalf Herbrich, Tom Minka & Thore GraepelThomas Bayes; Pierre-Simon Laplace
LoạiProbabilistic ranking modelProbabilistic inference paradigm
Công trình gốcHerbrich, R., Minka, T., & Graepel, T. (2007). TrueSkill: A Bayesian skill rating system. Advances in Neural Information Processing Systems, 19, 569–576. link ↗Bayes, T. (1763). An essay towards solving a problem in the doctrine of chances. Philosophical Transactions of the Royal Society of London, 53, 370–418. link ↗
Tên gọi khácBayesian Skill Rating, TrueSkill Ranking System, Gaussian Skill Model, Beceri Derecelendirme ModeliBayes inference, Bayesian statistics, Bayesian updating, posterior inference
Liên quan33
Tóm tắtTrueSkill is a Bayesian skill rating system developed by Herbrich, Minka, and Graepel at Microsoft Research and introduced at NeurIPS 2006. It represents each player's skill as a Gaussian distribution parameterized by a mean (estimated skill) and a variance (uncertainty). After each match outcome, the system updates these distributions via approximate message passing, yielding a principled ranking that handles team games, draws, and partial observations in online settings.Bayesian inference is a statistical paradigm in which probability represents degrees of belief rather than long-run frequencies. It encodes prior knowledge about parameters in a prior distribution, combines that prior with the likelihood of observed data via Bayes' theorem, and produces a posterior distribution that quantifies updated uncertainty. The foundational theorem was published posthumously by Thomas Bayes in 1763 and subsequently systematized by Pierre-Simon Laplace in his 1812 Théorie analytique des probabilités.
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