Measuring players’ importance in basketball using the generalized Shapley value
نویسندگان
چکیده
Abstract Measuring players’ importance in team sports to help coaches and staff with the aim of winning game is gaining relevance, mainly because advent new data advanced technologies. In this paper we evaluate each player’s - for first time basketball as his/her average marginal contribution utility an ordered subset players, through a generalized version Shapley value, where value assumed by characteristic function coalitional expressed terms probability certain lineup has win game. turn, such estimated applying logistic regression model which response represented outcome Dean’s factors are used explanatory features. Then, estimate values associated bootstrap confidence intervals. A novelty, allowed explicitly considering single lineups, possibility forming best lineups based on conditional specific constraints, injury or “a-priori” coach’s decision. comparison our proposed approach industry-standard counterparts shows strong linear relation. We show application method seventeen full NBA seasons (from 2004/2005 2020/21). eventually Utah Jazz players how be form lineups.
منابع مشابه
On Shapley Value for Measuring Importance of Dependent Inputs
This paper makes the case for using Shapley value to quantify the importance of random input variables to a function. Alternatives based on the ANOVA decomposition can run into conceptual and computational problems when the input variables are dependent. Our main goal here is to show that Shapley value removes the conceptual problems. We do this with some simple examples where Shapley value lea...
متن کاملBalance and the Extended, Generalized Shapley Value
We characterize the Extended, Generalized Shapley Value of McQuillin [6] using an ‘efficiency’ condition and two ‘balance’ conditions. One feature of this charaterization is that the conditions only have to apply for a single game.
متن کاملPlayers indifferent to cooperate and characterizations of the Shapley value
In this paper we provide new axiomatizations of the Shapley value for TU-games using axioms that are based on relational aspects in the interactions among players. Some of these relational aspects, in particular the economic or social interest of each player in cooperating with each other, can be found embedded in the characteristic function. We define a particular relation among the players th...
متن کاملShapley Value in a Priori Measuring of Intellectual Capital Flows
Analysis of transmission of intellectual capital as a specific types of information requires consequently different models. The graph presentation maybe in use but it needs more complicated structure including logical conditions and multi connections between the same nodes. In the process of evaluation of the role of each nodes of such graph the concepts of Shapley value and taxonomy dendrite w...
متن کاملObtaining a possible allocation in the bankruptcy model using the Shapley value
Data envelopment analysis (DEA) is an effective tool for supporting decision-makers to assess bankruptcy, uncertainty concepts including intervals, and game theory. The bankruptcy problem with the qualitative parameters is an economic problem under uncertainty. Accordingly, we combine the concepts of the DEA game theory and uncertain models as interval linear programming (ILP), which can be app...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Annals of Operations Research
سال: 2022
ISSN: ['1572-9338', '0254-5330']
DOI: https://doi.org/10.1007/s10479-022-04653-z