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A game prediction method and device for modeling cooperation and competition effects

A technology of effect and model, applied in the field of game prediction of modeling cooperation and competition effects, to achieve the effect of lineup configuration optimization

Active Publication Date: 2022-03-01
UNIV OF SCI & TECH OF CHINA
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  • Abstract
  • Description
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Problems solved by technology

At the same time, members of different importance will receive different degrees of attention in team competitions, and few works have considered this influencing factor

Method used

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  • A game prediction method and device for modeling cooperation and competition effects
  • A game prediction method and device for modeling cooperation and competition effects
  • A game prediction method and device for modeling cooperation and competition effects

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Embodiment Construction

[0052] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0053] In order to make the above objects, features and advantages of the present invention more comprehensible, the present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments.

[0054] In order to facilitate the understanding of this scheme, the following first explains the cooperation effect and competition effect:

[0055] Cooperative effects and competitive effects widely exist in grou...

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Abstract

The invention provides a competition prediction method and device for modeling cooperation and competition effects, and proposes a competition and cooperation model capable of learning competition and cooperation effects for use in prediction of competition results. Specifically, after obtaining the roles of the two teams in the game to be predicted, the roles of individual members can be projected into the latent space through the competition and cooperation model, and then through the modeled cooperation effects between teammates and competition effects between opponents, it is possible to Accurately predict the respective ability values ​​of the two teams to determine the outcome of the match. The invention can accurately predict the outcome of the game, and the experimental results in multiple electronic sports show that the invention is superior to other methods. Moreover, the present invention can be easily extended to other tasks, such as team formation, lineup configuration optimization, and MOBA game balance detection.

Description

technical field [0001] The invention relates to the technical fields of machine learning, artificial intelligence and game data mining, and more specifically, relates to a game prediction method and device for modeling cooperation and competition effects. Background technique [0002] Team confrontation is a common form of competition. Common team confrontation games include basketball, football, and MOBA games DOTA and LOL. Predicting the outcome of team games is a challenging task. [0003] Because people have social attributes, members in the game will inevitably interact with other members and affect the outcome of the game. Existing works mainly focus on modeling individual capabilities of team members, or modeling interactions within teams. However, there are multiple complex interactions in team games, including intra-team interactions (i.e., cooperation effects) and inter-team interactions (i.e., competition effects). At the same time, members of different importa...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): A63B71/06G06F16/951G06N3/04G06N3/08
CPCA63B71/06G06N3/08G06F16/951G06N3/045
Inventor 刘淇陈恩红顾垠张凯黄振亚
Owner UNIV OF SCI & TECH OF CHINA
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