MODELING AND ANALYSIS OF FEATURES OF TEAM PLAY STRATEGIES IN ESPORTS APPLICATIONS
Journal Title: Современные информационные технологии и ИТ-образование - Year 2018, Vol 14, Issue 2
Abstract
The perfect combination of sports and information technologies, implemented in video and computer games, has made eSports unusually popular, rapidly developing and meeting the challenges of the modern world. The scale of the competitions and the amount of financial investments in eSports have increased rapidly. In this regard, special attention is given to activities related to the preparation of sports teams for competitions. Of particular interest for coaches is the study of the best competitive practices, strategies and tactics of both teams of rivals and their individual players. The article proposes and confirms the hypothesis that the methods of training eSports sportsmen based on mathematical approaches to data analysis are much more substantive and justified, which formally confirm the advantages of various team tactics and allow drawing conclusions about the prospects for using various methods of conducting the game. As the main source of data for analyzing the strategies used by the teams, the demo files of the saved games of the Counter Strike tournaments were used. Based on them, a dataset was created, including games’ metadata, data on game situations related to the behavior of individual players - movement, use of equipment, results of interaction with the enemy, as well as additional computed features of team play related to the level of game activity, the use of open space, traps, group character and speed of movement. Based on the methods of machine learning, recommendations are made on important features of priority team strategies that assume high / low values of these features in case of victory or defeat of the respective team. Also, was made a study of the features that affect the victory of individual teams with antagonistic gaming interests.
Authors and Affiliations
Alexander Kadan, Le Li, Tsiango Chen
Keywords
Related Articles
- EP ID EP519304
- DOI 10.25559/SITITO.14.201802.397-407
- Views 164
- Downloads 0
ANALYSIS OF WIRELESS CLIENTS’ SECURITY
For today, each of us is using wireless communication capabilities. Almost anywhere in cities such as Moscow you can find an access point and access to the Internet. Often people use open access points in transport, park...
INTERNATIONAL CLUSTER MODEL OF TEACHING GEOMETRIC HERITAGE OF AL-FARABI
The paper considers the features of the international cluster model of teaching geometric heritage of al-Farabi. Also, it describes an experience of organization and conducting of international integrated megalessons on...
ABOUT THE PROGRAMMING TECHNIQUES, ORIENTED TO MINIMIZE ERRORS
The article focuses on the idea of creating a language for the description of the problem, not an algorithm. It talks about how by using it one can minimize software errors and simplify the process of programming. It als...
DEVELOPMENT OF METHODOLOGICAL AND SOFTWARE SUPPORT FOR ANALYTICAL MODELING OF STOCHASTIC SYSTEMS WITH ELLIPTIC NONLINEARITIES
The article deals with methodical, algorithmic and experimental software developed on the basis of approximate methods of normal approximation and statistical linearization. The software is designed for analytical modeli...
PROBLEM OF COMMON TRANSPORT SYSTEM ORGANIZATION
The paper discusses the problem of common transport system creation from system-wide positions. Much attention is focused on two aspects – active self-maintenance in the environment with disorganization and dual nature o...