Cargando…

Temporal Mobility Networks in Online Gaming

This data-driven study focuses on characterizing and predicting mobility of players between gaming servers in two popular online games, Team Fortress 2 and Counter Strike: Global Offensive. Understanding these patterns of mobility between gaming servers is important for addressing challenges related...

Descripción completa

Detalles Bibliográficos
Autores principales: Alhazmi, Essa, Choudhury, Nazim, Horawalavithana, Sameera, Iamnitchi, Adriana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931885/
https://www.ncbi.nlm.nih.gov/pubmed/33693344
http://dx.doi.org/10.3389/fdata.2019.00021
_version_ 1783660374943334400
author Alhazmi, Essa
Choudhury, Nazim
Horawalavithana, Sameera
Iamnitchi, Adriana
author_facet Alhazmi, Essa
Choudhury, Nazim
Horawalavithana, Sameera
Iamnitchi, Adriana
author_sort Alhazmi, Essa
collection PubMed
description This data-driven study focuses on characterizing and predicting mobility of players between gaming servers in two popular online games, Team Fortress 2 and Counter Strike: Global Offensive. Understanding these patterns of mobility between gaming servers is important for addressing challenges related to scaling popular online platforms, such as server provisioning, traffic redirection in case of server failure, and game promotion. In this study, we build predictive models for the growth and the pace of player mobility between gaming servers. We show that the most influential factors in predicting the pace and growth of migration are related to the number of in-game interactions. Declared friendship relationships in the online social network, on the other hand, have no effect on predicting mobility patterns.
format Online
Article
Text
id pubmed-7931885
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-79318852021-03-09 Temporal Mobility Networks in Online Gaming Alhazmi, Essa Choudhury, Nazim Horawalavithana, Sameera Iamnitchi, Adriana Front Big Data Big Data This data-driven study focuses on characterizing and predicting mobility of players between gaming servers in two popular online games, Team Fortress 2 and Counter Strike: Global Offensive. Understanding these patterns of mobility between gaming servers is important for addressing challenges related to scaling popular online platforms, such as server provisioning, traffic redirection in case of server failure, and game promotion. In this study, we build predictive models for the growth and the pace of player mobility between gaming servers. We show that the most influential factors in predicting the pace and growth of migration are related to the number of in-game interactions. Declared friendship relationships in the online social network, on the other hand, have no effect on predicting mobility patterns. Frontiers Media S.A. 2019-06-25 /pmc/articles/PMC7931885/ /pubmed/33693344 http://dx.doi.org/10.3389/fdata.2019.00021 Text en Copyright © 2019 Alhazmi, Choudhury, Horawalavithana and Iamnitchi. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Big Data
Alhazmi, Essa
Choudhury, Nazim
Horawalavithana, Sameera
Iamnitchi, Adriana
Temporal Mobility Networks in Online Gaming
title Temporal Mobility Networks in Online Gaming
title_full Temporal Mobility Networks in Online Gaming
title_fullStr Temporal Mobility Networks in Online Gaming
title_full_unstemmed Temporal Mobility Networks in Online Gaming
title_short Temporal Mobility Networks in Online Gaming
title_sort temporal mobility networks in online gaming
topic Big Data
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7931885/
https://www.ncbi.nlm.nih.gov/pubmed/33693344
http://dx.doi.org/10.3389/fdata.2019.00021
work_keys_str_mv AT alhazmiessa temporalmobilitynetworksinonlinegaming
AT choudhurynazim temporalmobilitynetworksinonlinegaming
AT horawalavithanasameera temporalmobilitynetworksinonlinegaming
AT iamnitchiadriana temporalmobilitynetworksinonlinegaming