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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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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 |
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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 |
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