Real-Time Prediction of Gamers Behavior Using Variable Order Markov and Big Data Technology: A Case of Study

Real-Time Prediction of Gamers Behavior Using Variable Order Markov and Big Data Technology: A Case of Study

This paper presents the results and conclusions found when predicting the behavior of gamers in commercial videogames datasets. In particular, it uses Variable-Order Markov (VOM) to build a probabilistic model that is able to use the historic behavior of gamers and to infer what will be their next a...

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Journal Title: International Journal of Interactive Multimedia and Artificial Intelligence
First author: Alejandro Baldominos Gómez
Other Authors: Esperanza Albacete;
Ignacio Marrero;
Yago Saez
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Language: Undetermined
Get full text: http://www.ijimai.org/journal/sites/default/files/files/2016/02/ijimai20163_6_7_pdf_23096.pdf
https://www.ijimai.org/journal/node/937
Resource type: Journal Article
Source: International Journal of Interactive Multimedia and Artificial Intelligence; Vol 3, No 6 Especial (Year 2016).
DOI:
Publisher: Universidad Internacional de La Rioja
Usage rights: Reconocimiento (by)
Subjects: Physical/Engineering Sciences --> Computer Science, Artificial Intelligence
Abstract: This paper presents the results and conclusions found when predicting the behavior of gamers in commercial videogames datasets. In particular, it uses Variable-Order Markov (VOM) to build a probabilistic model that is able to use the historic behavior of gamers and to infer what will be their next actions. Being able to predict with accuracy the next user’s actions can be of special interest to learn from the behavior of gamers, to make them more engaged and to reduce churn rate. In order to support a big volume and velocity of data, the system is built on top of the Hadoop ecosystem, using HBase for real-time processing; and the prediction tool is provided as a service (SaaS) and accessible through a RESTful API. The prediction system is evaluated using a case of study with two commercial videogames, attaining promising results with high prediction accuracies.