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Advanced Sequence Analysis

Magy Seif El-Nasr, Truong Huy Nguyen Dinh, Alessandro Canossa, and Anders Drachen

in Game Data Science

Published in print:
2021
Published Online:
November 2021
ISBN:
9780192897879
eISBN:
9780191919466
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780192897879.003.0011
Subject:
Computer Science, Human-Computer Interaction, Game Studies

This chapter discusses more advanced methods for sequence analysis. These include: probabilistic methods using classical planning, Bayesian Networks (BN), Dynamic Bayesian Networks (DBNs), Hidden ... More


Sequence Analysis of Game Data

Magy Seif El-Nasr, Truong Huy Nguyen Dinh, Alessandro Canossa, and Anders Drachen

in Game Data Science

Published in print:
2021
Published Online:
November 2021
ISBN:
9780192897879
eISBN:
9780191919466
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780192897879.003.0010
Subject:
Computer Science, Human-Computer Interaction, Game Studies

This chapter is devoted to sequence game data analysis. It will first define what sequence data is and how it is represented, and then delve more deeply into how to develop models from such data. ... More


Supervised Learning in Game Data Science

Magy Seif El-Nasr, Truong Huy Nguyen Dinh, Alessandro Canossa, and Anders Drachen

in Game Data Science

Published in print:
2021
Published Online:
November 2021
ISBN:
9780192897879
eISBN:
9780191919466
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780192897879.003.0007
Subject:
Computer Science, Human-Computer Interaction, Game Studies

This chapter discusses several classification and regression methods that can be used with game data. Specifically, we will discuss regression methods, including Linear Regression, and classification ... More


Conclusions and Remarks

Magy Seif El-Nasr, Truong Huy Nguyen Dinh, Alessandro Canossa, and Anders Drachen

in Game Data Science

Published in print:
2021
Published Online:
November 2021
ISBN:
9780192897879
eISBN:
9780191919466
Item type:
chapter
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780192897879.003.0013
Subject:
Computer Science, Human-Computer Interaction, Game Studies

This chapter summarizes the takeaways from the different chapters of this book on the game data science process we introduced in Chapter 1. It shares some notes and experiences that can help you when ... More


Game Data Science

Magy Seif El-Nasr, Alessandro Canossa, Truong-Huy D. Nguyen, and Anders Drachen

Published in print:
2021
Published Online:
November 2021
ISBN:
9780192897879
eISBN:
9780191919466
Item type:
book
Publisher:
Oxford University Press
DOI:
10.1093/oso/9780192897879.001.0001
Subject:
Computer Science, Human-Computer Interaction, Game Studies

This book is aimed at giving readers an introduction to the practical side of game data science and thus can be used a textbook for game analytics or game user research class or as a reference to ... More


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