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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 30 / No. 1: Thirtieth AAAI Conference On Artificial Intelligence

Predicting Gaming Related Properties from Twitter Accounts

March 8, 2023

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Abstract:

We demonstrate a system for predicting gaming related properties from Twitter accounts. Our system predicts various traits of users based on the tweets publicly available in their profiles. Such inferred traits include degrees of tech-savviness and knowledge on computer games, actual gaming performance, preferred platform, degree of originality, humor and influence on others. Our system is based on machine learning models trained on crowd-sourced data. It allows people to select Twitter accounts of their fellow gamers, examine the trait predictions made by our system, and the main drivers of these predictions. We present empirical results on the performance of our system based on its accuracy on our crowd-sourced dataset.

Authors

Maria Gorinova

University of Cambridge


Yoad Lewenberg

The Hebrew University of Jerusalem


Yoram Bachrach

Microsoft Research


Alfredo Kalaitzis

Microsoft London


Michael Fagan

Microsoft London


Dean Carignan

Microsoft


Nitin Gautam

Microsoft


DOI:

10.1609/aaai.v30i1.9842


Topics: AAAI

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HOW TO CITE:

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam Predicting Gaming Related Properties from Twitter Accounts Proceedings of the AAAI Conference on Artificial Intelligence, 30 (2016) .

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam Predicting Gaming Related Properties from Twitter Accounts AAAI 2016, .

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam (2016). Predicting Gaming Related Properties from Twitter Accounts. Proceedings of the AAAI Conference on Artificial Intelligence, 30, .

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. Predicting Gaming Related Properties from Twitter Accounts. Proceedings of the AAAI Conference on Artificial Intelligence, 30 2016 p..

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. 2016. Predicting Gaming Related Properties from Twitter Accounts. "Proceedings of the AAAI Conference on Artificial Intelligence, 30". .

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. (2016) "Predicting Gaming Related Properties from Twitter Accounts", Proceedings of the AAAI Conference on Artificial Intelligence, 30, p.

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam, "Predicting Gaming Related Properties from Twitter Accounts", AAAI, p., 2016.

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. "Predicting Gaming Related Properties from Twitter Accounts". Proceedings of the AAAI Conference on Artificial Intelligence, 30, 2016, p..

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. "Predicting Gaming Related Properties from Twitter Accounts". Proceedings of the AAAI Conference on Artificial Intelligence, 30, (2016): .

Maria Gorinova|| Yoad Lewenberg|| Yoram Bachrach|| Alfredo Kalaitzis|| Michael Fagan|| Dean Carignan|| Nitin Gautam. Predicting Gaming Related Properties from Twitter Accounts. AAAI[Internet]. 2016[cited 2023]; .


ISSN: 2374-3468


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