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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence / EAAI-20

A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert

February 1, 2023

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Authors

Joshua Eckroth

i2k Connect, LLC


Eric Schoen

i2k Connect, LLC


DOI:

10.1609/aaai.v33i01.33019357


Abstract:

This paper describes the genetic algorithm used to select news stories about artificial intelligence for AAAI’s weekly AIAlert, emailed to nearly 11,000 subscribers. Each week, about 1,500 news stories covering various aspects of artificial intelligence and machine learning are discovered by i2k Connect’s NewsFinder agent. Our challenge is to select just 10 stories from this collection that represent the important news about AI. Since stories and topics do not necessarily repeat in later weeks, we cannot use click tracking and supervised learning to predict which stories or topics are most preferred by readers. Instead, we must build a representative selection of stories a priori, using information about each story’s topics, content, publisher, date of publication, and other features. This paper describes a genetic algorithm that achieves this task. We demonstrate its effectiveness by comparing several engagement metrics from six months of “A/B testing” experiments that compare random story selection vs. a simple scoring algorithm vs. our new genetic algorithm.

Topics: AAAI

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Joshua Eckroth||Eric Schoen A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert Proceedings of the AAAI Conference on Artificial Intelligence (2019) 9357-9364.

Joshua Eckroth||Eric Schoen A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert AAAI 2019, 9357-9364.

Joshua Eckroth||Eric Schoen (2019). A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert. Proceedings of the AAAI Conference on Artificial Intelligence, 9357-9364.

Joshua Eckroth||Eric Schoen. A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert. Proceedings of the AAAI Conference on Artificial Intelligence 2019 p.9357-9364.

Joshua Eckroth||Eric Schoen. 2019. A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert. "Proceedings of the AAAI Conference on Artificial Intelligence". 9357-9364.

Joshua Eckroth||Eric Schoen. (2019) "A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert", Proceedings of the AAAI Conference on Artificial Intelligence, p.9357-9364

Joshua Eckroth||Eric Schoen, "A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert", AAAI, p.9357-9364, 2019.

Joshua Eckroth||Eric Schoen. "A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert". Proceedings of the AAAI Conference on Artificial Intelligence, 2019, p.9357-9364.

Joshua Eckroth||Eric Schoen. "A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert". Proceedings of the AAAI Conference on Artificial Intelligence, (2019): 9357-9364.

Joshua Eckroth||Eric Schoen. A Genetic Algorithm for Finding a Small and Diverse Set of Recent News Stories on a Given Subject: How We Generate AAAI’s AI-Alert. AAAI[Internet]. 2019[cited 2023]; 9357-9364.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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