Andrew McCallum is affiliated with the University of Massachusetts Amherst in the United States. Their research primarily focuses on computer science, with a substantial number of publications in artificial intelligence and related subfields. The main areas of study include artificial intelligence, computer vision and pattern recognition, molecular biology, signal processing, and management science and operations research.
The scientist has contributed extensively to topics such as topic modeling, natural language processing techniques, biomedical text mining and ontologies, multimodal machine learning applications, semantic web and ontologies, domain adaptation and few-shot learning, and advanced clustering algorithms research.
Key recent publications by Andrew McCallum include:
The frequent co-authors collaborating with Andrew McCallum are Nicholas Monath, Michael Boratko, Manzil Zaheer, Shib Sankar Dasgupta, and Ameya Godbole. The scientist has published most notably in venues such as arXiv (Cornell University), Proceedings of the AAAI Conference on Artificial Intelligence, Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, and the Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).
Awards received by Andrew McCallum include being named an ACM Fellow in 2017 for contributions to machine learning with structured data and innovations in scientific communication. They are also a Fellow of the Association for the Advancement of Artificial Intelligence (AAAI), honored in 2009 for significant contributions to information extraction, natural language processing, data mining, machine learning, and their integration.
John D. Lafferty;Andrew McCallum;Fernando C. N. Pereira
Andrew McCallum;Kamal Nigam
Kamal Nigam;Andrew Kachites McCallum;Sebastian Thrun;Tom Mitchell
William Cohen;Andrew McCallum;Sam Roweis
Emma Strubell;Ananya Ganesh;Andrew McCallum
Charles Sutton;Andrew McCallum
Andrew McCallum;Dayne Freitag;Fernando C. N. Pereira
Charles Sutton;Andrew McCallum
Xuerui Wang;Andrew McCallum
David Mimno;Hanna Wallach;Edmund Talley;Miriam Leenders
Andrew McCallum;Wei Li
Andrew McCallum;Kamal Nigam;Lyle H. Ungar
Andrew Kachites McCallum;Kamal Nigam;Jason Rennie;Kristie Seymore
Sebastian Riedel;Limin Yao;Andrew McCallum
Kamal Nigam;John Lafferty;Andrew McCallum
Nicholas Roy;Andrew McCallum
Andrew McCallum;Kamal Nigam
L. Douglas Baker;Andrew Kachites McCallum
Charles Sutton;Khashayar Rohanimanesh;Andrew McCallum
Mark Craven;Dan DiPasquo;Dayne Freitag;Andrew McCallum
Charles Sutton;Andrew McCallum
J. Lafferty;A. McCallum;F. Pereira;Kevin Duh
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