Tom Mitchell

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Tom Mitchell at WEF 2017 ^{1 2}

Tom M. Mitchell,
an American computer scientist and AI researcher with focus on machine learning. He is Edward Fredkin University Professor and chair of the Machine Learning Department at Carnegie Mellon University ¹, leading the development of the Never-Ending Language Learning (NELLL) system.

Selected Publications

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1982 ...

• Paul E. Utgoff, Tom Mitchell (1982). Acquisition of Appropriate Bias for Inductive Concept Learning. AAAI 1982, pdf
• Ryszard Michalski, Jaime Carbonell, Tom Mitchell (1983). Machine Learning: An Artificial Intelligence Approach. Springer
• Ryszard Michalski, Jaime Carbonell, Tom Mitchell (1985, 2014). Learning: An Artificial Intelligence Approach, Volume I. Morgan Kaufmann
• Ryszard Michalski, Jaime Carbonell, Tom Mitchell (1986). Machine Learning: An Artificial Intelligence Approach, Volume II. Morgan Kaufmann
• Tom Mitchell, Jaime Carbonell, Ryszard Michalski (1986). Machine Learning: A Guide to Current Research. The Kluwer International Series in Engineering and Computer Science, Vol. 12

1990 ...

• Sebastian Thrun, Tom Mitchell (1993). Integrating Inductive Neural Network Learning and Explanation-Based Learning. IJCAI 1993, zipped ps
• Tom Mitchell (1997). Machine Learning. McGraw Hill

2000 ...

• Tom Mitchell (2006). The Discipline of Machine Learning. CMU-ML-06-108, Carnegie Mellon University, pdf
• Tom Mitchell (2006). Human and Machine Learning. Carnegie Mellon University, slides as pdf
• Tom Mitchell (2009). Mining Our Reality, the emerging trend toward mining personal data. Science, December 2009. pdf

2010 ...

• Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr Settles, Estevam R. Hruschka, Tom Mitchell (2010). Toward an Architecture for Never-Ending Language Learning. AAAI 2010
• Tom Mitchell (2011). Neural Representations of Word Meanings. INTERSPEECH 2011
• Tom Mitchell, et al. (2015). Never-Ending Learning. AAAI 2015
• Tom Mitchell, et al. (2018). Never-Ending Learning. Communications of the ACM, Vol. 61, No. 5

External Links

• Tom Mitchell's Home Page
• Tom M. Mitchell from Wikipedia
• The Mathematics Genealogy Project - Tom Mitchell
• Tom Mitchell - Google Scholar Citations
• Semisupervised Learning Approaches - videolectures.net
• Brains, Meaning and Corpus Statistics by Tom Mitchell, March 27, 2009, YouTube Video

Watch on YouTube

References