Difference between revisions of "Tom Mitchell"
GerdIsenberg (talk | contribs) (Created page with "'''Home * People * Tom Mitchell''' FILE:TomMitchellWEF2017.jpg|border|right|thumb|link=http://www.cs.cmu.edu/~tom/| Tom Mitchell at [[https://en.wikipedi...") |
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'''[[Main Page|Home]] * [[People]] * Tom Mitchell''' | '''[[Main Page|Home]] * [[People]] * Tom Mitchell''' | ||
| − | [[FILE:TomMitchellWEF2017.jpg|border|right|thumb|link=http://www.cs.cmu.edu/~tom/| Tom Mitchell at | + | [[FILE:TomMitchellWEF2017.jpg|border|right|thumb|link=http://www.cs.cmu.edu/~tom/| Tom Mitchell at [https://en.wikipedia.org/wiki/World_Economic_Forum WEF 2017] <ref>[http://www.cs.cmu.edu/~tom/ Tom Mitchell's Home Page]</ref> <ref>[https://www.ml.cmu.edu/news/news-archive/2017/june/mitchell-world-economic-forum.html Tom Mitchell Represents CMU at 2017 World Economic Forum - Machine Learning] - [[Carnegie Mellon University]], June 29, 2017</ref> ]] |
'''Tom M. Mitchell''',<br/> | '''Tom M. Mitchell''',<br/> | ||
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=Selected Publications= | =Selected Publications= | ||
| − | <ref>[http://www.cs.cmu.edu/~tom/publications.html Selected Publications by Tom Mitchell]</ref> <ref>[ | + | <ref>[http://www.cs.cmu.edu/~tom/publications.html Selected Publications by Tom Mitchell]</ref> <ref>[[ICGA Journal#RefDB|ICGA Reference Database]]</ref> <ref>[https://dblp.uni-trier.de/pers/hd/m/Mitchell:Tom_M= dblp: Tom M. Mitchell]</ref> |
==1982 ...== | ==1982 ...== | ||
* [[Paul E. Utgoff]], [[Tom Mitchell]] ('''1982'''). ''Acquisition of Appropriate Bias for Inductive Concept Learning''. [[Conferences#AAAI-82|AAAI 1982]], [https://www.aaai.org/Papers/AAAI/1982/AAAI82-099.pdf pdf] | * [[Paul E. Utgoff]], [[Tom Mitchell]] ('''1982'''). ''Acquisition of Appropriate Bias for Inductive Concept Learning''. [[Conferences#AAAI-82|AAAI 1982]], [https://www.aaai.org/Papers/AAAI/1982/AAAI82-099.pdf pdf] | ||
| − | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1983'''). ''Machine Learning: An Artificial Intelligence Approach''. | + | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1983'''). ''[https://link.springer.com/book/10.1007%2F978-3-662-12405-5 Machine Learning: An Artificial Intelligence Approach]''. [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer] |
| − | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1985'''). '' | + | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1985, 2014'''). ''[https://www.elsevier.com/books/machine-learning/michalski/978-0-08-051054-5?gclid=EAIaIQobChMItc_hsp_34AIVUeR3Ch2l9QcDEAYYASABEgKW4_D_BwEMachine Learning: An Artificial Intelligence Approach, Volume I]''. [https://en.wikipedia.org/wiki/Morgan_Kaufmann_Publishers Morgan Kaufmann] |
| − | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1986'''). ''Machine Learning: An Artificial Intelligence Approach, Volume II''. [https://en.wikipedia.org/wiki/Morgan_Kaufmann_Publishers Morgan Kaufmann] | + | * [[Ryszard Michalski]], [[Jaime Carbonell]], [[Tom Mitchell]] ('''1986'''). ''[https://dl.acm.org/citation.cfm?id=21934 Machine Learning: An Artificial Intelligence Approach, Volume II]''. [https://en.wikipedia.org/wiki/Morgan_Kaufmann_Publishers Morgan Kaufmann] |
| − | * [[Tom Mitchell]], [[Jaime Carbonell]], | + | * [[Tom Mitchell]], [[Jaime Carbonell]], [[Ryszard Michalski]] ('''1986'''). ''[https://link.springer.com/book/10.1007%2F978-1-4613-2279-5 Machine Learning: A Guide to Current Research]''. [https://en.wikipedia.org/wiki/Wolters_Kluwer The Kluwer International Series in Engineering and Computer Science], Vol. 12 |
==1990 ...== | ==1990 ...== | ||
* [[Sebastian Thrun]], [[Tom Mitchell]] ('''1993'''). ''Integrating Inductive Neural Network Learning and Explanation-Based Learning''. [[Conferences#IJCAI1993|IJCAI 1993]], [http://robots.stanford.edu/papers/thrun.EBNN_ijcai93.ps.gz zipped ps] | * [[Sebastian Thrun]], [[Tom Mitchell]] ('''1993'''). ''Integrating Inductive Neural Network Learning and Explanation-Based Learning''. [[Conferences#IJCAI1993|IJCAI 1993]], [http://robots.stanford.edu/papers/thrun.EBNN_ijcai93.ps.gz zipped ps] | ||
Latest revision as of 17:45, 16 November 2020
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 [3], leading the development of the Never-Ending Language Learning (NELLL) system.
Contents
Selected Publications
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
