Biography:Nathalie Japkowicz
Nathalie Japkowicz | |
---|---|
Alma mater | McGill University University of Toronto Rutgers University |
Spouse(s) | Norrin M. Ripsman |
Scientific career | |
Fields | Machine learning, big data |
Institutions | University of Ottawa American University College of Arts and Sciences |
Doctoral advisor | Stephen José Hanson, Casimir Alexander Kulikowski |
Nathalie Japkowicz is a Canadian computer scientist specializing in machine learning. She is a professor and department chair of computer science at the American University College of Arts and Sciences.
Life
Japkowicz was born to Michel and Suzanne Japkowicz.[1] She completed a B.Sc. at McGill University in 1988.[2] She earned an M.Sc. from the University of Toronto in 1990.[2] She completed a Ph.D. at Rutgers University in 1999.[2] Her dissertation was titled Concept-learning in the absence of counter-examples: an autoassociation-based approach to classification.[1] Andrew Gelsey was her interim doctoral advisor from January to August 1995.[1] Stephen José Hanson and Casimir Alexander Kulikowski were her doctoral advisors.[1] Japkowicz dedicated her dissertation to her parents and husband, Norrin M. Ripsman.[1]
Japkowicz worked at the University of Ottawa in the school of electrical engineering and computer science.[2] She was the lead of its laboratory for research on machine learning for defense security.[2] From 2003 to 2005, Japkowicz was the secretary of the Canadian Artificial Intelligence Association (CAIAC).[3] She was CAIAC vice president from 2009 to 2014 and president from 2013 to 2015, and part-president from 2015 to 2017.[3][4]
Japkowicz is a professor and department chair of computer science at the American University College of Arts and Sciences.[2] She researches artificial intelligence, machine learning, data mining, and big data analysis.[5]
Selected works
- Gao, Yong, ed (2009) (in en). Advances in Artificial Intelligence: 22nd Canadian Conference on Artificial Intelligence, Canadian AI 2009 Kelowna, Canada, May 25–27, 2009 Proceedings. Lecture Notes in Computer Science. 5549. Berlin, Heidelberg: Springer Berlin Heidelberg. doi:10.1007/978-3-642-01818-3. ISBN 978-3-642-01817-6.
- Japkowicz, Nathalie; Shah, Mohak (2011). Evaluating Learning Algorithms: A Classification Perspective (1 ed.). Cambridge University Press. doi:10.1017/cbo9780511921803. ISBN 978-0-511-92180-3.[6]
- Japkowicz, Nathalie, ed (2015) (in en). Discovery Science: 18th International Conference, DS 2015, Banff, AB, Canada, October 4–6, 2015. Proceedings. Lecture Notes in Computer Science. 9356. Cham: Springer International Publishing. doi:10.1007/978-3-319-24282-8. ISBN 978-3-319-24281-1.
- Japkowicz, Nathalie, ed (2016) (in en). Big Data Analysis: New Algorithms for a New Society. Studies in Big Data. 16. Cham: Springer International Publishing. doi:10.1007/978-3-319-26989-4. ISBN 978-3-319-26987-0.
- Ceci, Michelangelo, ed (2018). Foundations of Intelligent Systems: 24th International Symposium, ISMIS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings. Lecture Notes in Computer Science. 11177. Cham: Springer International Publishing. doi:10.1007/978-3-030-01851-1. ISBN 978-3-030-01850-4.
See also
- Autoencoder
- Citation graph
- One-class classification
- Women in computing in Canada
References
- ↑ 1.0 1.1 1.2 1.3 1.4 Japkowicz, Nathalie (1999). Concept-learning in the absence of counter-examples: an autoassociation-based approach to classification (Ph.D. thesis). Rutgers University. OCLC 78440062.
- ↑ 2.0 2.1 2.2 2.3 2.4 2.5 "Professor and Department Chair, Computer Science" (in en). https://www.american.edu/cas/faculty/japkowic.cfm.
- ↑ 3.0 3.1 "Dr. Nathalie Japkowicz | CAIAC". https://www.caiac.ca/en/node/431.
- ↑ "Homepage of Nathalie Japkowicz". https://www.site.uottawa.ca/~nat/.
- ↑ "Homepage of Nathalie Japkowicz". http://fs2.american.edu/japkowic/www/?_ga=2.243763328.424416255.1682718028-1360799871.1682718028.
- ↑ Ghosh, Subir (2013). "Review of Evaluating Learning Algorithms: A Classification Perspective". Technometrics 55 (2): 252–253. ISSN 0040-1706.
Original source: https://en.wikipedia.org/wiki/Nathalie Japkowicz.
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