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Hello, my name is Kevin Small. I am presently a machine learning scientist at
Amazon in the
Core Machine Learning Sciences
team under the direction of Charles Elkan.
In the recent past, I have been at the
National Institutes of Health (NIH) in the
Division of Program Coordination, Planning,
and Strategic Initiatives (DPCPSI),
Tufts Medical Center in the
Center for
Clinical Evidence Systhesis, and working with
Professor Carla Brodley and
Professor Roni Khardon in the
Machine Learning Group
at Tufts University. Even before that (in 2009), I
finished my Ph.D. with a dissertation titled "Interactive Learning Protocols for
Natural Language Applications" from the
computer science department
at the University of Illinois at Urbana-Champaign as a member of the
Cognitive Computation Group under the direction of
Professor Dan Roth. My research is in machine learning with an
emphasis on natural language processing. More specifically, I primarily study machine learning
scenarios where there is an interaction with a domain expert during the learning procedure
(active learning, interactive knowledge acquisition) and scaling these protocols up to real-world
applicability. Therefore, I am also interested in the examination of complex output spaces (e.g.
structured output, ranking data), exploring methods to exploit interdependencies between learned
classifiers (e.g. structured learning), and effectively utilizing unlabeled data whenever
possible (e.g. unsupervised learning, domain adaptation).
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Some representative publications:
In Spring 2012, I taught a course at Boston University on
Machine Learning. Also in Fall 2011,
I taught a course with Byron Wallace
on Artificial
Intelligence in Health Informatics.
Of course, I am always interested in collaborations; if you have any ideas where
you believe I could make a meaningful contribution, please contact me.
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Some personal information:
As you can see, this page is chiefly regarding my professional life. When I am not working, I read
a fair amount of books (mostly short story anthologies and political policy) and watch DVDs
(primarily documentaries and television series). While I haven't had cable television for almost a decade now,
my Netflix and Podcast subscriptions have done an admirable job filling in the void.
My brother, Patrick, is a
professional comedian and often performs in the Chicagoland
area; therefore, he thinks he is the first WordNet adjective
sense of funny and thinks I am the second. Before returning to graduate school, I worked at
Lucent Technologies -
Bell Labs
and while in the PhD program, I completed two summer internships at Motorola Labs.
Finally, despite the contents of this page (including the
somewhat pretentious picture of me), I don't take myself nearly this seriously. ;)
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