Core Research Interests:
Computational graph theory, approximation algorithms,
combinatorial optimization, computational geometry.
My recent research has been supported by NSF grants CCF 0430650,
CCF 0728839 and a Google Research Award. I gratefully acknowledge their support.
My main interests are in designing efficient algorithms that
can be used to solve optimization problems from different
areas. Many problems in discrete optimization are NP-hard, and thus
it is of interest to design effective heuristics to find
sub-optimal solutions. One way of comparing heuristics is to compare the
quality of the solutions they produce. Trying to design algorithms that
produce solutions that are closer to optimal often leads to the design
of better heuristics, as well as
a much better understanding of the problem itself.
Data Migration:
I have been working with Leana Golubchik
and several students
on various problems related to
load balancing and data movement between storage devices.
See our project page.
Sensor Networks:
I have been working with Amol Deshpande and several students on
various problems arising in the context of sensor networks.
Problems are related to data migration, energy minimization etc.
Broadcast Scheduling:
I have been interested in Broadcast Scheduling for almost a decade
and have worked on a variety of objective functions.
Graph Algorithms:
I have been interested in problems related primarily to network design.
I particularly enjoy working with students at all levels - Ph.D. students,
M.S. students, Undergraduates, and High School students. I am currently
actively advising four Ph.D. students, and three undergraduates.
Recent Papers.
Current (Grad and Undergrad) Students:
Graduated Students (Ph.D):
-
Randeep Bhatia (Thesis Title: Approximation Algorithms for Scheduling Problems), Ph.D (August 1998). Currently at Bell Labs, NJ.
-
Yoram Sussmann (Thesis Title: Approximation Algorithms for Facility Location Problems), Ph.D (Feb 1999). Currently at Iona College (New York).
-
Rajiv Gandhi (Thesis Title: Broadcast Scheduling), Ph.D (May 2003). Currently at Rutgers University (Camden).
-
Michael Roberts (Thesis Title: A preprocessor for shotgun assembly of large
genomes), Ph.D (2003). Work done under Jim Yorke's supervision.
-
Yoo Ah Kim (Thesis Title: Algorithms for Data Migration),
Ph.D (June 2005). Currently at U. Connecticut.
-
Justin Wan (Thesis Title: Algorithms for Data Dissemination
and Collection), Ph.D (May 2005). Currently at Google.
-
Julian Mestre (Thesis Title:
Primal-Dual Algorithms for Combinatorial Optimization Problems),
Ph.D (Aug 2007). Currently at Max Planck Institute. Best Student
Paper Award (SODA 2008).
-
Srinivas Kashyap
(Thesis Title:
Algorithms for data placement, reconfiguration and monitoring in
storage networks),
Ph.D (Aug 2007). Currently at IBM T. J. Watson Research Center.
-
Azarakhsh Malekian
(Thesis Title: Combinatorial problems in online advertising),
Ph.D. (Dec 2009). Postdoc at Northwestern University.
Undergraduate Honors:
Other (Ex-)Students I collaborate(d) with:
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Renars Gailis, M.S, University of Maryland (July 2003).
Currently in Industry.
-
Sudipto Guha Ph.D Stanford University, (August 2000).
Currently Assoc. Professor at University of Pennsylvania.
-
Abhishek Kashyap Ph.D, University of Maryland (Dec 2006).
Currently in Industry.
-
Martin Paraskevov
M.S., University of Maryland (Aug 2008). Currently at Google.
-
Robert Pless (Thesis Title: Video Linking),
Ph.D (August 2000). Currently Assoc. Professor at Washington University at St. Louis.
-
Suman Banerjee (Thesis Title: TBA),
Ph.D (August 2003). Currently Asst. Professor at Univ of Wisconsin (Madison).
-
Michael Forbes Now an undergrad at MIT. Finalist at the Intel Science
Talent Search!
Projects done by other students: