User:Keki Burjorjee
Education and Work Experience Vassar College (1994-1998) Oracle Corporation (1998-2000) Brain and Cognitive Sciences Department, University Of Rochester (2000-2002) Computer Science Department, Brandeis University, (2002-present)
About Me I’m a PhD Student at the DEMO lab of the Computer Science department at Brandeis University. Genetic Algorithms (GAs) are widely used in industry to generate objects of high quality. Yet there is no general consensus about how they "work". I study these algorithms with an eye towards the formulation of a theory of adaptation, i.e. a theory that explains why GAs often generate solutions of increasing quality over time. I believe that the insights gained from this effort will be useful in the construction of more efficient evolutionary algorithms and new machine learning algorithms. I also expect that an accurate theory of adaptation for the genetic algorithm will inform attempts to formulate principled theories of adaptation (with fewer assumptions about the nature of epistasis) in Evolutionary Biology.
Publications • Burjorjee K., Sufficient Conditions for Coarse-Graining Evolutionary Dynamics, Foundations of Genetic Algorithms Conference IX, 2007 (Final Preprint) • Burjorjee K., Pollack J.B., A General Coarse-Graining Framework for Studying Simultaneous Inter-Population Constraints Induced by Evolutionary Operations, Proceedings of the 2006 Genetic and Evolutionary Computation Conference, ACM Press, 2006 (Extended Version with proofs of theorems, Slides) • Burjorjee K., Pollack J.B., Theme Preservation and the Evolution of Representation , Proceedings of the 2nd Indian International Conference on Artificial Intelligence, 2005 • Burjorjee K., Pollack J.B., Theme Preservation and the Evolution of Representation , Proceedings of the Theory of Representation Workshop at GECCO, 2005
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