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Discovering Interesting Patterns for Investment Decision Making with GLOWER – A Genetic Le.pdf

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Discovering Interesting Patterns for Investment Decision Making with GLOWER – A Genetic Le

DISCOVERING INTERESTING PATTERNS FOR INVESTMENT DECISION MAKING WITH GLOWER O - A GENETIC LEARNER OVERLAID WITH ENTROPY REDUCTION Vasant Dhar Dashin Chou Foster Provost Department of Information, Operations, and Management Sciences Leonard N. Stern School of Business, New York University 44 West 4th Street, New York, NY 10012 Center for Digital Economy Research Stern School of Business Working Paper IS-00-02 Discovering Interesting Patterns for Investment Decision Making with GLOWER @ - A Genetic Learner Overlaid With Entropy Reduction Vasant ~ h a r Dashin Chou Foster Provost Stern School of Business New York University 44 West 4th Street, Room 9-75 New York NY 100 12 January 2000 Abstract Prediction in financial domains is notoriously difficult for a number of reasons. First, theories tend to be weak or non-existent, which makes problem formulation open-ended by forcing us to consider a large number of independent variables and thereby increasing the dimensionality of the search space. Second, the weak relationships among variables tend to be nonlinear, and ma