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Institution:
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Delaware State University
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Subject:
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Computer Science
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Description:
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Three credits: Three lectures per week.Prerequisite: Mathematical sophistication expected of a graduate student (Calculus, Discrete Math, Linear Algebra, Probability). Ability to program in a high level language (C, C++, or Java). Consent of the instructor.The coverd topics will include:1. Information Theory, Entropy, Information Gain.2. Sampling, Random Walks, Markov Chains.3. Probability and Statistics, Hypothesis Testing, Correlation, Coupling, Data Analysis, Bayesian Methods.4. Feature Sapce, Dimensionality Reduction, Data Comperession, Vector Quantization.5. Supervised Learning, Unsupervised Learning, Clustering, Decision Trees.6. Evolutionary Algorithms.7. Applications: Video, Imagery, Text, Bioinformatics, Medical Informatics.
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Credits:
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3.00
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Credit Hours:
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Prerequisites:
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CSCI 510
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Corequisites:
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Exclusions:
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Level:
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Instructional Type:
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Lecture
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Notes:
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Additional Information:
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Historical Version(s):
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Institution Website:
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Phone Number:
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(302) 857-6060
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Regional Accreditation:
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Middle States Association of Colleges and Schools
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Calendar System:
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Semester
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