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CSCI B551: Elements of Artificial Intelligence
3.00 Credits
Indiana University-South Bend
P: CSCI-C 251. Major issues and approaches in artificial intelligence. Principles of reactive, goal-based, and utility-based agents. Problem solving and search. Knowledge representation and design of representational vocabularies. Inference and theorem proving, reasoning under uncertainty, and planning. Overview of machine learning. Credit not given for both CSCI-B 551 and C463. P = Prerequisite, R = Recommended, C = Concomitant I = fall semester, II = spring semester, S = summer session(s)
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CSCI B553: Biomorphic Computation
3.00 Credits
Indiana University-South Bend
P: Permission of instructor. Biologically-inspired approaches to the design of intelligent systems. Distributed and perceptually-grounded representations. Temporal processing. Neural-network approaches to vision and natural language processing. Evolutionary computation. Additional topics may include an introduction to analogy computing, dynamical systems, and artificial life.
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CSCI B553 - Biomorphic Computation
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CSCI B561: Advanced Database Concepts
3.00 Credits
Indiana University-South Bend
P: CSCI-C 442. Database models and systems: specially relational and object-oriented, relational database design theory, structures for efficient data access, query languages and processing, database applications development, views. Transaction management: concurrency and recovery.
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CSCI B561 - Advanced Database Concepts
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CSCI B581: Advanced Computer Graphics
3.00 Credits
Indiana University-South Bend
P: CSCI-C 243 and MATH-M 301. Introduction to graphics hardware and software. Two-dimensional graphics methods, transformations, and interactive methods. Three-dimensional graphics, transformations, viewing geometry, object modeling and interactive manipulation methods. Basic lighting and shading. Video and animation methods. A selection of topics from contemporary computer graphics, incorporating and extending the material in CSCI-C 481, such as advanced rendering, procedural modeling, and data visualization. Topics include exposure to current research as well as providing an historic perspective. A sampling of research papers and a project in computer graphics form a substantial portion of this course. Credit not given for both CSCI-B 581 and C481.
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CSCI B581 - Advanced Computer Graphics
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CSCI B582: Image Synthesis
3.00 Credits
Indiana University-South Bend
P: CSCI-C 481. Raster image display: color theory, gamma correction, and filtering. Advanced shading methods: local illumination models, global illumination models. Surface display, including ray tracing and Z-buffering. Solid modeling; spline surfaces, CSG, superquadrics, and deformations. Scientific visualization: isosurfaces and volume rendering.
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CSCI B582 - Image Synthesis
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CSCI B583: Game Programmingand Design
3.00 Credits
Indiana University-South Bend
P: CSCI-B 581 or CSCI-C 481. Programming techniques and data structures for game implementation, elements of game design, current trends in the game industry, game theory, social aspects, and elements of artificial intelligence in games.
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CSCI B651: Naturallanguage Processing
3.00 Credits
Indiana University-South Bend
P: CSCI-C 463. Theory and methods for natural language processing. Algorithms for sentence parsing and generation. Context-free and unification grammars. Question-and-answer systems. Analysis of narratives. Finite-state approaches to computational phonology and morphology. Machine translation. Machine learning of natural language. Speech recognition. Neural-network and statistical alternatives to symbolic approaches.
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CSCI B651 - Naturallanguage Processing
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CSCI B657: Computer Vision
3.00 Credits
Indiana University-South Bend
P: CSCI-C 463 or CSCI-B 551. Concepts and methods of machine vision as a branch of artificial intelligence. Basics of digital image processing. Local and global tools for deriving information from image data. Model-based object recognition and scene understanding.
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CSCI B657 - Computer Vision
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CSCI B661: Database Theory And Systems Design
3.00 Credits
Indiana University-South Bend
Database models: relational, deductive, complex-object, object-oriented. Query languages: relational algebra and calculus, datalog, fixpoint logics, object-oriented query languages. Transaction management theory: concurrency control, recovery, distribution. Post-relational and object-oriented database systems.
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CSCI B661 - Database Theory And Systems Design
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CSCI B689: Topics in Graphics And Human- Computer Interaction
1.00 - 6.00 Credits
Indiana University-South Bend
P: Instructor's permission. Special topics in graphics and human-computer interaction. May be repeated for credit, with permission.
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CSCI B689 - Topics in Graphics And Human- Computer Interaction
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