Patrick Winston

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Patrick Winston

Patrick Henry Winston,
an American computer scientist and professor of Artificial Intelligence at Massachusetts Institute of Technology, where he already obtained his Ph.D. in 1970 under Marvin Minsky, concerning the difficulty of machine learning . His book Artificial Intelligence covers the broad range of AI-Issues , including Search, Alpha-Beta and Learning. Winston is also author of various books on Programming Languages, such as Java, Smalltalk, C, C++ and Lisp .

Selected Publications

1970 ...

• Patrick Winston (1970). Learning Structural Descriptions from Examples. Ph.D. thesis, MIT
• Patrick Winston (1975). The Psychology of Computer Vision. McGraw-Hill
• Patrick Winston (1976). The psychology of computer vision. Pattern Recognition, Vol. 8, No. 3
• Azriel Rosenfeld, Jerome A. Feldman, Laveen N. Kanal, Patrick H. Winston (1977). AI and Pattern Recognition. IJCAI 1977
• Patrick Winston (1978). Dealing with Adversaries. Personal Computing, Vol. 2, No. 11, pp. 30, November 1978 » Alpha-Beta
• Patrick Winston (1984). Artificial Intelligence. 1st Edition, Addison-Wesley

1980 ...

• Patrick Winston (1980). Learning and Reasoning by Analogy. Communications of the ACM, Vol. 23, No. 12
• Patrick Winston (1983). Artificial Intelligence Research at the Artificial Intelligence Laboratory, Massachusetts Institute of Technology. AI Magazine, Vol. 4, No. 2
• Patrick Winston (1984). Artificial Intelligence. 2nd Edition, Addison-Wesley
• Ryszard Michalski, Patrick Winston (1986). Variable Precision Logic. Artificial Intelligence, Vol. 29, pdf
• Patrick Winston, Berthold K. P. Horn (1989). LISP. 3rd Edition, Addison-Wesley

1990 ...

• Patrick Winston (1992). Artificial Intelligence. 3rd Edition, Pearson
• Patrick Winston (1995). On To C++. 2nd Edition, online
• Patrick Winston (1997). On To Smalltalk. Addison-Wesley

2000 ...

• Patrick Winston (2001). On To Java. 3rd Edition, Pearson
• Nicholas L. Cassimatis, Erik T. Mueller, Patrick Winston (2006). Achieving Human-Level Intelligence through Integrated Systems and Research: Introduction to This Special Issue. AI Magazine, Vol. 27, No. 2

2010 ...

• Patrick Winston (2011). The Strong Story Hypothesis and the Directed Perception Hypothesis. AAAI Advances in Cognitive Systems 2011
• Patrick Winston (2015). Model-based Story Summary. 6th International Workshop on Computational Models of Narrative
• Patrick Henry Winston (2016). Marvin L. Minsky (1927-2016). Nature, Vol. 530 » Marvin Minsky

External Links

• Patrick Henry Winston Homepage
• Patrick Winston from Wikipedia
• Patrick Winston - The Mathematics Genealogy Project
• Lecture Videos | Artificial Intelligence | Electrical Engineering and Computer Science | MIT OpenCourseWare, MIT 6.034 Artificial Intelligence, by Patrick Winston, Fall 2010, YouTube Videos

1. Introduction and Scope
2. Reasoning: Goal Trees and Problem Solving
3. Reasoning: Goal Trees and Rule-Based Expert Systems
4. Search: Depth-First, Hill Climbing, Beam
5. Search: Optimal, Branch and Bound, A*
6. Search: Games, Minimax, and Alpha-Beta
   
7. Constraints: Interpreting Line Drawings
8. Constraints: Search, Domain Reduction
9. Constraints: Visual Object Recognition
10. Introduction to Learning, Nearest Neighbors
11. Learning: Identification Trees, Disorder
12. Learning: Neural Nets, Back Propagation
    
13. Learning: Genetic Algorithms
14. Learning: Sparse Spaces, Phonology
15. Learning: Near Misses, Felicity Conditions
16. Learning: Support Vector Machines
17. Learning: Boosting
18. Representations: Classes, Trajectories, Transitions
19. Architectures: GPS, SOAR, Subsumption, Society of Mind
20. AI business, not available
21. Probabilistic Inference I
22. Probabilistic Inference II
23. Model Merging, Cross-Modal Coupling, Course Summary

• Deep Neural Nets (12b 6.034 Fall 2015)
  

References

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