Common LISP Modules: Artificial Intelligence in the Era of Neural Networks and Chaos Theory

ISBN-13: 9780387976143 / Angielski / Miękka / 1991 / 207 str.

M. Watson; Mark Watson

Opis

While creativity plays an important role in the advancement of computer science, great ideas are built on a foundation of practical experience and knowledge. This book presents programming techniques which will be useful in both AI projects and more conventional software engineering endeavors. My primary goal is to enter tain, to introduce new technologies and to provide reusable software modules for the computer programmer who enjoys using programs as models for solutions to hard and interesting problems. If this book succeeds in entertaining, then it will certainly also educate. I selected the example application areas covered here for their difficulty and have provided both program examples for specific applications and (I hope) the method ology and spirit required to master problems for which there is no obvious solution. I developed the example programs on a Macintosh using the Macintosh Common LISP development system capturing screen images while the example programs were executing. To ensure portability to all Common LISP environments, I have provided a portable graphics library in Chapter 2. All programs in this book are copyrighted by Mark Watson. They can be freely used in any free or commercial software systems if the following notice appears in the fine print of the program's documentation: "This program contains software written by Mark Watson." No royalties are required. The program miniatures contained in this book may not be distributed by posting in source code form on public information networks, or in printed form without my written permission."

Spis treści

1: Introduction and Device Independent Graphics.- 1. Introduction.- 2. Basic Software Tools: Machine-Independent Graphics.- 2: Artificial Neural Networks.- 3. The Substrates of Intelligence, a Neural Network Primer.- 4. Pattern Recognition Using Hopfield Neural Networks.- 5. Speech Recognition Using Neural Networks.- 6. Recognition of Handwritten Characters.- 7. Adaptive Neural Networks.- 3: Natural Language Processing.- 8. Representing Natural Language as LISP Data Structures and LISP Code.- 9. Natural Language Interface to a Library Database.- 4: Expert-Systems.- 10. Expert-Systems.- 5: Search.- 11. Heuristic Network Search Algorithms.- 12. A Chess-Playing Program.- 6: Chaos Theory.- 13. Introduction to Chaos Theory.- 14. Fractal Images.- Annotated Bibliography.

O autorze

Mark Watson has been a professional developer for over a decade. His clients include the Department of Defense and other federal agencies, Pacific Bell, Nintendo, Disney, and Lutris Technologies. Mark has written 13 books for Hungry Minds, Morgan Kaufman, Springer Verlag, Sams, McGraw-Hill, and Wiley on topics ranging from artificial intelligence to Java programming for Windows.