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Books on Artificial Intelligence

by Michael L Powell last modified 2025-08-15 14:58

Table legend

CLASS1 = AI

CLASS2

None = general

HIST1 = of strong historical interest

IR = information retrieval

ML = machine learning

NL = natural language processing

NN = neural nets

REAS =symbolic reasoning methods

XMISC = miscellaneous

 

CLASS

CLASS2

Title

Author

Year

CHMyear

AI

 

Computers and the human mind; An Introduction to Artificial Intelligence

Fink, D. G.

1966

1966

AI

 

The sciences of the artificial

Simon, H. A.

1969

 

AI

 

Representation and Understanding

Bobrow, D.G, and A. Collins, Eds.

1975

 

AI

 

Artificial intelligence

Winston, P. H.

1977

 

AI

 

Goedel, Escher, Bach: An Eternal Golden Braid

Hofstadter, D. R.

1979

 

AI

 

Artificial intelligence

Rich, E.

1983

1983

AI

 

Heuristics: intelligent search strategies for computer problem solving

Pearl, J.

1984

---

AI

 

Conceptual structures: information processing in mind and machine

Sowa, J. F.

1984

 

AI

 

Automating Knowledge Acquisition for Expert Systems

Marcus, S.

1988

---

AI

 

The programmer's apprentice

Rich, C. and Waters, R. C.

1990

---

AI

 

Artificial Intelligence: A Modern Approach

Russell, S. J. and Norvig,P.

1995

 

AI

 

Fluid Concepts and Creative Analogies

Hofstadter, D. R.

1996

 

AI

 

Handbook of Artificial Intelligence, Vol 1-3

Barr, A.,. Feigenbaum,E.A., Cohen, P.R. .

1981, 1982

1982

AI

HIST1

Computers and Thought

Feigenbaum, E. A. and Feldman, J., eds.

1963

 

AI

HIST1

Language and Machines -- Computers in Translation and Linguistics (ALPAC Report).

Pierce, J. R. and Carroll, J. B.

1966

---

AI

IR

Automatic Information Organization and Retrieval.

Salton,G.

1968

--

AI

IR

The SMART Retrieval System: Experiments in Automatic Document Processing

Salton, G.

1971

---

AI

IR

Dynamic information and library processing

Salton, G.

1975

---

AI

IR

Introduction to Modern Information Retrieval

Salton, G. and McGill, M.J.

1986

---

AI

IR

Algorithms for clustering data

Jain, A. K. and Dubes, R. C.

1988

---

AI

IR

Automatic Text processing: the transformation, analysis, and retrieval of information by computer

Salton, G.

1989

---

AI

IR

Knowledge Discovery in Databases

Piateski, G. and Frawley, W.

1991

---

AI

ML

Decision-making processes in pattern recognition (ACM monograph series)

Sebestyen, G. S.

1962

 

AI

ML

Pattern Classification and Scene Analysis.

Duda, R.O., Hart, P.E.

1973

 

AI

ML

Estimation of Dependences Based on Empirical Data

Vapnik, V.

1982

--

AI

ML

Introduction to mathematical techniques in pattern recognition

Andrews, H. C.

1983

---

AI

ML

The mathematical foundations of learning machines

Nilsson, N.J.

1990

--

AI

ML

C4.5: programs for machine learning

Quinlan, J. R.

1993

 

AI

ML

Pattern Classification (2nd Edition)

Duda, R. O., Hart, P. E., and Stork, D. G.

2000

 

AI

NL

Aspects of the Theory of Syntax

Chomsky, N

1965

 

AI

NL

Understanding Natural Language

Winograd, T.

1972

ne

AI

NL

Scripts, Plans, Goals and Understanding: An Enquiry into Human Knowledge Structures

Schank, R. C., Abelson, R. P.

1977

 

AI

NL

Language As a Cognitive Process

Winograd, T.

1982

---

AI

NL

The Mental Representation of Grammatical Relations

Bresnan, J.,ed.

1982

 

AI

NN

Embodiments of Mind

McCulloch, W. S.

1965

---

AI

NN

Perceptrons: An Introduction to Computational Geometry

Minsky, M, Papert, S

1969

---

AI

PHIL, SOC

Computer Power and Human Reason: From Judgment to Calculation

Weizenbaum, J.

1976

1976

AI

REAS

Semantic Information Processing

Minsky, M. L, ed.

1969

1968

AI

REAS

Problem-Solving Methods in Artificial Intelligence

Nilsson, N.J.

1971

1971

AI

REAS

Human Problem Solving

Newell, A., Simon, H.

1972

---

AI

REAS

Symbolic Logic and Mechanical Theorem Proving

Chang, C., and Lee, R.C.

1973

 

AI

REAS

Automated theorem proving

Loveland, D. W.

1978

---

AI

REAS

Logic for problem-solving

Kowalski, R.

1979

1979

AI

REAS

Building expert systems

Hayes-Roth, F., Waterman, D. A., and Lenat, D.B.

1983

---

AI

REAS

Rule Based Expert Systems

Buchanan, B. G. and Shortliffe, E.H.

1984

1985

AI

REAS

Programming expert systems in OPS5: an introduction to rule-based programming

Brownston, L., Farrell, R., Kant, E., and Martin, N.

1985

 

AI

XMISC (BIO)

Vision: A Computational Investigation into the Human Representation and Processing of Visual Information

Marr, D.

1982

 

AI

XMISC (TURINGT)

Minds and Machines

Anderson, A.R., ed.

1964, 1962

---

 

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