Foundations and grand challenges of artificial intelligence

AAAI is a society devoted to supporting the progress in science, technology and applications of AI. I thought I would use this occasion to share with you some of my thoughts on the recent advances in AI, the insights and theoretical foundations that have emerged out of the past thirty years of stable, sustained, systematic explorations in our field, and the grand challenges motivating the research in our field.

[1]  Jerome A. Feldman,et al.  Connectionist models and parallelism in high level vision , 1985, Comput. Vis. Graph. Image Process..

[2]  KochChristof,et al.  Computational vision and regularization theory , 1985 .

[3]  G. A. Miller.  THE PSYCHOLOGICAL REVIEW THE MAGICAL NUMBER SEVEN, PLUS OR MINUS TWO: SOME LIMITS ON OUR CAPACITY FOR PROCESSING INFORMATION 1 , 1956 .

[4]  John E. Hopcroft,et al.  Computer science: the emergence of a discipline , 1987, CACM.

[5]  Donald E. Eastlake,et al.  The Greenblatt chess program , 1967, AFIPS '67 (Fall).

[6]  Takeo Kanade,et al.  Autonomous land vehicle project at CMU , 1986, CSC '86.

[7]  William Henry Carl Ebeling,et al.  All the Right Moves: A VLSI Architecture for Chess , 1987 .

[8]  H. Simon,et al.  A Behavioral Model of Rational Choice , 1955 .

[9]  Robert C. Bolles,et al.  Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography , 1981, CACM.

[10]  Allen Newell.  The Knowledge Level (Presidential Address) , 1980, AI Mag..

[11]  H. Barrow,et al.  RECOVERING INTRINSIC SCENE CHARACTERISTICS FROM IMAGES , 1978 .

[12]  Robert J. Woodham,et al.  Analysing Images of Curved Surfaces , 1981, Artif. Intell..

[13]  Keith Price,et al.  Picture Segmentation Using a Recursive Region Splitting Method , 1998 .

[14]  Raj Reddy,et al.  Large-vocabulary speaker-independent continuous speech recognition: the sphinx system , 1988 .

[15]  Murray Campbell,et al.  Singular Extensions: Adding Selectivity to Brute-Force Searching , 1990, Artif. Intell..

[16]  David L. Waltz,et al.  Understanding Line drawings of Scenes with Shadows , 1975 .

[17]  Edward A. Feigenbaum,et al.  The rise of the expert company , 1988 .

[18]  David J. Slate,et al.  Chess 4.5-The Northwestern University chess program , 1988 .

[19]  A. Macworth.  Interpreting pictures of polyhedral scenes , 1973 .

[20]  Herbert A. Simon,et al.  THE MIND'S EYE IN CHESS , 1988 .

[21]  Takeo Kanade,et al.  Vision and Navigation for the Carnegie-Mellon Navlab , 1987 .

[22]  Edward H. Shortliffe,et al.  Computer-based medical consultations, MYCIN , 1976 .

[23]  Lalit R. Bahl,et al.  A Maximum Likelihood Approach to Continuous Speech Recognition , 1983, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[24]  F. Itakura,et al.  Minimum prediction residual principle applied to speech recognition , 1975 .

[25]  H. Barrow,et al.  Computational vision , 1981, Proceedings of the IEEE.

[26]  Takeo Kanade,et al.  Recovery of the Three-Dimensional Shape of an Object from a Single View , 1981, Artif. Intell..

[27]  G. Edelman.  Neural Darwinism: The Theory Of Neuronal Group Selection , 1989 .

[28]  Katsushi Ikeuchi,et al.  Numerical Shape from Shading and Occluding Boundaries , 1981, Artif. Intell..

[29]  E. Shortliffe.  Mycin: computer-based medical consultations , 1976 .

[30]  Ellen C. Hildreth,et al.  Computations Underlying the Measurement of Visual Motion , 1984, Artif. Intell..

[31]  Hasler Rudy Hayes,et al.  Three problems in teaching general skills , 1985 .

[32]  Robert E. Tarjan,et al.  Algorithm design , 1987, CACM.

[33]  Allen Newell,et al.  Knowledge Level Learning in Soar , 1987, AAAI.

[34]  Penny Nii.  The blackboard model of problem solving , 1986 .

[35]  Steven A. Shafer,et al.  Using color to separate reflection components , 1985 .

[36]  Martial Hebert,et al.  Outdoor scene analysis using range data , 1986, Proceedings. 1986 IEEE International Conference on Robotics and Automation.

[37]  Victor R. Lesser,et al.  The Hearsay-II Speech-Understanding System: Integrating Knowledge to Resolve Uncertainty , 1980, CSUR.

[38]  Herbert A. Simon,et al.  The Scientist at Problem Solver , 1987 .

[39]  Martin A. Fischler,et al.  The Representation and Matching of Pictorial Structures , 1973, IEEE Transactions on Computers.

[40]  Donald E. Knuth,et al.  The Solution for the Branching Factor of the Alpha-Beta Pruning Algorithm , 1981, ICALP.

[41]  J. O. Urmson,et al.  The William James Lectures , 1963 .

[42]  Alan K. Mackworth.  Interpreting Pictures of Polyhedral Scenes , 1973, IJCAI.

[43]  Adolfo Guzmán-Arenas,et al.  Decomposition of a visual scene into three-dimensional bodies , 1968, AFIPS Fall Joint Computing Conference.

[44]  Hsiao-Wuen Hon,et al.  An overview of the SPHINX speech recognition system , 1990, IEEE Trans. Acoust. Speech Signal Process..

[45]  Allen Newell,et al.  The Knowledge Level , 1989, Artif. Intell..

[46]  Edward A. Feigenbaum,et al.  What Hath Simon Wrought , 1988 .

[47]  Frederick Jelinek,et al.  A real-time, isolated-word, speech recognition system for dictation transcription , 1985, ICASSP '85. IEEE International Conference on Acoustics, Speech, and Signal Processing.

[48]  Allen Newell,et al.  Multiplicative Speedup of Systems , 1977 .

[49]  W. Chase,et al.  Visual information processing. , 1974 .

[50]  A. Witkin,et al.  On the Role of Structure in Vision , 1983 .

[51]  Carl Ebeling,et al.  The SUPREM Architecture: A New Intelligent Paradigm , 1986, Artif. Intell..

[52]  A. Waxman.  An image flow paradigm , 1987 .

[53]  Allen Newell,et al.  Computer science as empirical inquiry: symbols and search , 1976, CACM.

[54]  李幼升,et al.  Ph , 1989 .

[55]  Yehezkel Lamdan,et al.  Object recognition by affine invariant matching , 2011, Proceedings CVPR '88: The Computer Society Conference on Computer Vision and Pattern Recognition.

[56]  C. Sagan.  The Dragons of Eden: Speculations on the Evolution of Human Intelligence , 1977 .

[57]  Lee D. Erman,et al.  A model and a system for machine recognition of speech , 1973 .

[58]  Martin Stacey,et al.  Scientific Discovery: Computational Explorations of the Creative Processes , 1988 .

[59]  Allen Newell,et al.  Chess-Playing Programs and the Problem of Complexity , 1958, IBM J. Res. Dev..

[60]  Takeo Kanade,et al.  Mapping Image Properties into Shape Constraints: Skewed Symmetry and Affine-Tramsfornable Patterns, and the Shape-from-Texture Paradigm , 1980, AAAI.

[61]  J. Wolf,et al.  The HWIM speech understanding system , 1977 .

[62]  Geoffrey E. Hinton,et al.  Distributed Representations , 1986, The Philosophy of Artificial Intelligence.

[63]  S. Sutherland.  Seeing things , 1989, Nature.

[64]  Bruce Lowerre,et al.  The Harpy speech understanding system , 1990 .

[65]  T. Kanade,et al.  USING A COLOR REFLECTION MODEL TO SEPARATE HIGHLIGHTS FROM OBJECT COLOR , 1987 .

[66]  Azriel Rosenfeld,et al.  Thresholding Using Relaxation , 1981, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[67]  Jerome A. Feldman,et al.  Connectionist Models and Their Properties , 1982, Cogn. Sci..

[68]  Berthold K. P. Horn.  Obtaining shape from shading information , 1989 .

[69]  J. Baker,et al.  The DRAGON system--An overview , 1975 .

[70]  Takeo Kanade,et al.  Mapping Image Properties into Shape Constraints: Skewed Symmetry, Affine-Transformable Patterns, and the Shape-from-Texture Paradigm , 1983 .

[71]  D Marr,et al.  Visual information processing: the structure and creation of visual representations. , 1979, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[72]  Berthold K. P. Horn.  Understanding Image Intensities , 1977, Artif. Intell..

[73]  W. W. Bledsoe.  I Had a Dream: AAAI Presidential Address, August 1985 , 1986, AI Mag..

[74]  Shimon Ullman,et al.  Analysis of Visual Motion by Biological and Computer Systems , 1981, Computer.

[75]  K. Thompson,et al.  COMPUTER CHESS STRENGTH , 1982 .

[76]  James R. Slagle,et al.  Experiments With Some Programs That Search Game Trees , 1969, JACM.

[77]  Lawrence G. Roberts,et al.  Machine Perception of Three-Dimensional Solids , 1963, Outstanding Dissertations in the Computer Sciences.

[78]  Joshua Lederberg,et al.  Applications of Artificial Intelligence for Organic Chemistry: The DENDRAL Project , 1980 .

[79]  Reid G. Smith,et al.  Fundamentals of expert systems , 1988 .

[80]  F. Jelinek,et al.  Continuous speech recognition by statistical methods , 1976, Proceedings of the IEEE.