This work describes a new mathematical concept of modeling field theory and its applications to a variety of problems while offering a view of the relationships among mathematics, computational concepts in neural networks, semiotics, and concepts of mind in psychology and philosophy. The book is directed towards a diverse audience of students, teachers, researchers, and engineers working in the areas of neural networkss, artificial intelligence, cognitive science, fuzzy systems, pattern recognition and machine/computer vision, data mining, robotics, target tracking, sensor fusion, spectrum analysis, time series analysis, and financial market forecasting. Mathematically inclined philosophers, semioticians, and psychologists will also find many areas of interest.
Modeling field neural networks utilize internal "world" models. The concept of internal models of the mind originated in artifical intelligence and cognitive psychology, but its roots date back to Plato and Aristotle. Intelligent systems based on rules utlize models in their final conceptual forms of rules. Like the Eide (Ideas) of Plato, rules lack adaptivity. In modeling field theory, the adaptive models are similar to the Forms of Aristotle and serve as the basis for learning. By combining the a priori knowledge with learning, the most perplexing problems in field of neural networks and intelligent systems are addresses: fast learning and robust generalization. The new mathematics describes a basic instinct for learning and the related affective signals in the learning process. An ability to perceive beauty is shown to be an essential property of adaptive system related to the instinct for learning. The combination of intuition with mathematics provides the foundation of a physical theory of mind.
The book reviews most of the mathematical concepts and engineering approaches to the development of intelligent systems discussed since the 1940s. The origin of the Aristotelian mathematics of mind is traced in Grossberg's ART neural network; and its essential component turns to be fuzzy logic. Among the topics disucssed are hierarchical and heterarchical organization of intelligent systems, statistical learning theory, genetic algorithms, complex adaptive systems, mathematical semiotics, the dynamical nature of symbols, Godel theorems and intelligence, emotions and thinking, mathematics of emotional intellect, and consciousness. The author's striking conclusion is that philosphers of the past have been closer to the computational concepts emerging today than pattern recognition and AI experts of just a few years ago.

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Contenuti

Part I. Overview. 2300 years of philosophy; 100 years of mathematical logic and 50 years of computational intelligence
1: Introduction. Concepts of Intelligence
1.1: Concepts of Intelligence in Mathematics, Psychology, and Philosophy
1.2: Probability, Hypothesis Choice, Pattern Recognition, and Complexity
1.3: Prediction, Tracking, and Dynamical Models
1.4: Preview: Intelligence, Internal Model, Symbol, Emotions and Consciousness
Notes
Bibliographical Notes
Problems
2: Mathematical Concepts of Mind
2.1: Complexity, Aristotle, and Fuzzy Logic
2.2: Nearest Neighbors and Degenerate Geometries
2.3: Gradient Learning, Back Propagation and Feedforward Neural Networks
2.4: Rule-Based Artificial Intelligence
2.5: Concept of Internal Model
2.6: Abductive Reasoning
2.7: Statistical Learning Theory and Support Vector Machines
2.8: AI Debates Past and Future
2.9: Societ of Mind
2.10: Sensor Fusion and JDL Model
2.11: Hierarchical Organization
2.12: Semiotics
2.13: Evolutionary Computation, Genetic Algorithms, and CAS
2.14: Neural Field Theories
2.15: Intelligence, Learning, and Computability
Problems
Bibliographical Notes
Notes
3: Mathematical vs. Metaphysical Concepts of Mind
3.1: Prolegomenon. Plato, Antisthenes, and Artifical Intelligence
3.2: Learning from Aristotle to Maimonides
3.3: Heresy of Occam and Scientific Method
3.4: Mathematics vs. Physics
3.5: Kant: Pure Spirit and Psychology
3.6: Freud vs. Jung. Psychology of Philosophy
3.7: Wither We Go From Here?
Notes
Bibliographical Notes
Part II. Modeling Field Theory. New mathmatical theory of intelligence with examples of engineering applications
4: Modeling Field Theory and Model-Based Neural Networks
4.1: Internal Models, Uncertainties, and Similarities
4.2: Modeling Field Theory Dynamics
4.3: Bayesian MFT
4.4: Shannon-Einsteinian MFT
4.5: Modeling Field Theory Neural Architecture
4.6: Convergence
4.7: Learning of Structures and AIC
4.8: Instinct of World Modeling: Knowledge Instinct
4.9: Summary
5: Maximum Likelihood Adaptive Neural System (MLANS) for Grouping and Recognition
5.1: Grouping, Recognition and Models
5.2: Gaussian Mixture Model. Unsupervised Learning
5.3: Combined Unsupervised and Interactive Learning
5.4: Structure Estimation
5.5: Wishart and Rician Mixture Models for Radar Image Classification
5.6: Convergence
5.7: MLANS, Physics, Biology, and Other Neural Networks
Notes
Bibliographical Notes
Problems
6: Einsteinian Neural Network (ENN) for Signal and Image Processing
6.1: Images, Signals, and Spectra
6.2: Spectral Models
6.3: Neural Dynamics of ENN
6.4: Applications to Acoustic Transient Signals and Speech Recognition
6.5: Applications to Electromagnetic Wave Propagation in Ionosphere
6.6: Summary
Appendix
Notes
Bibliograhical Notes
Problems
7: Prediction, Association, Tracking, and Information Fusion
7.1: Prediction, Association, and Non-linear Regression
7.2: Association and Tracking Using Bayesian MFT
7.3: Association and Tracking Using Shannon-Einsteinian MFT (SE-CAT)
7.4: Sensor Fusion MFT
7.5: Attention
Notes
Bibliographical Notes
Problems
8: Quantum Modeling Field Theory (QMFT)
8.1: Quantum Computing and Quantum Physics Notations
8.2: Gibbs Quantum Modeling Field System
8.3: Hamiltonian Quantum Modeling Field System
Bibliographical Notes
Problems
9: Fundamental Limitations on Learning
9.1: The Cramer-Rao Bound (CRB) on Speed of Learning
9.2: Overlap Between Classes
9.3: CRB for MLANS
9.4: CRB for Concurrent Association and Tracking (CAT)
9.5: Summary. Bounds for Intellect and Evolution?
Appendix. CRB Rule-of-Thumb for CAT
Notes
Bibliographical Notes
Problems
10: Intelligent Systems Organization, Kant vs. MFT
10.1: Kant, MFT and Intelligent Systems
10.2: Emotional Machines (Toward Mathematics of Beauty)
10.3: Learning: Genetic Algorithms, MFT and Semiosis
Notes
Bibliographical Notes
Problems
Part III. Futuristic Directions. Fun Stuff. Mind: Physics+Mind+Conjectures
11: Goodel's Theorem and Fundamental Limitations of Computation and Learning
11.1: Penrose and Computability of Mathematical Understanding
11.2: Logic and Mind
11.3: Godel, Turing, Penrose, and Putnam
11.4: Godel Theorem vs. Physics of Mind
Notes
Biliographical Notes
12: Toward Physics of Consciousness
12.1: Phenomenology of Consciousness
12.2: Physics of Spiritual Substance. Future Directions
12.3: Epilogue
Notes
Bibliographical Notes
Symbols and Notations
Definitions and Index
Bibliography

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Neural Networks and Intellect

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