The fields of Artificial Intelligence (AI) and Machine Learning (ML) have grown dramatically in recent years, with an increasingly impressive spectrum of successful applications. This book represents a key reference for anybody interested in the intersection between mathematics and AI/ML and provide
Artificial Mathematical Intelligence: Cognitive, (Meta)mathematical, Physical and Philosophical Foundations
✍ Scribed by Danny A. J. Gómez Ramírez
- Publisher
- Springer International Publishing;Springer
- Year
- 2020
- Tongue
- English
- Leaves
- 268
- Edition
- 1st ed.
- Category
- Library
No coin nor oath required. For personal study only.
✦ Synopsis
This volume discusses the theoretical foundations of a new inter- and intra-disciplinary meta-research discipline, which can be succinctly called cognitive metamathematics, with the ultimate goal of achieving a global instance of concrete Artificial Mathematical Intelligence (AMI). In other words, AMI looks for the construction of an (ideal) global artificial agent being able to (co-)solve interactively formal problems with a conceptual mathematical description in a human-style way. It first gives formal guidelines from the philosophical, logical, meta-mathematical, cognitive, and computational points of view supporting the formal existence of such a global AMI framework, examining how much of current mathematics can be completely generated by an interactive computer program and how close we are to constructing a machine that would be able to simulate the way a modern working mathematician handles solvable mathematical conjectures from a conceptual point of view.
The thesis that it is possible to meta-model the intellectual job of a working mathematician is heuristically supported by the computational theory of mind, which posits that the mind is in fact a computational system, and by the meta-fact that genuine mathematical proofs are, in principle, algorithmically verifiable, at least theoretically. The introduction to this volume provides then the grounding multifaceted principles of cognitive metamathematics, and, at the same time gives an overview of some of the most outstanding results in this direction, keeping in mind that the main focus is human-style proofs, and not simply formal verification.
The first part of the book presents the new cognitive foundations of mathematics’ program dealing with the construction of formal refinements of seminal (meta-)mathematical notions and facts. The second develops positions and formalizations of a global taxonomy of classic and new cognitive abilities, and computational tools allowing for calculation of formal conceptual blends are described. In particular, a new cognitive characterization of the Church-Turing Thesis is presented. In the last part, classic and new results concerning the co-generation of a vast amount of old and new mathematical concepts and the key parts of several standard proofs in Hilbert-style deductive systems are shown as well, filling explicitly a well-known gap in the mechanization of mathematics concerning artificial conceptual generation.
✦ Table of Contents
Front Matter ....Pages i-xxi
Global Introduction to the Artificial Mathematical Intelligence General Program (Danny A. J. Gómez Ramírez)....Pages 1-17
Some Basic Technical (Meta-)Mathematical Preliminaries for Cognitive Metamathematics (Danny A. J. Gómez Ramírez)....Pages 19-38
Front Matter ....Pages 39-39
General Considerations for the New Cognitive Foundations’ Program (Danny A. J. Gómez Ramírez)....Pages 41-52
Towards the (Cognitive) Reality of Mathematics and the Mathematics of (Cognitive) Reality (Danny A. J. Gómez Ramírez)....Pages 53-66
The Physical Numbers (Danny A. J. Gómez Ramírez)....Pages 67-89
Dathematics: A Meta-Isomorphic Version of “Standard” Mathematics Based on Proper Classes (Danny A. J. Gómez Ramírez)....Pages 91-105
Front Matter ....Pages 107-107
Conceptual Blending in Mathematical Creation/Invention (Danny A. J. Gómez Ramírez)....Pages 109-131
Formal Analogical Reasoning in Concrete Mathematical Research (Danny A. J. Gómez Ramírez)....Pages 133-146
Conceptual Substratum (Danny A. J. Gómez Ramírez)....Pages 147-163
(Initial) Global Taxonomy of the Most Fundamental Cognitive (Metamathematical) Mechanisms Used in Mathematical Creation/Invention (Danny A. J. Gómez Ramírez)....Pages 165-198
Front Matter ....Pages 199-199
Meta-Modeling of Classic and Modern Mathematical Proofs and Concepts (Danny A. J. Gómez Ramírez)....Pages 201-249
The Most Outstanding (Future) Challenges Towards Global AMI and Its Plausible Extensions (Danny A. J. Gómez Ramírez)....Pages 251-259
✦ Subjects
Mathematics; Mathematical Applications in Computer Science; Mathematical Models of Cognitive Processes and Neural Networks
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