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Exercises in Applied Mathematics: With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics

Posted By: AvaxGenius
Exercises in Applied Mathematics: With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics

Exercises in Applied Mathematics: With a View toward Information Theory, Machine Learning, Wavelets, and Statistical Physics by Daniel Alpay
English | PDF EPUB (True) | 2024 | 694 Pages | ISBN : 3031518217 | 52.8 MB

This text presents a collection of mathematical exercises with the aim of guiding readers to study topics in statistical physics, equilibrium thermodynamics, information theory, and their various connections. It explores essential tools from linear algebra, elementary functional analysis, and probability theory in detail and demonstrates their applications in topics such as entropy, machine learning, error-correcting codes, and quantum channels. The theory of communication and signal theory are also in the background, and many exercises have been chosen from the theory of wavelets and machine learning. Exercises are selected from a number of different domains, both theoretical and more applied. Notes and other remarks provide motivation for the exercises, and hints and full solutions are given for many. For senior undergraduate and beginning graduate students majoring in mathematics, physics, or engineering, this text will serve as a valuable guide as theymove on to more advanced work.

Applications of Random Matrices in Physics

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Applications of Random Matrices in Physics

Applications of Random Matrices in Physics by Édouard Brézin, Vladimir Kazakov, Didina Serban, Paul Wiegmann, Anton Zabrodin
English | PDF | 2006 | 518 Pages | ISBN : 1402045298 | 7.1 MB

Random matrices are widely and successfully used in physics for almost 60-70 years, beginning with the works of Dyson and Wigner. Although it is an old subject, it is constantly developing into new areas of physics and mathematics. It constitutes now a part of the general culture of a theoretical physicist. Mathematical methods inspired by random matrix theory become more powerful, sophisticated and enjoy rapidly growing applications in physics. Recent examples include the calculation of universal correlations in the mesoscopic system, new applications in disordered and quantum chaotic systems, in combinatorial and growth models, as well as the recent breakthrough, due to the matrix models, in two dimensional gravity and string theory and the non-abelian gauge theories. The book consists of the lectures of the leading specialists and covers rather systematically many of these topics. It can be useful to the specialists in various subjects using random matrices, from PhD students to confirmed scientists.

Field Theories for Low-Dimensional Condensed Matter Systems

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Field Theories for Low-Dimensional Condensed Matter Systems

Field Theories for Low-Dimensional Condensed Matter Systems: Spin Systems and Strongly Correlated Electrons by Giuseppe Morandi, Pasquale Sodano, Arturo Tagliacozzo, Valerio Tognetti
English | PDF | 2000 | 286 Pages | ISBN : 3540671773 | 23.9 MB

This book is especially addressed to young researchers in theoretical physics with a basic background in Field Theory and Condensed Matter Physics. The topics were chosen so as to offer the largest possible overlap between the two expertises, selecting a few key problems in Condensed Matter Theory which have been recently revisited within a field-theoretic approach. The presentation of the material is aimed not only at providing the reader with an overview of this exciting frontier area of modern theoretical physics, but also at elucidating most of the tools needed for a technical comprehen­ sion of the many papers appearing in current issues of physics journals and, hopefully, to enable the reader to tackle research problems in this area of physics. This makes the material a live creature: while not pretending it to be exhaustive, it is tutorial enough to be useful to young researchers as a starting point in anyone of the topics covered in the book.

Dynamic Neural Field Theory for Motion Perception

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Dynamic Neural Field Theory for Motion Perception

Dynamic Neural Field Theory for Motion Perception by Martin A. Giese
English | PDF (True) | 1999 | 259 Pages | ISBN : 0792383001 | 34.6 MB

Dynamic Neural Field Theory for Motion Perception provides a new theoretical framework that permits a systematic analysis of the dynamic properties of motion perception.
This framework uses dynamic neural fields as a key mathematical concept. The author demonstrates how neural fields can be applied for the analysis of perceptual phenomena and its underlying neural processes. Also, similar principles form a basis for the design of computer vision systems as well as the design of artificially behaving systems. The book discusses in detail the application of this theoretical approach to motion perception and will be of great interest to researchers in vision science, psychophysics, and biological visual systems.

Bohmian Mechanics and Quantum Theory: An Appraisal

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Bohmian Mechanics and Quantum Theory: An Appraisal

Bohmian Mechanics and Quantum Theory: An Appraisal by James T. Cushing, Arthur Fine, Sheldon Goldstein
English | PDF | 1996 | 406 Pages | ISBN : 0792340280 | 42.6 MB

We are often told that quantum phenomena demand radical revisions of our scientific world view and that no physical theory describing well defined objects, such as particles described by their positions, evolving in a well defined way, let alone deterministically, can account for such phenomena. The great majority of physicists continue to subscribe to this view, despite the fact that just such a deterministic theory, accounting for all of the phe­ nomena of nonrelativistic quantum mechanics, was proposed by David Bohm more than four decades ago and has arguably been around almost since the inception of quantum mechanics itself. Our purpose in asking colleagues to write the essays for this volume has not been to produce a Festschrift in honor of David Bohm (worthy an undertaking as that would have been) or to gather together a collection of papers simply stating uncritically Bohm's views on quantum mechanics. The central theme around which the essays in this volume are arranged is David Bohm's version of quantum mechanics. It has by now become fairly standard practice to refer to his theory as Bohmian mechanics and to the larger conceptual framework within which this is located as the causal quantum theory program.

Anyons: Quantum Mechanics of Particles with Fractional Statistics

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Anyons: Quantum Mechanics of Particles with Fractional Statistics

Anyons: Quantum Mechanics of Particles with Fractional Statistics by Alberto Lerda
English | PDF | 1992 | 143 Pages | ISBN : 3662138980 | 6.2 MB

Particles with fractional statistics interpolating between bosons and fermions have attracted considerable interest from mathematical physicists. In recent years it has emerged that these so-called anyons have rather unexpected applications, such as the fractional Hall effect, anyonic excitations in films of liquid helium, and high-temrperature superconductivity. Furthermore, they are discussed also in the context of conformal field theories. This book is a systematic and pedagogical introduction that considers the subject of anyons from many different points of view. In particular, the author presents the relation of anyons to braid groups and Chern-Simons field theory and devotes three chapters to physical applications. The book, while being of interest to researchers, primarily addresses advanced students of mathematics and physics.

The Nature of Irreversibility: A Study of Its Dynamics and Physical Origins

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The Nature of Irreversibility: A Study of Its Dynamics and Physical Origins

The Nature of Irreversibility: A Study of Its Dynamics and Physical Origins by Henry B. Hollinger , Michael John Zenzen
English | PDF | 1985 | 350 Pages | ISBN : 9027720800 | 35.8 MB

A dominant feature of our ordinary experience of the world is a sense of irreversible change: things lose form, people grow old, energy dissipates. On the other hand, a major conceptual scheme we use to describe the natural world, molecular dynamics, has reversibility at its core. The need to harmonize conceptual schemes and experience leads to several questions, one of which is the focus of this book. How does irreversibility at the macroscopic level emerge from the reversibility that prevails at the molecular level? Attempts to explain the emergence have emphasized probability, and assigned different probabilities to the forward and reversed directions of processes so that one direction is far more probable than the other. The conclu­ sion is promising, but the reasons for it have been obscure. In many cases the aim has been to find an explana­ tion in the nature of probability itself. Reactions to that have been divided: some think the aim is justified while others think it is absurd.

Synergetic Computers and Cognition: A Top-Down Approach to Neural Nets

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Synergetic Computers and Cognition: A Top-Down Approach to Neural Nets

Synergetic Computers and Cognition: A Top-Down Approach to Neural Nets by Hermann Haken
English | PDF | 2004 | 248 Pages | ISBN : 3540421637 | 21.9 MB

The first edition of this book has found great interest among scientists and en­ gineers dealing with pattern recognition and among psychologists working on psychophysics or Gestalt psychology. This book also proved highly useful for graduate students of informatics. The concept of the synergetic computer offers an important alternative to the by now more traditional neural nets. I just mention a few advantages: There are no ghost states so that time-consuming methods such as simulated annealing can be avoided; the synaptic strengths are explicitly determined by the prototype patterns to be stored, but they can equally well be learned, and the learning procedure allows a classification. Also a precise meaning and function can be attributed to "hidden variables".

Statistical Physics: An Introduction

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Statistical Physics: An Introduction

Statistical Physics: An Introduction by Daijiro Yoshioka
English | PDF (True) | 2007 | 206 Pages | ISBN : 3540286055 | 1.86 MB

A macroscopic system consists of a tremendous number of microscopic atoms and molecules. In thermal equilibrium the state of such a system is uniquely defined, despite the fact that the microscopic particles behave quite randomly. This observation gives rise to the fundamental law of the statistical physics; it allows entropy to be defined and a framework for the theory to be constructed.

Nuclear Matter in Different Phases and Transitions

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Nuclear Matter in Different Phases and Transitions

Nuclear Matter in Different Phases and Transitions: Proceedings of the Workshop Nuclear Matter in Different Phases and Transitions, March 31–April 10, 1998, Les Houches, France by Jean-Paul Blaizot, Xavier Campi, Marek Ploszajczak
English | PDF | 1999 | 523 Pages | ISBN : 0792356608 | 47.3 MB

Nuclei in their ground states behave as quantum fluids, Fermi liquids. When the density, or the temperature of that fluid increases, various phase transitions may occur. Thus, for moderate excitation energies, of the order of a few MeV per nucleon, nuclear matter behaves as an ordinary fluid with gaseous and liquid phases, and a coexistence region below a critical temperature. For higher excitation energies, of the order of a few Ge V per nucleon, the composition of nuclear matter changes, nucleons being gradually turned into baryonic resonances of various kinds. Finally, when 3 the energy density exceeds some few GeV /fm , nuclear matter turns into a gas of weakly interacting quarks and gluons. This new phase of matter has been called the quark-gluon plasma, and its existence is a prediction of Quantum Chromodynamics. Collisions of heavy ions produce nuclear matter with various degrees of excitation. In fact, by selecting the impact parameter and the bombarding energy, one can produce nuclear matter with specified baryonic density and excitation energy. Several major experimental programs are under way (for instance at GANIL, with the detector INDRA, at GSI with the detector ALADIN, at the CERN-SPS, at the AGS of Brookhaven, etc. ), or are in preparation (RRIC, LHC, etc. ). The goal of these experiments is to get evidence for the different phases of nuclear matter predicted by the theory, and to study their properties.

Lectures on Non-linear Plasma Kinetics

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Lectures on Non-linear Plasma Kinetics

Lectures on Non-linear Plasma Kinetics by Vadim N. Tsytovich
English | PDF | 1995 | 380 Pages | ISBN : 3642789048 | 34.8 MB

Lectures on Non-linear Plasma Kinetics is an introduction to modern non-linear plasma physics showing how many of the techniques of modern non-linear physics find applications in plasma physics and how, in turn, the results of this research find applications in astrophysics. Emphasis is given to explaining the physics of nonlinear processes and the radical change of cross-sections by collective effects. The author discusses new nonlinear phenomena involving the excitation of coherent nonlinear structures and the dynamics of their random motions in relation to new self-organization processes. He also gives a detailed description of applications of the general theory to various research fields, including the interaction of powerful radiation with matter, controlled thermonuclear research, etc.

Heterogeneous Materials: Nonlinear and Breakdown Properties and Atomistic Modeling

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Heterogeneous Materials: Nonlinear and Breakdown Properties and Atomistic Modeling

Heterogeneous Materials: Nonlinear and Breakdown Properties and Atomistic Modeling by Muhammad Sahimi
English | PDF | 2003 | 650 Pages | ISBN : 0387001662 | 8.1 MB

Disorder plays a fundamental role in many natural and man-made systems that are of industrial and scienti?c importance. Of all the disordered systems, hete- geneous materials are perhaps the most heavily utilized in all aspects of our daily lives, and hence have been studied for a long time. With the advent of new - perimental techniques, it is now possible to study the morphology of disordered materials and gain a much deeper understanding of their properties. Novel te- niqueshavealsoallowedustodesignmaterialsofmorphologieswiththeproperties that are suitable for intended applications. With the development of a class of powerful theoretical methods, we now have the ability for interpreting the experimental data and predicting many properties of disordered materials at many length scales.

Adaptive Resonance Theory Microchips: Circuit Design Techniques

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Adaptive Resonance Theory Microchips: Circuit Design Techniques

Adaptive Resonance Theory Microchips: Circuit Design Techniques by Teresa Serrano-Gotarredona , Bernabé Linares-Barranco , Andreas G. Andreou
English | PDF | 1998 | 251 Pages | ISBN : 0792382315 | 19.5 MB

Adaptive Resonance Theory Microchips describes circuit strategies resulting in efficient and functional adaptive resonance theory (ART) hardware systems. While ART algorithms have been developed in software by their creators, this is the first book that addresses efficient VLSI design of ART systems. All systems described in the book have been designed and fabricated (or are nearing completion) as VLSI microchips in anticipation of the impending proliferation of ART applications to autonomous intelligent systems. To accommodate these systems, the book not only provides circuit design techniques, but also validates them through experimental measurements. The book also includes a chapter tutorially describing four ART architectures (ART1, ARTMAP, Fuzzy-ART and Fuzzy-ARTMAP) while providing easily understandable MATLAB code examples to implement these four algorithms in software. In addition, an entire chapter is devoted to other potential applications for real-time data clustering and category learning.

New Frontiers in the Study of Social Phenomena: Cognition, Complexity, Adaptation

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New Frontiers in the Study of Social Phenomena: Cognition, Complexity, Adaptation

New Frontiers in the Study of Social Phenomena: Cognition, Complexity, Adaptation by Federico Cecconi
English | PDF (True) | 2016 | 209 Pages | ISBN : 3319239368 | 7.3 MB

This book studies social phenomena in a new way, by making judicious use of computer technology. The book addresses the entire spectrum of classic studies in social science, from experiments to the computational models, with a multidisciplinary approach. The book is suitable for those who want to get a picture of what it means to do social research today, and also to get an indication of the major open issues. The book is connected to a database of code for simulations, experimental data and allows to activate a subscription to a teaching tool using NetLogo, a programming language widely used in the social studies. The authors are researchers with first-hand experience research projects, both basic and applied. The work will be useful for those who want to understand more of the social, economic and political phenomena via computer applications.

Cybernetical Physics: From Control of Chaos to Quantum Control (Repost)

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Cybernetical Physics: From Control of Chaos to Quantum Control (Repost)

Cybernetical Physics: From Control of Chaos to Quantum Control by Alexander L. Fradkov
English | PDF | 2007 | 248 Pages | ISBN : 3540462759 | 3.3 MB

Cybernetical physics borrows methods from both theoretical physics and control engineering. It deals with the control of complex systems is one of the most important aspects in dealing with systems exhibiting nonlinear behavior or similar features that defy traditional control techniques. This book fully details this new discipline.