Akinori Tanaka's Books

Deep Learning and Physics

By: Akinori Tanaka,Akio Tomiya,Koji Hashimoto

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Deep Learning and Physics

By: Akinori Tanaka,Akio Tomiya,Koji Hashimoto

What is deep learning for those who study physics? Is it completely different from physics? Or is it similar? In recent years, machine learning, including deep learning, has begun to be used in various physics studies. Why is that? Is knowing physics useful in machine learning? Conversely, is knowing machine learning useful in physics? This book is devoted to answers of these questions. Starting with basic ideas of physics, neural networks are derived naturally. And you can learn the concepts of deep learning through the words of physics. In fact, the foundation of machine learning can be attributed to physical concepts. Hamiltonians that determine physical systems characterize various machine learning structures. Statistical physics given by Hamiltonians defines machine learning by neural networks. Furthermore, solving inverse problems in physics through machine learning and generalization essentially provides progress and even revolutions in physics. For these reasons, in recent years interdisciplinary research in machine learning and physics has been expanding dramatically. This book is written for anyone who wants to learn, understand, and apply the relationship between deep learning/machine learning and physics. All that is needed to read this book are the basic concepts in physics: energy and Hamiltonians. The concepts of statistical mechanics and the bracket notation of quantum mechanics, which are explained in columns, are used to explain deep learning frameworks. We encourage you to explore this new active field of machine learning and physics, with this book as a map of the continent to be explored.

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207

Publisher

Springer Nature

Published Date

ISBN 10

9813361085

ISBN 13

9789813361089

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

By: Akinori Tanaka

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Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

By: Akinori Tanaka

The author introduces the supersymmetric localization technique, a new approach for computing path integrals in quantum field theory on curved space (time) defined with interacting Lagrangian. The author focuses on a particular quantity called the superconformal index (SCI), which is defined by considering the theories on the product space of two spheres and circles, in order to clarify the validity of so-called three-dimensional mirror symmetry, one of the famous duality proposals. In addition to a review of known results, the author presents a new definition of SCI by considering theories on the product space of real-projective space and circles. In this book, he explains the concept of SCI from the point of view of quantum mechanics and gives localization computations by reducing field theoretical computations to many-body quantum mechanics. He applies his new results of SCI with real-projective space to test three-dimensional mirror symmetry, one of the dualities of quantum field theory. Real-projective space is known to be an unorientable surface like the Mobius strip, and there are many exotic effects resulting from Z2 holonomy of the surface. Thanks to these exotic structures, his results provide completely new evidence of three-dimensional mirror symmetry. The equivalence expected from three-dimensional mirror symmetry is transformed into a conjectural non-trivial mathematical identity through the new SCI, and he performs the proof of the identity using a q-binomial formula.

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Springer

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ISBN 10

9811013985

ISBN 13

9789811013980

High-Energy Charged Particles

Their Chemistry and Use as Versatile Tools for Nanofabrication

By: Shu Seki,Tsuneaki Sakurai,Masaaki Omichi,Akinori Saeki,Daisuke Sakamaki

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High-Energy Charged Particles

Their Chemistry and Use as Versatile Tools for Nanofabrication

By: Shu Seki,Tsuneaki Sakurai,Masaaki Omichi,Akinori Saeki,Daisuke Sakamaki

This book features comprehensive explanations from the classical theory of high-energy particle interactions with matter to their use for a novel nanofabrication technique for various organic soft materials. Potential readers include scientists and engineers in both academia and industry, as well as students of materials science, nanotechnology, and nuclear power engineering. Readers will learn about the historical research background of radiation chemistry and interactions of an accelerated particle with matter, and then move on to recent research topics having to do with nanofabrication of soft materials by using single charged particles with high energy. Target materials of the highlighted novel technique include proteins, thermo-responsive and photo-responsive polymers, semiconducting polymers, and even small organic molecules. The descriptions of these various newly developed nanomaterials will interest a broad spectrum of readers and provide them with a new perspective. The many conceptual illustrations and microscopic images of nanomaterials that are included will help readers to easily understand the contents of the book.

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Springer

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ISBN 10

4431556842

ISBN 13

9784431556848

Concurrency

Theory, Language, and Architecture : UK/Japan Workshop on Concurrency, Oxford, UK, September 25-27, 1989 : Proceedings

By: Akinori Yonezawa,Takayasu Ito

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Concurrency

Theory, Language, and Architecture : UK/Japan Workshop on Concurrency, Oxford, UK, September 25-27, 1989 : Proceedings

By: Akinori Yonezawa,Takayasu Ito

This volume is a collection of papers on topics focused around concurrency, based on research work presented at the UK/Japan Workshop held at Wadham College, Oxford, September 25-27, 1989. The volume is organized into four parts: - Papers on theoretical aspects of concurrency which reflect strong research activities in the UK, including theories on CCS and temporal logic RDL. - Papers on object orientation and concurrent languages which reflect major research activities on concurrency in Japan. The languages presented include extensions of C, Prolog and Lisp as well as object-based concurrent languages. - Papers on parallel architectures and VLSI logic, including a rewrite rule machine, a graph rewriting machine, and a dataflow architecture. - An overview of the workshop including the abstracts of the talks and the list of participants. The appendix gives a brief report of the first UK/Japan Workshop in Computer Science, held at Sendai, Japan, July 6-9, 1987.

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354

Publisher

Springer Science & Business Media

Published Date

ISBN 10

3540539328

ISBN 13

9783540539322

Diversity and Transformations of Asian Capitalisms

By: Robert Boyer,Hiroyasu Uemura,Akinori Isogai

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Diversity and Transformations of Asian Capitalisms

By: Robert Boyer,Hiroyasu Uemura,Akinori Isogai

The book traces the specificities of Asian economies back to the formation of their basic institutions after WWII. It follows their transformations after the 1997 Asian crisis until the eruption of the subprime crisis.

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Page Count

418

Publisher

Routledge

Published Date

ISBN 10

0415604400

ISBN 13

9780415604406

Introduction to Quantum Information Science

By: Masahito Hayashi,Satoshi Ishizaka,Akinori Kawachi,Gen Kimura,Tomohiro Ogawa

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Introduction to Quantum Information Science

By: Masahito Hayashi,Satoshi Ishizaka,Akinori Kawachi,Gen Kimura,Tomohiro Ogawa

This book presents the basics of quantum information, e.g., foundation of quantum theory, quantum algorithms, quantum entanglement, quantum entropies, quantum coding, quantum error correction and quantum cryptography. The required knowledge is only elementary calculus and linear algebra. This way the book can be understood by undergraduate students. In order to study quantum information, one usually has to study the foundation of quantum theory. This book describes it from more an operational viewpoint which is suitable for quantum information while traditional textbooks of quantum theory lack this viewpoint. The current book bases on Shor's algorithm, Grover's algorithm, Deutsch-Jozsa's algorithm as basic algorithms. To treat several topics in quantum information, this book covers several kinds of information quantities in quantum systems including von Neumann entropy. The limits of several kinds of quantum information processing are given. As important quantum protocols, this book contains quantum teleportation, quantum dense coding, quantum data compression. In particular conversion theory of entanglement via local operation and classical communication are treated too. This theory provides the quantification of entanglement, which coincides with von Neumann entropy. The next part treats the quantum hypothesis testing. The decision problem of two candidates of the unknown state are given. The asymptotic performance of this problem is characterized by information quantities. Using this result, the optimal performance of classical information transmission via noisy quantum channel is derived. Quantum information transmission via noisy quantum channel by quantum error correction are discussed too. Based on this topic, the secure quantum communication is explained. In particular, the quantification of quantum security which has not been treated in existing book is explained. This book treats quantum cryptography from a more practical viewpoint.

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Page Count

338

Publisher

Springer

Published Date

ISBN 10

3662435020

ISBN 13

9783662435021

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

By: Akinori Tanaka

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Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

By: Akinori Tanaka

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ISBN 10

9811013985

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9789811013980

Deep Learning and Physics

By: Akinori Tanaka,Akio Tomiya,Koji Hashimoto

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Deep Learning and Physics

By: Akinori Tanaka,Akio Tomiya,Koji Hashimoto

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Solve jigsaw puzzle

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Page Count

207

Publisher

Springer Nature

Published Date

ISBN 10

9813361085

ISBN 13

9789813361089

Book's by Akinori Tanaka

Deep Learning and Physics

Deep Learning and Physics

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

High-Energy Charged Particles

High-Energy Charged Particles

Concurrency

Concurrency

Diversity and Transformations of Asian Capitalisms

Diversity and Transformations of Asian Capitalisms

Introduction to Quantum Information Science

Introduction to Quantum Information Science

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

Superconformal Index on RP2 × S1 and 3D Mirror Symmetry

Deep Learning and Physics

Deep Learning and Physics

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