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Neural Networks with TensorFlow and Keras: Training, Generative Models, and Reinforcement Learning

by Philip Hua

Explore the capabilities of machine learning and neural networks. This comprehensive guidebook is tailored for professional programmers seeking to deepen their understanding of neural networks, machine learning techniques, and large language models (LLMs). The book explores the core of machine learning techniques, covering essential topics such as data pre-processing, model selection, and customization. It provides a robust foundation in neural network fundamentals, supplemented by practical case studies and projects. You will explore various network topologies, including Deep Neural Networks (DNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM) networks, Variational Autoencoders (VAE), Generative Adversarial Networks (GAN), and Large Language Models (LLMs). Each concept is explained with clear, step-by-step instructions and accompanied by Python code examples using the latest versions of TensorFlow and Keras, ensuring a hands-on learning experience. By the end of this book, you will gain practical skills to apply these techniques to solving problems. Whether you are looking to advance your career or enhance your programming capabilities, this book provides the tools and knowledge needed to excel in the rapidly evolving field of machine learning and neural networks. What You Will Learn Grasp the fundamentals of various neural network topologies, including DNN, RNN, LSTM, VAE, GAN, and LLMs Implement neural networks using the latest versions of TensorFlow and Keras, with detailed Python code examples Know the techniques for data pre-processing, model selection, and customization to optimize machine learning models Apply machine learning and neural network techniques in various professional scenarios Who This Book Is For Data scientists, machine learning enthusiasts, and software developers who wish to deepen their understanding of neural networks and machine learning techniques

Neuro-Symbolic Artificial Intelligence: Bridging Logic and Learning (Studies in Computational Intelligence #1176)

by Bikram Pratim Bhuyan Amar Ramdane-Cherif Thipendra P. Singh Ravi Tomar

This book highlights and attempts to fill a crucial gap in the existing literature by providing a comprehensive exploration of the emerging field of neuro-symbolic AI. It introduces the concept of neuro-symbolic AI, highlighting its fusion of symbolic reasoning and machine learning. The book covers symbolic AI and knowledge representation, neural networks and deep learning, neuro-symbolic integration approaches, reasoning and inference techniques, applications in healthcare and robotics, as well as challenges and future directions. By combining the power of symbolic logic and knowledge representation with the flexibility of neural networks, neuro-symbolic AI offers the potential for more interpretable and trustworthy AI systems. This book is a valuable resource for researchers, practitioners, and students interested in understanding and applying neuro-symbolic AI.

Neuronale Modellierung der Sprachverarbeitung und des Sprachlernens: Eine Einführung

by Bernd J. Kröger

Dieses Buch erläutert die Thematik der Produktion und Wahrnehmung gesprochener Sprache aus neurowissenschaftlicher Sicht. Nach der Darstellung der Grundlagen der Sprachverarbeitung und des Spracherwerbs wird dem Leser ein neurobiologisch basiertes und computerimplementiertes neuronales Simulationsmodell vorgestellt. Diese Einführung in die quantitative und computerimplementierbare Modellierung der Sprachverarbeitung und des Sprachlernens basiert auf einem naturwissenschaftlich orientierten Ansatz zur Beschreibung gesprochener Sprache. Dennoch wird weitgehend auf mathematische Beschreibungen verzichtet.Das Buch spricht Studierende und Wissenschaftler der Bereiche Neurowissenschaften, Informatik, Medizin, Psychologie und Linguistik an, die sich in das Gebiet der Sprachverarbeitung und des Spracherwerbs aus neurowissenschaftlicher Sicht einarbeiten möchten. Es richtet sich aber auch an Anwender, die sich mit der Entwicklung von Software zur Sprachverarbeitung befassen.

Neuropharmacology Methods in Epilepsy Research

by Steven L Peterson Timothy E. Albertson

There is an estimated 2.5 million epileptics in the US and perhaps some 40 million worldwide. As research has become increasingly molecular in scope, fewer scientists are trained in the US on basic, integrated epilepsy techniques. One frustration in neuroscience today is the application of state-of-the-art molecular biology techniques to inappropriate animal models of epilepsy - frequently resulting in inconclusive results. Epilepsy research will be increasingly undertaken by scientists well-trained in reductionist methodology, but who may be unfamiliar with integrated, whole-animal techniques. This situation appears even more difficult considering there has been no updated textbook on experimental models of epilepsy over the last twenty years - until now. Neuropharmacology Methods in Epilepsy Research describes fundamental methodologies and procedures in this field, representing the only detailed text concerning experimental models of epilepsy published in the last 20 years. This guide studies the reproduction of well-characterized and readily interpretable experimental models of epilepsy to which state-of-the-art molecular biology techniques can be applied. Each chapter features: Introduction - providing a brief background and historical account of the techniques and their use Methodology - describing equipment, solutions, species, electrodes as well as considering variations of techniques and stimulation parameters Interpretations - demonstrating the relevance of techniques to epilepsy as well as describing what exactly is being studied and how the data is appropriately applied to understanding epilepsy Topics include electroshock, chemoconvulsions, kindling, audiogenic seizures, focal seizures, and brain slice preparations. Discussions also include: Recently developed seizure models, including status epilepticus and massed trial simulations Influence of circadian and diurnal rhythms on convulsive activity Behavior al and cognitive deficits associated with anticonvulsant drug testing Technical approaches, i.e. slice models, microdialysis techniques, intracranial implant surgery, audiogenic seizure testing, kindling paradigms, and the rhythmic nature of seizures This unique text provides a thorough reference for the diverse methodologies within this area of neuropharmacological research - providing the basis for on-going cellular and molecular investigations as well as novel therapeutic approaches to the treatment of epilepsy.

Neutral and Indifference Portfolio Pricing, Hedging and Investing

by Srdjan Stojanovic

This book is written for quantitative finance professionals, students, educators, and mathematically inclined individual investors. It is about some of the latest developments in pricing, hedging, and investing in incomplete markets. With regard to pricing, two frameworks are fully elaborated: neutral and indifference pricing. With regard to hedging, the most conservative and relaxed hedging formulas are derived. With regard to investing, the neutral pricing methodology is also considered as a tool for connecting market asset prices with optimal positions in such assets. Srdjan D. Stojanovic is Professor in the Department of Mathematical Sciences at University of Cincinnati (USA) and Professor in the Center for Financial Engineering at Suzhou University (China).

Neutrices and External Numbers: A Flexible Number System (Chapman & Hall/CRC Monographs and Research Notes in Mathematics)

by Bruno Dinis Imme van den Berg

Neutrices and External Numbers: A Flexible Number System introduces a new model of orders of magnitude and of error analysis, with particular emphasis on behaviour under algebraic operations. The model is formulated in terms of scalar neutrices and external numbers, in the form of an extension of the nonstandard set of real numbers. Many illustrative examples are given. The book starts with detailed presentation of the algebraic structure of external numbers, then deals with the generalized Dedekind completeness property, applications in analysis, domains of validity of approximations of solutions of differential equations, particularly singular perturbations. Finally, it describes the family of algebraic laws characterizing the practice of calculations with external numbers. Features Presents scalar neutrices and external numbers, a mathematical model of order of magnitude within the real number system. Outlines complete algebraic rules for the neutrices and external numbers Conducts operational analysis of convergence and integration of functions known up to orders of magnitude Formalises a calculus of error propagation, covariant with algebraic operations Presents mathematical models of phenomena incorporating their necessary imprecisions, in particular related to the Sorites paradox

Neutron Diffusion: Concepts and Uncertainty Analysis for Engineers and Scientists

by S. Chakraverty Sukanta Nayak

This book is designed for a systematic understanding of nuclear diffusion theory along with fuzzy/interval/stochastic uncertainty. This will serve to be a benchmark book for graduate & postgraduate students, teachers, engineers and researchers throughout the globe. <P><P> In view of the recent developments in nuclear engineering, it is important to study the basic concepts of this field along with the diffusion processes for nuclear reactor design. Also, it is known that uncertainty is a must in every field of engineering and science and, in particular, with regards to nuclear-related problems. As such, one may need to understand the nuclear diffusion principles/theories corresponding with reliable and efficient techniques for the solution of such uncertain problems. Accordingly this book aims to provide a new direction for readers with basic concepts of reactor physics as well as neutron diffusion theory. On the other hand, it also includes uncertainty (in terms of fuzzy, interval, stochastic) and their applications in nuclear diffusion problems in a systematic manner, along with recent developments. The underlying concepts of the presented methods in this book may very well be used/extended to various other engineering disciplines viz. electronics, marine, chemical, mining engineering and other sciences such as physics, chemistry, biotechnology etc. This book then can be widely applied wherever one wants to model their physical problems in terms of non-probabilistic methods viz. fuzzy/stochastic for the true essence of the real problems.

Neutron Transport: Theory, Modeling, and Computations (Graduate Texts in Physics)

by Ramadan M. Kuridan

This textbook provides a thorough explanation of the physical concepts and presents the general theory of different forms through approximations of the neutron transport processes in nuclear reactors and emphasize the numerical computing methods that lead to the prediction of neutron behavior. Detailed derivations and thorough discussions are the prominent features of this book unlike the brevity and conciseness which are the characteristic of most available textbooks on the subject where students find them difficult to follow. This conclusion has been reached from the experience gained through decades of teaching. The topics covered in this book are suitable for senior undergraduate and graduate students in the fields of nuclear engineering and physics. Other engineering and science students may find the construction and methodology of tackling problems as presented in this book appealing from which they can benefit in solving other problems numerically. The book provides access to a one dimensional, two energy group neutron diffusion program including a user manual, examples, and test problems for student practice. An option of a Matlab user interface is also available.

Neutrosophic Paradigms: Neutrosophic Principles for Handling Uncertainty (Studies in Fuzziness and Soft Computing #435)

by Florentin Smarandache Zahid Khan

This book offers a comprehensive reference guide to neutrosophic theory and its applications in decision-making in numerous disciplines, ranging from business, economics and management, computer science, health and environmental sciences, and many others. Chapters were selected to cover: different extensions of neutrosophic sets, statistical techniques for dealing with imprecise data and decision-making, and a range of real-life examples. All in all, the book is intended to provide a timely update on the state-of-the-art in neutrosophic decision-making for researchers and professionals from various disciplines, as well as master’s and graduate students in mathematics, statistics, and computer science.

Nevanlinna Theory in Several Complex Variables and Diophantine Approximation

by Junjiro Noguchi Jörg Winkelmann

The aim of this book is to provide a comprehensive account of higher dimensional Nevanlinna theory and its relations with Diophantine approximation theory for graduate students and interested researchers. This book with nine chapters systematically describes Nevanlinna theory of meromorphic maps between algebraic varieties or complex spaces, building up from the classical theory of meromorphic functions on the complex plane with full proofs in Chap. 1 to the current state of research. Chapter 2 presents the First Main Theorem for coherent ideal sheaves in a very general form. With the preparation of plurisubharmonic functions, how the theory to be generalized in a higher dimension is described. In Chap. 3 the Second Main Theorem for differentiably non-degenerate meromorphic maps by Griffiths and others is proved as a prototype of higher dimensional Nevanlinna theory. Establishing such a Second Main Theorem for entire curves in general complex algebraic varieties is a wide-open problem. In Chap. 4, the Cartan-Nochka Second Main Theorem in the linear projective case and the Logarithmic Bloch-Ochiai Theorem in the case of general algebraic varieties are proved. Then the theory of entire curves in semi-abelian varieties, including the Second Main Theorem of Noguchi-Winkelmann-Yamanoi, is dealt with in full details in Chap. 6. For that purpose Chap. 5 is devoted to the notion of semi-abelian varieties. The result leads to a number of applications. With these results, the Kobayashi hyperbolicity problems are discussed in Chap. 7. In the last two chapters Diophantine approximation theory is dealt with from the viewpoint of higher dimensional Nevanlinna theory, and the Lang-Vojta conjecture is confirmed in some cases. In Chap. 8 the theory over function fields is discussed. Finally, in Chap. 9, the theorems of Roth, Schmidt, Faltings, and Vojta over number fields are presented and formulated in view of Nevanlinna theory with results motivated by those in Chaps. 4, 6, and 7.

Nevanlinna Theory, Normal Families, and Algebraic Differential Equations

by Norbert Steinmetz

This book offers a modern introduction to Nevanlinna theory and its intricate relation to the theory of normal families, algebraic functions, asymptotic series, and algebraic differential equations. Following a comprehensive treatment of Nevanlinna's theory of value distribution, the author presents advances made since Hayman's work on the value distribution of differential polynomials and illustrates how value- and pair-sharing problems are linked to algebraic curves and Briot-Bouquet differential equations. In addition to discussing classical applications of Nevanlinna theory, the book outlines state-of-the-art research, such as the effect of the Yosida and Zalcman-Pang method of re-scaling to algebraic differential equations, and presents the Painlev#65533;-Yosida theorem, which relates Painlev#65533; transcendents and solutions to selected 2D Hamiltonian systems to certain Yosida classes of meromorphic functions. Aimed at graduate students interested in recent developments in the field and researchers working on related problems, Nevanlinna Theory, Normal Families, and Algebraic Differential Equations will also be of interest to complex analysts looking for an introduction to various topics in the subject area. With examples, exercises and proofs seamlessly intertwined with the body of the text, this book is particularly suitable for the more advanced reader.

Never Split Tens!: A Biographical Novel of Blackjack Game Theorist Edward O. Thorp PLUS Tips and Techniques to Help You Win

by Les Golden

Renowned probability theorist Edward O. Thorp revolutionized the casino industry by developing card counting systems for the casino game of blackjack. Les Golden, the celebrated blackjack, roulette, and craps columnist for Bluff Europe, Gambling.com, iGaming Business, GamblingOnline, and Jackpots Review magazines, tells Thorp’s incredible true story of lucrative applied probability with charm, wit, and humor. Whether you visit casinos for fun, dinner money, or a living, or whether you’re simply interested in a story of romance and casino intrigue, this lively biographical novel will capture and delight you.Illustrations by the author.“I found the story tremendously entertaining, with a pantheon of compelling characters such as gambler Ed Thorp and bookie Manny Kimmel taking us from the casinos of Nevada to those of San Juan, Puerto Rico. Les Golden’s novel is a triumph begging for adaptation to the screen.”— LANA WOOD, Film and T.V. Producer, Actress (“Diamonds Are Forever”) Best-selling Author, Natalie, a Memoir“Les Golden has an ever-increasing influence and burgeoning popularity.A significant name in the industry, the ‘go to’ man for strategy and anecdotal literarydexterity. I cannot acclaim his star highly enough.”— JAMES MCKEOWN, Editor, iGaming Business Magazine and Gambling.com Magazine“Les Golden is a comedy genius. It really is as simple as that. An expert in the field,he makes getting educated not only painless but actually funny.”— DAVE BLAND, Editor, Flush Magazine, British television pundit“I learn more about strategy through Les’ writings than I do through many failed tripsto Vegas. Always concise, easy-to-read, and intelligent.”— JON YOUNG, Editor WPT (World Poker Tour) Magazine“Les Golden makes numbers hilarious. He's simply the funniest gaming strategy writer there is. His writing is ‘rakish’ and ‘bond-esque.’ ”— PHILIP CONNELLER, Editor, Bluff Europe Magazine“The dialog crackles and the fictional elements brilliantly illuminate how cool Ed Thorp is. And there’s just the right amount of blackjack and math. I love it.”— AARON BROWN, Professional gambler, Wall Street risk managerAuthor, The Poker Face of Wall Street

Never Waste a Good Crisis: Lessons Learned from Data Fraud and Questionable Research Practices (ASA-CRC Series on Statistical Reasoning in Science and Society)

by Klaas Sijtsma

This book covers statistical consequences of breaches of research integrity such as fabrication and falsification of data, and researcher glitches summarized as questionable research practices. It is unique in that it discusses how unwarranted data manipulation harms research results and that questionable research practices are often caused by researchers’ inadequate mastery of the statistical methods and procedures they use for their data analysis. The author’s solution to prevent problems concerning the trustworthiness of research results, no matter how they originated, is to publish data in publicly available repositories and encourage researchers not trained as statisticians not to overestimate their statistical skills and resort to professional support from statisticians or methodologists.The author discusses some of his experiences concerning mutual trust, fear of repercussions, and the bystander effect as conditions limiting revelation of colleagues’ possible integrity breaches. He explains why people are unable to mimic real data and why data fabrication using statistical models stills falls short of credibility. Confirmatory and exploratory research and the usefulness of preregistration, and the counter-intuitivenature of statistics, are discussed.The author questions the usefulness of statistical advice concerning frequentist hypothesis testing, Bayes-factor use, alternative statistics education, and reduction of situational disturbances like performance pressure, as stand-alone means to reduce questionable research practices when researchers lack experience with statistics.An interview with the author can be found here: https://www.tilburguniversity.edu/magazine/overview/former-rector-sijtsma-turn-statistician-fight-fraud-and-sloppiness.

Neverending Fractions

by Jonathan Borwein Alf Van Der Poorten Jeffrey Shallit Wadim Zudilin

Despite their classical nature, continued fractions are a neverending research area, with a body of results accessible enough to suit a wide audience, from researchers to students and even amateur enthusiasts. Neverending Fractions brings these results together, offering fresh perspectives on a mature subject. Beginning with a standard introduction to continued fractions, the book covers a diverse range of topics, from elementary and metric properties, to quadratic irrationals, to more exotic topics such as folded continued fractions and Somos sequences. Along the way, the authors reveal some amazing applications of the theory to seemingly unrelated problems in number theory. Previously scattered throughout the literature, these applications are brought together in this volume for the first time. A wide variety of exercises guide readers through the material, which will be especially helpful to readers using the book for self-study, and the authors also provide many pointers to the literature.

New Advances in Designs, Codes and Cryptography: Stinson66, Toronto, Canada, June 13-17, 2022 (Fields Institute Communications #86)

by Charles J. Colbourn Jeffrey H. Dinitz

This volume records and disseminates selected papers from the Stinson66 conference, including surveys, prospectives, and papers presenting original and current research. It contains four accessible surveys of topics in combinatorial designs and related topics, ranging from a tutorial survey of connections to classical group theory, to surveys of "hot topics" in current research. It also contains a prospective paper identifying topics for future research efforts, co-authored by one of the elder statesmen of the field, Alex Rosa. Finally, the research papers examine topics ranging from pure mathematics to applied work in computing, networking, communications, and cryptography. For students and newcomers to these topics, the volume provides accessible survey material that does not have onerous prerequisites. The breadth of topics reflects the vibrancy of the field in a way that can be appreciated by all researchers. The papers present important advances on theory and applications,which also benefit advanced researchers.

New Advances in Maxwell’s Equations and Applications (NanoScience and Technology)

by Er-Ping Li Zhong Lin Wang

This book offers a comprehensive examination of ongoing advancements in theoretical and experimental approaches to Maxwell's equations. It focuses on three key aspects: quantum effects, scale effects, and kinetic effects, which exert subtle influences at microscopic levels. Addressing pressing challenges for future progress, the text explores the interplay of these phenomena within classical electromagnetism. The evolution of data communication and information technology has led to a demand for high-density, minimization, ultra-compact nano-photo-electronic integration. As electronic devices scale down to nanometer and sub-nanometer levels, classical Maxwell’s equations reveal quantum effects. This book provides insights into these advancements, focusing on potential applications in nano-scale electronic and optic devices. Tailored for physicists, engineering scientists, electronics engineers, and developers, this text serves as a valuable resource. It guides readers from classical Maxwell’s equations to their quantum-affected counterparts, providing essential insights for electromagnetic simulation and the design of nano-scale electronic and optic systems. With its blend of theoretical foundations and practical applications, this book equips professionals with the knowledge needed to apply these advancements in real-world scenarios.

New Advances in Statistical Modeling and Applications

by António Pacheco Rui Santos Maria do Rosário Oliveira Carlos Daniel Paulino

This volume of the Selected Papers is a product of the XIX Congress of the Portuguese Statistical Society, held at the Portuguese town of Nazar#65533;, from September 28 to October 1, 2011. All contributions were selected after a thorough peer-review process. It covers a broad scope of papers in the areas of Statistical Science, Probability and Stochastic Processes, Extremes and Statistical Applications.

The New American Suburb: Poverty, Race and the Economic Crisis

by Katrin B. Anacker

The majority of Americans live in suburbs and until about a decade or so ago, most suburbs had been assumed to be non-Hispanic White, affluent, and without problems. However, recent data have shown that there are changing trends among U.S. suburbs. This book provides timely analyses of current suburban issues by utilizing recently published data from the 2010 Census and American Community Survey to address key themes including suburban poverty; racial and ethnic change and suburban decline; suburban foreclosures; and suburban policy.

The New Americans: Economic, Demographic, and Fiscal Effects of Immigration

by Panel on the Demographic Economic Impacts of Immigration

This book sheds light on one of the most controversial issues of the decade. It identifies the economic gains and losses from immigration--for the nation, states, and local areas--and provides a foundation for public discussion and policymaking. Three key questions are explored: What is the influence of immigration on the overall economy, especially national and regional labor markets? What are the overall effects of immigration on federal, state, and local government budgets? What effects will immigration have on the future size and makeup of the nation's population over the next 50 years? The New Americans examines what immigrants gain by coming to the United States and what they contribute to the country, the skills of immigrants and those of native-born Americans, the experiences of immigrant women and other groups, and much more. It offers examples of how to measure the impact of immigration on government revenues and expenditures--estimating one year's fiscal impact in California, New Jersey, and the United States and projecting the long-run fiscal effects on government revenues and expenditures. Also included is background information on immigration policies and practices and data on where immigrants come from, what they do in America, and how they will change the nation's social fabric in the decades to come.

New and Emerging Issues in Latinx Health

by Scott D. Rhodes Airín D. Martínez

This volume is being published at a critical time in U.S. history and serves as a comprehensive and much-needed update to what is known about Latinx health. As both the United States and Latinx subgroups experience demographic shifts, it is critical to examine the current epidemiology of Latinx health, as well as the factors influencing the health and well-being of this growing population.Chapters in this book, written by highly respected experts, illuminate the diversity of the Latinx population and provide strategies to mitigate many of the challenges they face, including challenges related to migrating to new destinations. The book is designed to enrich dialogue around the multilevel determinants of Latinx health and concludes with a call to action for increased culturally congruent, theoretically informed and participatory Latinx health research. The book also encourages the mentorship and growth of early career and junior investigators to conduct research on Latinx health issues.A selection of the perspectives included among the chapters: Chronic disease and mental health issues in Latinx populationsSubstance use among Latinx adolescents in the United StatesPhysical and intellectual and developmental disabilities in Latinx populationsHealth insurance reform and the Latinx populationImmigration enforcement policies and Latinx healthResearch priorities for Latinx sexual and gender minoritiesRacial and ethnic discrimination, intersectionality, acculturation, and Latinx health New and Emerging Issues in Latinx Health is an invaluable compendium that provides a foundation of understanding Latinx health and well-being and guides future research and practice. The book is essential for researchers, practitioners, and students in the fields of public health and the social sciences including community and health psychology, health administration and policy, community health education, medical anthropology, medical sociology, population health, and preventive medicine. Moreover, the chapters in this volume are also relevant for federal, state, and local agencies, including health departments, and other Latinx- and immigrant-serving community organizations.

A New Approach to Differential Geometry using Clifford's Geometric Algebra

by John Snygg

Differential geometry is the study of the curvature and calculus of curves and surfaces. A New Approach to Differential Geometry using Clifford's Geometric Algebra simplifies the discussion to an accessible level of differential geometry by introducing Clifford algebra. This presentation is relevant because Clifford algebra is an effective tool for dealing with the rotations intrinsic to the study of curved space. Complete with chapter-by-chapter exercises, an overview of general relativity, and brief biographies of historical figures, this comprehensive textbook presents a valuable introduction to differential geometry. It will serve as a useful resource for upper-level undergraduates, beginning-level graduate students, and researchers in the algebra and physics communities.

New Approaches in Modeling Multiphase Flows and Dispersion in Turbulence, Fractal Methods and Synthetic Turbulence

by J. M. Redondo A. F. Nowakowski C. Cambon F.C.G.A. Nicolleau J. C. Vassilicos M. Reeks

This book contains a collection of the main contributions from the first five workshops held by Ercoftac Special Interest Group on Synthetic Turbulence Models (SIG42. It is intended as an illustration of the sig's activities and of the latest developments in the field. This volume investigates the use of Kinematic Simulation (KS) and other synthetic turbulence models for the particular application to environmental flows. This volume offers the best syntheses on the research status in KS, which is widely used in various domains, including Lagrangian aspects in turbulence mixing/stirring, particle dispersion/clustering, and last but not least, aeroacoustics. Flow realizations with complete spatial, and sometime spatio-temporal, dependency, are generated via superposition of random modes (mostly spatial, and sometime spatial and temporal, Fourier modes), with prescribed constraints such as: strict incompressibility (divergence-free velocity field at each point), high Reynolds energy spectrum. Recent improvements consisted in incorporating linear dynamics, for instance in rotating and/or stably-stratified flows, with possible easy generalization to MHD flows, and perhaps to plasmas. KS for channel flows have also been validated. However, the absence of "sweeping effects" in present conventional KS versions is identified as a major drawback in very different applications: inertial particle clustering as well as in aeroacoustics. Nevertheless, this issue was addressed in some reference papers, and merits to be revisited in the light of new studies in progress.

New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks

by Fernando Gaxiola Patricia Melin Fevrier Valdez

In this book a neural network learning method with type-2 fuzzy weight adjustment is proposed. The mathematical analysis of the proposed learning method architecture and the adaptation of type-2 fuzzy weights are presented. The proposed method is based on research of recent methods that handle weight adaptation and especially fuzzy weights. The internal operation of the neuron is changed to work with two internal calculations for the activation function to obtain two results as outputs of the proposed method. Simulation results and a comparative study among monolithic neural networks, neural network with type-1 fuzzy weights and neural network with type-2 fuzzy weights are presented to illustrate the advantages of the proposed method. The proposed approach is based on recent methods that handle adaptation of weights using fuzzy logic of type-1 and type-2. The proposed approach is applied to a cases of prediction for the Mackey-Glass (for ô=17) and Dow-Jones time series, and recognition of person with iris biometric measure. In some experiments, noise was applied in different levels to the test data of the Mackey-Glass time series for showing that the type-2 fuzzy backpropagation approach obtains better behavior and tolerance to noise than the other methods. The optimization algorithms that were used are the genetic algorithm and the particle swarm optimization algorithm and the purpose of applying these methods was to find the optimal type-2 fuzzy inference systems for the neural network with type-2 fuzzy weights that permit to obtain the lowest prediction error.

The New Baseball Bible: Notes, Nuggets, Lists, and Legends from Our National Pastime

by Dan Schlossberg Jay Johnstone Alan Schwarz

For fans of baseball trivia, this updated version of The New Baseball Bible, first published as The Baseball Catalog in 1980 and selected as a Book-of-the-Month Club alternate, is sure to provide something for everyone, regardless of team allegiance. The book covers the following topics: beginnings of baseball, rules and records, umpires, how to play the game (i.e., strategy), equipment, ballparks, famous faces (i.e., Hank Aaron vs. Babe Ruth), managers, executives, trades, the media, big moments in history, the language of baseball, superstitions and traditions, spring training, today’s game, and much more. Veteran sportswriter Dan Schlossberg weaves in facts, figures, and famous quotes, discusses strategy, and provides stats and images-many of them never previously published elsewhere.With this book, you’ll discover how the players’ approach, use of equipment, and even salaries and schedules have changed over time. You will also learn the origin of team and player nicknames, fun facts about the All-Star Game and World Series, and so much more. The New Baseball Bible serves as the perfect gift for fans of America’s pastime.

The New Book of Baseball Trivia: More than 500 Questions for Avid Fans

by Wayne Stewart

A comprehensive trivia book that enables readers to compete as they answer questions!In The New Book of Baseball Trivia, experienced baseball author Wayne Stewart includes 500 fun and engaging questions and answers on everyone's favorite former and active players and coaches. Readers are awarded a single, double, triple, or homer based on the difficulty level of the question, with the goal to score as many runs as possible by the end of the book. They are kept on their toes by answers head-scratchers such as:Which team became the first one ever to have three of its players hit 40+ homers in a season?Who was the shortest man ever to appear in a big-league game?Which two brothers combined for more lifetime home runs than any other brother act?When Shane Bieber won the 2020 Cy Young Award, he became the fifth Cleveland Indian to capture that honor. Name three of the other four men to accomplish this.Which two men bashed more home runs while teammates than any other teammate combo?And many more! This book makes the perfect gift for the baseball-loving fan!

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