adaptive immune inspired text classification

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Anthony Brennan B. Bio-inspired Materials for Biomedical Engineering Anthony Brennan B. Bio-inspired Materials for Biomedical Engineering
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Anthony Brennan B. Bio-inspired Materials for Biomedical Engineering


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12369.51 руб.

This book covers the latest bio-inspired materials synthesis techniques and biomedical applications that are advancing the field of tissue engineering. Bio-inspired concepts for biomedical engineering are at the forefront of tissue engineering and regenerative medicine. Scientists, engineers and physicians are working together to replicate the sophisticated hierarchical organization and adaptability found in nature and selected by evolution to recapitulate the cellular microenvironment. This book demonstrates the dramatic clinical breakthroughs that have been made in engineering all four of the major tissue types and modulating the immune system. Part I (Engineering Bio-inspired Material Microenvironments) covers Bio-inspired Presentation of Chemical Cues, Bio-inspired Presentation of Physical Cues, and Bio-inspired Integration of Natural Materials. Part II (Bio-inspired Tissue Engineering) addresses tissue engineering in epithelial tissue, muscle tissue, connective tissue, and the immune system.

Esteban Alfaro Ensemble Classification Methods with Applications in R Esteban Alfaro Ensemble Classification Methods with Applications in R
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Esteban Alfaro Ensemble Classification Methods with Applications in R


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8103.24 руб.

An essential guide to two burgeoning topics in machine learning – classification trees and ensemble learning Ensemble Classification Methods with Applications in R introduces the concepts and principles of ensemble classifiers methods and includes a review of the most commonly used techniques. This important resource shows how ensemble classification has become an extension of the individual classifiers. The text puts the emphasis on two areas of machine learning: classification trees and ensemble learning. The authors explore ensemble classification methods’ basic characteristics and explain the types of problems that can emerge in its application. Written by a team of noted experts in the field, the text is divided into two main sections. The first section outlines the theoretical underpinnings of the topic and the second section is designed to include examples of practical applications. The book contains a wealth of illustrative cases of business failure prediction, zoology, ecology and others. This vital guide: Offers an important text that has been tested both in the classroom and at tutorials at conferences Contains authoritative information written by leading experts in the field Presents a comprehensive text that can be applied to courses in machine learning, data mining and artificial intelligence Combines in one volume two of the most intriguing topics in machine learning: ensemble learning and classification trees Written for researchers from many fields such as biostatistics, economics, environment, zoology, as well as students of data mining and machine learning, Ensemble Classification Methods with Applications in R puts the focus on two topics in machine learning: classification trees and ensemble learning.

Хаитов Рахим Мусаевич Immunology. Textbook Хаитов Рахим Мусаевич Immunology. Textbook
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Хаитов Рахим Мусаевич Immunology. Textbook


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1748 руб.

The textbook provides essential information on all aspects of structure and functions of the immune system under normal and pathological conditions. The knowledge about innate immunity and the mechanisms of adaptive immunity formation is presented at the organismal, cellular, and molecular levels. Information is provided about the immune cell populations, the structure of immune receptors, the intracellular signaling pathways, major histocompatibility complex (MHC), immunity genetic control, and immunological memory. The immune deficiencies, allergic and autoimmune diseases are reviewed. An overview of clinical use of immunotropic drugs is presented. The textbook is recommended for medical students. Updated second edition.

Haibo He Self-Adaptive Systems for Machine Intelligence Haibo He Self-Adaptive Systems for Machine Intelligence
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Haibo He Self-Adaptive Systems for Machine Intelligence


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7619.64 руб.

This book will advance the understanding and application of self-adaptive intelligent systems; therefore it will potentially benefit the long-term goal of replicating certain levels of brain-like intelligence in complex and networked engineering systems. It will provide new approaches for adaptive systems within uncertain environments. This will provide an opportunity to evaluate the strengths and weaknesses of the current state-of-the-art of knowledge, give rise to new research directions, and educate future professionals in this domain. Self-adaptive intelligent systems have wide applications from military security systems to civilian daily life. In this book, different application problems, including pattern recognition, classification, image recovery, and sequence learning, will be presented to show the capability of the proposed systems in learning, memory, and prediction. Therefore, this book will also provide potential new solutions to many real-world applications.

Lauren Sompayrac M. How the Immune System Works Lauren Sompayrac M. How the Immune System Works
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Lauren Sompayrac M. How the Immune System Works


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3595.74 руб.

How the Immune System Works has helped thousands of students understand what’s in their big, thick, immunology textbooks. In his book, Dr. Sompayrac cuts through the jargon and details to reveal, in simple language, the essence of this complex subject. In fifteen easy-to-read chapters, featuring the humorous style and engaging analogies developed by Dr. Sompayrac, How the Immune System Works explains how the immune system players work together to protect us from disease – and, most importantly, why they do it this way. Rigorously updated for this fifth edition, How the Immune System Works includes the latest information on subjects such as vaccines, the immunology of AIDS, and cancer. A highlight of this edition is a new chapter on the intestinal immune system – currently one of the hottest topics in immunology. Whether you are completely new to immunology, or require a refresher, How the Immune System Works will provide you with a clear and engaging overview of this fascinating subject. But don’t take our word for it! Read what students have been saying about this classic book: «What an exceptional book! It's clear you are in the hands of an expert.» «Possibly the Best Small Text of All Time!» «This is a FUN book, and Lauren Sompayrac does a fantastic job of explaining the immune system using words that normal people can understand.» «Hands down the best immunology book I have read… a very enjoyable read.» «This is simply one of the best medical textbooks that I have ever read. Clear diagrams coupled with highly readable text make this whole subject easily understandable and engaging.» Now with a brand new website at www.wiley.com/go/sompayrac featuring Powerpoint files of the images from the book

Gaussier Eric Textual Information Access. Statistical Models Gaussier Eric Textual Information Access. Statistical Models
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Gaussier Eric Textual Information Access. Statistical Models


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14935.89 руб.

This book presents statistical models that have recently been developed within several research communities to access information contained in text collections. The problems considered are linked to applications aiming at facilitating information access: – information extraction and retrieval; – text classification and clustering; – opinion mining; – comprehension aids (automatic summarization, machine translation, visualization). In order to give the reader as complete a description as possible, the focus is placed on the probability models used in the applications concerned, by highlighting the relationship between models and applications and by illustrating the behavior of each model on real collections. Textual Information Access is organized around four themes: informational retrieval and ranking models, classification and clustering (regression logistics, kernel methods, Markov fields, etc.), multilingualism and machine translation, and emerging applications such as information exploration. Contents Part 1: Information Retrieval 1. Probabilistic Models for Information Retrieval, Stéphane Clinchant and Eric Gaussier. 2. Learnable Ranking Models for Automatic Text Summarization and Information Retrieval, Massih-Réza Amini, David Buffoni, Patrick Gallinari,
Tuong Vinh Truong and Nicolas Usunier. Part 2: Classification and Clustering 3. Logistic Regression and Text Classification, Sujeevan Aseervatham, Eric Gaussier, Anestis Antoniadis,
Michel Burlet and Yves Denneulin. 4. Kernel Methods for Textual Information Access, Jean-Michel Renders. 5. Topic-Based Generative Models for Text Information Access, Jean-Cédric Chappelier. 6. Conditional Random Fields for Information Extraction, Isabelle Tellier and Marc Tommasi. Part 3: Multilingualism 7. Statistical Methods for Machine Translation, Alexandre Allauzen and François Yvon. Part 4: Emerging Applications 8. Information Mining: Methods and Interfaces for Accessing Complex Information, Josiane Mothe, Kurt Englmeier and Fionn Murtagh. 9. Opinion Detection as a Topic Classification Problem, Juan-Manuel Torres-Moreno, Marc El-Bèze, Patrice Bellot and
Fréderic Béchet.

Lauren Sompayrac M. How the Immune System Works Lauren Sompayrac M. How the Immune System Works
:

Lauren Sompayrac M. How the Immune System Works


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3496.71 руб.

How the Immune System Works is not a comprehensive textbook. It’s the book thousands of students have used to help them understand what’s in their big, thick, immunology texts. In this book, Dr. Sompayrac cuts through the jargon and details to reveal, in simple language, the essence of this complex subject. Fifteen easy to follow lectures, featuring the uniquely popular humorous style and engaging analogies developed by Dr Sompayrac, provide an introduction to the ‘bigger picture’, followed by practical discussion on how each of the components interacts with one another. Now featuring full-color diagrams, this book has been rigorously updated for its fourth edition to reflect today’s immunology teaching and includes updated discussion of B and T cell memory, T cell activation, vaccines, immunodeficiency, and cancer. Whether you are completely new to immunology, or require a refresher, How the Immune System Works is an enjoyable way of engaging with the key concepts – you need know nothing of the workings of the immune system to benefit from this book! How the Immune System Works is now accompanied by a FREE enhanced Wiley Desktop Edition – the interactive, digital version of the book – featuring downloadable text and images, highlighting and note taking facilities, book-marking, cross-referencing, in-text searching, and linking to references and glossary terms. It is also available from CourseSmart for instant, online and offline access for studying anytime, anywhere.

Ashish Tewari Adaptive Aeroservoelastic Control Ashish Tewari Adaptive Aeroservoelastic Control
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Ashish Tewari Adaptive Aeroservoelastic Control


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10498.36 руб.

This is the first book on adaptive aeroservoelasticity and it presents the nonlinear and recursive techniques for adaptively controlling the uncertain aeroelastic dynamics Covers both linear and nonlinear control methods in a comprehensive manner Mathematical presentation of adaptive control concepts is rigorous Several novel applications of adaptive control presented here are not to be found in other literature on the topic Many realistic design examples are covered, ranging from adaptive flutter suppression of wings to the adaptive control of transonic limit-cycle oscillations

Ying Tan Artificial Immune System. Applications in Computer Security Ying Tan Artificial Immune System. Applications in Computer Security
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Ying Tan Artificial Immune System. Applications in Computer Security


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7874.48 руб.

This book deals with malware detection in terms of Artificial Immune System (AIS), and presents a number of AIS models and immune-based feature extraction approaches as well as their applications in computer security Covers all of the current achievements in computer security based on immune principles, which were obtained by the Computational Intelligence Laboratory of Peking University, China Includes state-of-the-art information on designing and developing artificial immune systems (AIS) and AIS-based solutions to computer security issues Presents new concepts such as immune danger theory, immune concentration, and class-wise information gain (CIG)

Sandra Amor Neuroinflammation and CNS Disorders Sandra Amor Neuroinflammation and CNS Disorders
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Sandra Amor Neuroinflammation and CNS Disorders


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10044.45 руб.

The last decade has seen an upsurge of information on the role of immune responses in neurodegenerative disorders. In many of these diseases it is still unclear whether the innate and adaptive responses are pathogenic or play a role in repair, and thus understanding their precise roles is key to controlling these diseases by designing immune-therapeutic approaches. The connection between many neurological diseases is the realisation that the immune and nervous systems are inextricable linked, and that perturbations in this delicate balance are involved in many disorders. This has opened up new avenues for therapeutic approaches to treatment of CNS inflammatory and neurodegenerative disorders. Neuroinflammation and CNS Disorders brings together the very latest information on the interactions between the immune system and central nervous system. The first section of the book highlights the basic concepts in the field whilst the second section, the main body of the book, covers the role of the immune response in specific disorders of the central nervous system. Neuroinflammation and CNS Disorders will provide an invaluable guide for both researchers and clinicians working in this complex and dynamic field.

Ekins Sean The Agile Approach to Adaptive Research. Optimizing Efficiency in Clinical Development Ekins Sean The Agile Approach to Adaptive Research. Optimizing Efficiency in Clinical Development
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Ekins Sean The Agile Approach to Adaptive Research. Optimizing Efficiency in Clinical Development


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7541.85 руб.

Apply adaptive research to improve results in drug development The pharmaceutical industry today faces a deepening crisis: inefficiency in its core business, the development of new drugs. The Agile Approach to Adaptive Research offers a solution. It outlines how adaptive research, using already-available tools and techniques, can enable the industry to streamline clinical trials and reach decision points faster and more efficiently. With a wealth of real-world cases and examples, author Michael Rosenberg gives readers a practical overview of drug development, the problems inherent in current practices, and the advantages of adaptive research technology and methods. He explains the concepts, principles, and specific techniques of adaptive research, and demonstrates why it is an essential evolutionary step toward improving drug research and development. Chapters explore such subjects as: The adaptive concept Design and operational adaptations Sample-size reestimation Agile clinical development Safety and dose finding Statistics in adaptive research, including frequentist and Bayesian approaches Data management technologies The future of clinical development By combining centuries-old intellectual foundations, recent technological advances, and modern management techniques, adaptive research preserves the integrity and validity of clinical research but dramatically improves efficiency.

Printio I Printio I
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Printio I


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856 руб.

Футболка Wearcraft Premium Slim Fit — цвет: БЕЛЫЙ, пол: МУЖ. Изображение для фронтендеров, любящих адаптивную верстку. Viva mobile first!

Goh Vanessa SuLee Complex Valued Nonlinear Adaptive Filters. Noncircularity, Widely Linear and Neural Models Goh Vanessa SuLee Complex Valued Nonlinear Adaptive Filters. Noncircularity, Widely Linear and Neural Models
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Goh Vanessa SuLee Complex Valued Nonlinear Adaptive Filters. Noncircularity, Widely Linear and Neural Models


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12446.57 руб.

This book was written in response to the growing demand for a text that provides a unified treatment of linear and nonlinear complex valued adaptive filters, and methods for the processing of general complex signals (circular and noncircular). It brings together adaptive filtering algorithms for feedforward (transversal) and feedback architectures and the recent developments in the statistics of complex variable, under the powerful frameworks of CR (Wirtinger) calculus and augmented complex statistics. This offers a number of theoretical performance gains, which is illustrated on both stochastic gradient algorithms, such as the augmented complex least mean square (ACLMS), and those based on Kalman filters. This work is supported by a number of simulations using synthetic and real world data, including the noncircular and intermittent radar and wind signals.

Рюкзак Lowepro DroneGuard Pro Inspired Black LP37024-PWW Рюкзак Lowepro DroneGuard Pro Inspired Black LP37024-PWW
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Рюкзак Lowepro DroneGuard Pro Inspired Black LP37024-PWW


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12705 руб.

Литагент HarperCollins USD Natural Alternatives to Antibiotics: How you can Supercharge Your Immune System and Fight Infection Литагент HarperCollins USD Natural Alternatives to Antibiotics: How you can Supercharge Your Immune System and Fight Infection
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Литагент HarperCollins USD Natural Alternatives to Antibiotics: How you can Supercharge Your Immune System and Fight Infection


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389.75 руб.

We now know that antibiotics are not the simple solution we once thought. But how can we stay well without them? This book shows how to keep your immune system in peak condition – and stay healthy without antibiotics.Antibiotics have been one of the most succesful inventions of modern medicine – saving many millions of lives around the world. But antibiotics aren’t the trouble free pill for all ills we once thought.Over exposure to antibiotics through over prescription and also from the food chain – means our immune systems are often ‘lazy’.• Antibiotic resistant superbugs mean we need healthier immune systems than ever before.When our immune system is naturally healthy, infections and bugs should hardly ever be a problem. Natural Alternatives to Antibiotics explains the natural therapies herbal medicines you can take to:• strengthen your immune system naturally so you that minor infections don’t become problems.• fight infections without antiobiotics.• make sure your children have well developed immune systems.

Wu Shin-Tson Introduction to Adaptive Lenses Wu Shin-Tson Introduction to Adaptive Lenses
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Wu Shin-Tson Introduction to Adaptive Lenses


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9490.51 руб.

Presents readers with the basic science, technology, and applications for every type of adaptive lens An adaptive lens is a lens whose shape has been changed to a different focal length by an external stimulus such as pressure, electric field, magnetic field, or temperature. Introduction to Adaptive Lenses is the first book ever to address all of the fundamental operation principles, device characteristics, and potential applications of various types of adaptive lenses. This comprehensive book covers basic material properties, device structures and performance, image processing and zooming, optical communications, and biomedical imaging. Readers will find homework problems and solutions included at the end of each chapter—and based on the described device structures, they will have the knowledge to fabricate adaptive lenses for practical applications or develop new adaptive devices or concepts for advanced investigation. Introduction to Adaptive Lenses includes chapters on: Optical lenses Elastomeric membrane lenses Electro-wetting lenses Dielectrophoretic lenses Mechanical-wetting lenses Liquid crystal lenses This is an important reference for optical engineers, research scientists, graduate students, and undergraduate seniors.

Thomas O'Gorman W. Adaptive Tests of Significance Using Permutations of Residuals with R and SAS Thomas O'Gorman W. Adaptive Tests of Significance Using Permutations of Residuals with R and SAS
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Thomas O'Gorman W. Adaptive Tests of Significance Using Permutations of Residuals with R and SAS


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11279.71 руб.

Provides the tools needed to successfully perform adaptive tests across a broad range of datasets Adaptive Tests of Significance Using Permutations of Residuals with R and SAS illustrates the power of adaptive tests and showcases their ability to adjust the testing method to suit a particular set of data. The book utilizes state-of-the-art software to demonstrate the practicality and benefits for data analysis in various fields of study. Beginning with an introduction, the book moves on to explore the underlying concepts of adaptive tests, including: Smoothing methods and normalizing transformations Permutation tests with linear methods Applications of adaptive tests Multicenter and cross-over trials Analysis of repeated measures data Adaptive confidence intervals and estimates Throughout the book, numerous figures illustrate the key differences among traditional tests, nonparametric tests, and adaptive tests. R and SAS software packages are used to perform the discussed techniques, and the accompanying datasets are available on the book's related website. In addition, exercises at the end of most chapters enable readers to analyze the presented datasets by putting new concepts into practice. Adaptive Tests of Significance Using Permutations of Residuals with R and SAS is an insightful reference for professionals and researchers working with statistical methods across a variety of fields including the biosciences, pharmacology, and business. The book also serves as a valuable supplement for courses on regression analysis and adaptive analysis at the upper-undergraduate and graduate levels.

Christian Wittekind TNM Atlas Christian Wittekind TNM Atlas
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Christian Wittekind TNM Atlas


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8548.95 руб.

The complete, authoritative TNM cancer classification and staging system—now illustrated with new, full-colour figures for fast, effective, anatomical referencing Referring to “Tumour,” “Node,” and “Metastasis,” the TNM system is the most widely used means for classifying and staging the extent of cancer spread. Published in affiliation with the Union for International Cancer Control (UICC), TNM Atlas, Sixth Edition presents the illustrated version of the TNM Classification of Malignant Tumours, Seventh Edition, promoting the uniform application of the TNM classification in cancer practice. Utilizing beautiful, full-colour medical artwork—illustrating the T and N categories in clear, easily understood graphics—this book aides in the practical application of the TNM classification system. It enables all disciplines involved in cancer classification, staging, and treatment to reach a more standardized understanding and documentation of the anatomical spread of tumours, and further enhances the dissemination and use of the TNM classification. The TNM Atlas, Sixth Edition: • Is based upon the very latest TNM Classification data available in TNM Classification of Malignant Tumours, Seventh Edition • Features over 500 full-colour figures that clearly illustrate and highlight anatomical sites of cancer involvement • Makes TNM classification even more clinically applicable in the day-to-day environment • Is an extremely useful tool for clinical reference, teaching, discussion, and patient education Based in Geneva, the UICC is one of the most widely affiliated cancer organisations in the world, with its core mission being cancer classification and control. Its TNM Atlas, Sixth Edition is a valuable reference for all medical, surgical, and radiation oncologists, anatomical and surgical pathologists, cancer registrars, oncology nurses and physician extenders, international cancer care centres, and governmental and NGOs dedicated to cancer control. This title is also available as a mobile App from MedHand Mobile Libraries. Buy it now from Google Play.

V. I. Dontsov General system theory of aging. Special role of the immune system V. I. Dontsov General system theory of aging. Special role of the immune system
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V. I. Dontsov General system theory of aging. Special role of the immune system


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160 руб.

The monograph examines the general methodological problems of the aging, main mechanisms, as well as consideration of the fundamental possibilities and directions of influence on this process. A special place is occupied by the use of system analysis, consideration of integrative systems, and the special role of the immune system, namely, that part of it, which is not responsible for immune phenomena proper, but regulates the interaction of proliferation of various cell populations in the body.

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СЗУ с функцией быстрой зарядки ORIENT PU-2501, поддержка Adaptive Fast Charging, USB выход: 5В, 2.1A или 9В, 1.67А (для устройств AFC),черный


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320 руб.

Simon Haykin Kernel Adaptive Filtering. A Comprehensive Introduction Simon Haykin Kernel Adaptive Filtering. A Comprehensive Introduction
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Simon Haykin Kernel Adaptive Filtering. A Comprehensive Introduction


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9148.72 руб.

Online learning from a signal processing perspective There is increased interest in kernel learning algorithms in neural networks and a growing need for nonlinear adaptive algorithms in advanced signal processing, communications, and controls. Kernel Adaptive Filtering is the first book to present a comprehensive, unifying introduction to online learning algorithms in reproducing kernel Hilbert spaces. Based on research being conducted in the Computational Neuro-Engineering Laboratory at the University of Florida and in the Cognitive Systems Laboratory at McMaster University, Ontario, Canada, this unique resource elevates the adaptive filtering theory to a new level, presenting a new design methodology of nonlinear adaptive filters. Covers the kernel least mean squares algorithm, kernel affine projection algorithms, the kernel recursive least squares algorithm, the theory of Gaussian process regression, and the extended kernel recursive least squares algorithm Presents a powerful model-selection method called maximum marginal likelihood Addresses the principal bottleneck of kernel adaptive filters—their growing structure Features twelve computer-oriented experiments to reinforce the concepts, with MATLAB codes downloadable from the authors' Web site Concludes each chapter with a summary of the state of the art and potential future directions for original research Kernel Adaptive Filtering is ideal for engineers, computer scientists, and graduate students interested in nonlinear adaptive systems for online applications (applications where the data stream arrives one sample at a time and incremental optimal solutions are desirable). It is also a useful guide for those who look for nonlinear adaptive filtering methodologies to solve practical problems.

Косметичка-кошелек Усы Look at me (10см) (текстиль) Косметичка-кошелек Усы Look at me (10см) (текстиль)
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Косметичка-кошелек Усы Look at me (10см) (текстиль)


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121 руб.

Кошелек-брелок " Усы Look at me" не оставит равнодушными любителей всего яркого и необычного.  Забавный кошелек из текстиля с надежным замочком в целостности сохранит ценные вещи.  Компактные размеры и наличие специального крепления позволят прицепить необычный брелок куда угодно.  В кошелечке можно хранить важные предметы, такие как ключи, деньги, наушники от плеера и т.д.  Оригинальный дизайн в сочетании с удобством и вместительностью делают этот аксессуар, поистине незаменимым.  Материал: текстиль  Диаметр: 10см  Товар представлен в ассортименте, при заказе через интернет-магазин возможности выбора нет.

Emanuela Corsini Molecular Immunotoxicology Emanuela Corsini Molecular Immunotoxicology
:

Emanuela Corsini Molecular Immunotoxicology


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14623.43 руб.

The human immune system is constantly exposed to chemical contaminants, whether from food, water or air. Some chemicals directly elicit an immune response, while others indirectly activate or deactivate components within the immune system. Thus when tracking or predicting the effect of a chemical on the immune system, many different pathways and modes of action need to be considered. Following an introduction to the various pathways and toxicity mechanisms from a systemic perspective, the main part of this comprehensive reference surveys individual molecular mechanisms of important immunotoxicants, from PAHs to biopharmaceuticals, and from receptor-mediated toxicity to nanoparticle toxicity, using analyses based on molecular effects rather than on animal models. Taken together, the knowledge presented here provides an up-to-date overview of this hot topic that can be directly applied to the prediction and characterization of immunotoxic effects in drugs, chemicals, and environmental contaminants.

Behrouz Farhang-Boroujeny Adaptive Filters. Theory and Applications Behrouz Farhang-Boroujeny Adaptive Filters. Theory and Applications
:

Behrouz Farhang-Boroujeny Adaptive Filters. Theory and Applications


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10423.66 руб.

This second edition of Adaptive Filters: Theory and Applications has been updated throughout to reflect the latest developments in this field; notably an increased coverage given to the practical applications of the theory to illustrate the much broader range of adaptive filters applications developed in recent years. The book offers an easy to understand approach to the theory and application of adaptive filters by clearly illustrating how the theory explained in the early chapters of the book is modified for the various applications discussed in detail in later chapters. This integrated approach makes the book a valuable resource for graduate students; and the inclusion of more advanced applications including antenna arrays and wireless communications makes it a suitable technical reference for engineers, practitioners and researchers. Key features: • Offers a thorough treatment of the theory of adaptive signal processing; incorporating new material on transform domain, frequency domain, subband adaptive filters, acoustic echo cancellation and active noise control. • Provides an in-depth study of applications which now includes extensive coverage of OFDM, MIMO and smart antennas. • Contains exercises and computer simulation problems at the end of each chapter. • Includes a new companion website hosting MATLAB® simulation programs which complement the theoretical analyses, enabling the reader to gain an in-depth understanding of the behaviours and properties of the various adaptive algorithms.


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This book presents statistical models that have recently been developed within several research communities to access information contained in text collections. The problems considered are linked to applications aiming at facilitating information access: – information extraction and retrieval; – text classification and clustering; – opinion mining; – comprehension aids (automatic summarization, machine translation, visualization). In order to give the reader as complete a description as possible, the focus is placed on the probability models used in the applications concerned, by highlighting the relationship between models and applications and by illustrating the behavior of each model on real collections. Textual Information Access is organized around four themes: informational retrieval and ranking models, classification and clustering (regression logistics, kernel methods, Markov fields, etc.), multilingualism and machine translation, and emerging applications such as information exploration. Contents Part 1: Information Retrieval 1. Probabilistic Models for Information Retrieval, Stéphane Clinchant and Eric Gaussier. 2. Learnable Ranking Models for Automatic Text Summarization and Information Retrieval, Massih-Réza Amini, David Buffoni, Patrick Gallinari,
Tuong Vinh Truong and Nicolas Usunier. Part 2: Classification and Clustering 3. Logistic Regression and Text Classification, Sujeevan Aseervatham, Eric Gaussier, Anestis Antoniadis,
Michel Burlet and Yves Denneulin. 4. Kernel Methods for Textual Information Access, Jean-Michel Renders. 5. Topic-Based Generative Models for Text Information Access, Jean-Cédric Chappelier. 6. Conditional Random Fields for Information Extraction, Isabelle Tellier and Marc Tommasi. Part 3: Multilingualism 7. Statistical Methods for Machine Translation, Alexandre Allauzen and François Yvon. Part 4: Emerging Applications 8. Information Mining: Methods and Interfaces for Accessing Complex Information, Josiane Mothe, Kurt Englmeier and Fionn Murtagh. 9. Opinion Detection as a Topic Classification Problem, Juan-Manuel Torres-Moreno, Marc El-Bèze, Patrice Bellot and
Fréderic Béchet.
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