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Advances In Domain Adaptation Theory

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Advances in Domain Adaptation Theory

Advances in Domain Adaptation Theory Book
Author : Ievgen Redko,Emilie Morvant,Amaury Habrard,Marc Sebban,Younès Bennani
Publisher : Elsevier
Release : 2019-08-23
ISBN : 0081023472
Language : En, Es, Fr & De

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Book Description :

Advances in Domain Adaptation Theory gives current, state-of-the-art results on transfer learning, with a particular focus placed on domain adaptation from a theoretical point-of-view. The book begins with a brief overview of the most popular concepts used to provide generalization guarantees, including sections on Vapnik-Chervonenkis (VC), Rademacher, PAC-Bayesian, Robustness and Stability based bounds. In addition, the book explains domain adaptation problem and describes the four major families of theoretical results that exist in the literature, including the Divergence based bounds. Next, PAC-Bayesian bounds are discussed, including the original PAC-Bayesian bounds for domain adaptation and their updated version. Additional sections present generalization guarantees based on the robustness and stability properties of the learning algorithm. Gives an overview of current results on transfer learning Focuses on the adaptation of the field from a theoretical point-of-view Describes four major families of theoretical results in the literature Summarizes existing results on adaptation in the field Provides tips for future research

Advances in Connectionist and Neural Computation Theory

Advances in Connectionist and Neural Computation Theory Book
Author : Anonim
Publisher : Unknown
Release : 1994
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Advances in Connectionist and Neural Computation Theory book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Recent Advances in Phonological Theory

Recent Advances in Phonological Theory Book
Author : D. L. Goyvaerts
Publisher : Unknown
Release : 1979
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Recent Advances in Phonological Theory book written by D. L. Goyvaerts, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Artificial Intelligence

Advances in Artificial Intelligence Book
Author : Anonim
Publisher : Unknown
Release : 1998
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Advances in Circuits and Systems

Advances in Circuits and Systems Book
Author : Anonim
Publisher : World Scientific Publishing Company Incorporated
Release : 1985
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Adaptation and Hybridization in Computational Intelligence

Adaptation and Hybridization in Computational Intelligence Book
Author : Iztok Fister,Iztok Fister Jr.
Publisher : Springer
Release : 2015-01-24
ISBN : 3319144006
Language : En, Es, Fr & De

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Book Description :

This carefully edited book takes a walk through recent advances in adaptation and hybridization in the Computational Intelligence (CI) domain. It consists of ten chapters that are divided into three parts. The first part illustrates background information and provides some theoretical foundation tackling the CI domain, the second part deals with the adaptation in CI algorithms, while the third part focuses on the hybridization in CI. This book can serve as an ideal reference for researchers and students of computer science, electrical and civil engineering, economy, and natural sciences that are confronted with solving the optimization, modeling and simulation problems. It covers the recent advances in CI that encompass Nature-inspired algorithms, like Artificial Neural networks, Evolutionary Algorithms and Swarm Intelligence –based algorithms.

Dataset Shift in Machine Learning

Dataset Shift in Machine Learning Book
Author : Joaquin Quiñonero-Candela,Masashi Sugiyama,Neil D. Lawrence,Anton Schwaighofer
Publisher : Mit Press
Release : 2009
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

An overview of recent efforts in the machine learning community to deal with dataset and covariate shift, which occurs when test and training inputs and outputs have different distributions. Dataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a particular case of dataset shift, occurs when only the input distribution changes. Dataset shift is present in most practical applications, for reasons ranging from the bias introduced by experimental design to the irreproducibility of the testing conditions at training time. (An example is -email spam filtering, which may fail to recognize spam that differs in form from the spam the automatic filter has been built on.) Despite this, and despite the attention given to the apparently similar problems of semi-supervised learning and active learning, dataset shift has received relatively little attention in the machine learning community until recently. This volume offers an overview of current efforts to deal with dataset and covariate shift. The chapters offer a mathematical and philosophical introduction to the problem, place dataset shift in relationship to transfer learning, transduction, local learning, active learning, and semi-supervised learning, provide theoretical views of dataset and covariate shift (including decision theoretic and Bayesian perspectives), and present algorithms for covariate shift. Contributors Shai Ben-David, Steffen Bickel, Karsten Borgwardt, Michael Brückner, David Corfield, Amir Globerson, Arthur Gretton, Lars Kai Hansen, Matthias Hein, Jiayuan Huang, Choon Hui Teo, Takafumi Kanamori, Klaus-Robert Müller, Sam Roweis, Neil Rubens, Tobias Scheffer, Marcel Schmittfull, Bernhard Schölkopf Hidetoshi Shimodaira, Alex Smola, Amos Storkey, Masashi Sugiyama

Advances in Systems Science

Advances in Systems Science Book
Author : Jerzy Świątek,Jakub M. Tomczak
Publisher : Springer
Release : 2016-11-04
ISBN : 3319489445
Language : En, Es, Fr & De

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Book Description :

This book gathers the carefully reviewed proceedings of the 19th International Conference on Systems Science, presenting recent research findings in the areas of Artificial Intelligence, Machine Learning, Communication/Networking and Information Technology, Control Theory, Decision Support, Image Processing and Computer Vision, Optimization Techniques, Pattern Recognition, Robotics, Service Science, Web-based Services, Uncertain Systems and Transportation Systems. The International Conference on Systems Science was held in Wroclaw, Poland from September 7 to 9, 2016, and addressed a range of topics, including systems theory, control theory, machine learning, artificial intelligence, signal processing, communication and information technologies, transportation systems, multi-robotic systems and uncertain systems, as well as their applications. The aim of the conference is to provide a platform for communication between young and established researchers and practitioners, fostering future joint research in systems science.

Recent Advances in Active Control of Sound and Vibration

Recent Advances in Active Control of Sound and Vibration Book
Author : C. A. Rogers,C. R. Fuller
Publisher : Unknown
Release : 1991
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Recent Advances in Active Control of Sound and Vibration book written by C. A. Rogers,C. R. Fuller, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Psychology

Advances in Psychology Book
Author : Anonim
Publisher : Unknown
Release : 1999
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Advances in Psychology book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Nursing Theory Development

Advances in Nursing Theory Development Book
Author : Peggy L. Chinn
Publisher : Aspen Publishers
Release : 1983
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Advances in Nursing Theory Development book written by Peggy L. Chinn, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Case Based Reasoning

Advances in Case Based Reasoning Book
Author : Klaus-Dieter Althoff,Ralph Bergmann,Mirjam Minor,Alexandre Hanft
Publisher : Springer Science & Business Media
Release : 2008-08-26
ISBN : 3540855017
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed proceedings of the 9th European Conference on Case-Based Reasoning, ECCBR 2008, held in Trier, Germany, in September 2008. The 34 revised research papers and 5 revised application papers presented together with 3 invited talks were carefully reviewed and selected from 71 submissions. All current issues in case-based reasoning are addressed, ranging from theoretical and methodological issues to advanced applications in various fields such as knowledge discovery, similarity, context-awareness, uncertainty, and health sciences.

Recent Advances in Field Theory

Recent Advances in Field Theory Book
Author : Pierre Binétruy,Georges Girardi,Paul Sorba
Publisher : Unknown
Release : 1991
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Recent Advances in Field Theory book written by Pierre Binétruy,Georges Girardi,Paul Sorba, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Materials Manufacturing Science and Technology XIII Modern design theory and methodology MEMS and Nanotechnology and Material science and technology in manufacturing

Advances in Materials Manufacturing Science and Technology XIII  Modern design theory and methodology  MEMS and Nanotechnology  and Material science and technology in manufacturing Book
Author : Anonim
Publisher : Unknown
Release : 2009
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Advances in Materials Manufacturing Science and Technology XIII Modern design theory and methodology MEMS and Nanotechnology and Material science and technology in manufacturing book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Health Care Organization Theory

Advances in Health Care Organization Theory Book
Author : Stephen S. Mick,Mindy E. Wyttenbach
Publisher : Jossey-Bass
Release : 2003-02-10
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Advances in Health Care Organization Theory is a much-needed volume for faculty and students in health care administration. It highlights and explains key trends in health care organizations and organizational development, specifically, in the 1990s. This book will be essential for doctoral-level students studying health care organizational theory and research, as well as for those studying organizational sociology, organizational psychology, political science, and management.

AMA Winter Educators Conference

AMA Winter Educators  Conference Book
Author : Anonim
Publisher : Unknown
Release : 1988
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

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Kernel Methods for Remote Sensing Data Analysis

Kernel Methods for Remote Sensing Data Analysis Book
Author : Gustau Camps-Valls,Lorenzo Bruzzone
Publisher : John Wiley & Sons
Release : 2009-09-03
ISBN : 0470749008
Language : En, Es, Fr & De

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Book Description :

Kernel methods have long been established as effective techniques in the framework of machine learning and pattern recognition, and have now become the standard approach to many remote sensing applications. With algorithms that combine statistics and geometry, kernel methods have proven successful across many different domains related to the analysis of images of the Earth acquired from airborne and satellite sensors, including natural resource control, detection and monitoring of anthropic infrastructures (e.g. urban areas), agriculture inventorying, disaster prevention and damage assessment, and anomaly and target detection. Presenting the theoretical foundations of kernel methods (KMs) relevant to the remote sensing domain, this book serves as a practical guide to the design and implementation of these methods. Five distinct parts present state-of-the-art research related to remote sensing based on the recent advances in kernel methods, analysing the related methodological and practical challenges: Part I introduces the key concepts of machine learning for remote sensing, and the theoretical and practical foundations of kernel methods. Part II explores supervised image classification including Super Vector Machines (SVMs), kernel discriminant analysis, multi-temporal image classification, target detection with kernels, and Support Vector Data Description (SVDD) algorithms for anomaly detection. Part III looks at semi-supervised classification with transductive SVM approaches for hyperspectral image classification and kernel mean data classification. Part IV examines regression and model inversion, including the concept of a kernel unmixing algorithm for hyperspectral imagery, the theory and methods for quantitative remote sensing inverse problems with kernel-based equations, kernel-based BRDF (Bidirectional Reflectance Distribution Function), and temperature retrieval KMs. Part V deals with kernel-based feature extraction and provides a review of the principles of several multivariate analysis methods and their kernel extensions. This book is aimed at engineers, scientists and researchers involved in remote sensing data processing, and also those working within machine learning and pattern recognition.

Advances in Variable Structure Systems and Sliding Mode Control Theory and Applications

Advances in Variable Structure Systems and Sliding Mode Control   Theory and Applications Book
Author : Shihua Li,Xinghuo Yu,Leonid Fridman,Zhihong Man,Xiangyu Wang
Publisher : Springer
Release : 2017-08-10
ISBN : 3319628968
Language : En, Es, Fr & De

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Book Description :

This book reflects the latest developments in variable structure systems (VSS) and sliding mode control (SMC), highlighting advances in various branches of the VSS/SMC field, e.g., from conventional SMC to high-order SMC, from the continuous-time domain to the discrete-time domain, from theories to applications, etc. The book consists of three parts and 16 chapters: in the first part, new VSS/SMC algorithms are proposed and their properties are analyzed, while the second focuses on the use of VSS/SMC techniques to solve a variety of control problems; the third part examines the applications of VSS/SMC to real-time systems. The book introduces postgraduates and researchers to the state-of-the-art in VSS/SMC field, including the theory, methodology, and applications. Relative academic disciplines include Automation, Mathematics, Electrical Engineering, Mechanical Engineering, Instrument Science and Engineering, Electronic Engineering, Computer Science and Technology, Transportation Engineering, Energy and Power Engineering, etc.

Advances in Case based Reasoning

Advances in Case based Reasoning Book
Author : Anonim
Publisher : Unknown
Release : 2002
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Download Advances in Case based Reasoning book written by , available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances in Agile Manufacturing

Advances in Agile Manufacturing Book
Author : Paul T. Kidd,Waldemar Karwowski
Publisher : Ios PressInc
Release : 1994
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Exploring the development of multidisciplinary methods and tools to support the integration of technology, organization and people, this volume contains papers presented at the 4th Conference on Human Aspects of Advanced Manufacturing and Hybrid Automation, held in Manchester in July 1994.