Information Science and Statistics – serie
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42 produkter
Nonlinear Dimensionality Reduction
Av John A. Lee, Michel Verleysen
Häftad, 2010
1534 kr
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Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods were able …
Pattern Recognition and Machine Learning
Häftad, 2016
960 kr
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Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have …
Pattern Recognition and Machine Learning
Inbunden, 2006
2,0 utav 5 stjärnor. Totalt antal röster: (2)
957 kr
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Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science. However, these activities can be viewed as two facets of the same field, and together they have undergone substantial development over the past ten years. In particular, Bayesian methods have …
Cross-Entropy Method
A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning
Av Reuven Y. Rubinstein, Dirk P. Kroese
Inbunden, 2004
1752 kr
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This book is a comprehensive and accessible introduction to the cross-entropy (CE) method. The CE method started life around 1997 when the first author proposed an adaptive algorithm for rare-event simulation using a cross-entropy minimization technique. It was soon realized that the underlying …
Statistical and Inductive Inference by Minimum Message Length
Av C.S. Wallace
Inbunden, 2005
1692 kr
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Mythanksareduetothemanypeoplewhohaveassistedintheworkreported here and in the preparation of this book. The work is incomplete and this account of it rougher than it might be. Such virtues as it has owe much to others; the faults are all mine. …
Estimation of Dependences Based on Empirical Data
Av V. Vapnik
Inbunden, 2006
1861 kr
Lägg i varukorg
Twenty-?ve years have passed since the publication of the Russian version of the book Estimation of Dependencies Based on Empirical Data (EDBED for short). Twen- ?ve years is a long period of time. During these years many things have happened. Looking back, one can see how rapidly life and …
Information and Complexity in Statistical Modeling
Inbunden, 2007
552 kr
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No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested …
Nonlinear Dimensionality Reduction
Av John A. Lee, Michel Verleysen
Inbunden, 2007
1527 kr
Lägg i varukorg
Methods of dimensionality reduction provide a way to understand and visualize the structure of complex data sets. Traditional methods like principal component analysis and classical metric multidimensional scaling suffer from being based on linear models. Until recently, very few methods were able …
Bayesian Networks and Decision Graphs
Av Thomas Dyhre Nielsen, FINN VERNER JENSEN
Inbunden, 2007
1316 kr
Lägg i varukorg
Probabilistic graphical models and decision graphs are powerful modeling tools for reasoning and decision making under uncertainty. As modeling languages they allow a natural specification of problem domains with inherent uncertainty, and from a computational perspective they support efficient …
Probabilistic Networks and Expert Systems
Exact Computational Methods for Bayesian Networks
Av Robert G. Cowell, Philip Dawid m. fl.
Häftad, 2007
1316 kr
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WINNER OF THE 2001 DEGROOT PRIZE!Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough …
Support Vector Machines
Av Ingo Steinwart, Andreas Christmann
Inbunden, 2008
2590 kr
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Every mathematical discipline goes through three periods of development: the naive, the formal, and the critical. David Hilbert The goal of this book is to explain the principles that made support vector machines (SVMs) a successful modeling and prediction tool for a variety of applications. We try …
Sequential Monte Carlo Methods in Practice
Av Arnaud Doucet, Nando de Freitas m. fl.
Inbunden, 2001
3274 kr
Lägg i varukorg
Monte Carlo methods are revolutionising the on-line analysis of data in fields as diverse as financial modelling, target tracking and computer vision. These methods, appearing under the names of bootstrap filters, condensation, optimal Monte Carlo filters, particle filters and survial of the …
Computer Intrusion Detection and Network Monitoring
A Statistical Viewpoint
Inbunden, 2001
1098 kr
Lägg i varukorg
In the fall of 1999, I was asked to teach a course on computer intrusion detection for the Department of Mathematical Sciences of The Johns Hopkins University. That course was the genesis of this book. I had been working in the field for several years at the Naval Surface Warfare Center, in …
Cumulative Sum Charts and Charting for Quality Improvement
Av Douglas M. Hawkins, David H. Olwell
Inbunden, 1998
2406 kr
Lägg i varukorg
Cumulative sum (CUSUM) control charting is a valuable tool for detecting and diagnosing persistent shifts in series of readings. It is used in traditional statistical process control (SPC) settings such as manufacturing, but is also effective in settings as diverse as personnel management, …
Feedforward Neural Network Methodology
Inbunden, 1999
569 kr
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The decade prior to publication has seen an explosive growth in com- tational speed and memory and a rapid enrichment in our understa- ing of arti?cial neural networks. These two factors have cooperated to at last provide systems engineers and statisticians with a working, prac- cal, and successful …
Probabilistic Networks and Expert Systems
Exact Computational Methods for Bayesian Networks
Av Robert G. Cowell, Philip Dawid m. fl.
Inbunden, 1999
1861 kr
Lägg i varukorg
WINNER OF THE 2001 DEGROOT PRIZE!Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough …
Nature of Statistical Learning Theory
Inbunden, 1999
2733 kr
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The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing …
Information Theoretic Learning
Renyi's Entropy and Kernel Perspectives
Inbunden, 2010
2253 kr
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This bookisan outgrowthoften yearsof researchatthe Universityof Florida Computational NeuroEngineering Laboratory (CNEL) in the general area of statistical signal processing and machine learning. One of the goals of writing the book is exactly to bridge the two ?elds that share so many common …
Cross-Entropy Method
A Unified Approach to Combinatorial Optimization, Monte-Carlo Simulation and Machine Learning
Av Reuven Y. Rubinstein, Dirk P. Kroese
Häftad, 2011
1261 kr
Lägg i varukorg
This book is a comprehensive and accessible introduction to the cross-entropy (CE) method. The CE method started life around 1997 when the first author proposed an adaptive algorithm for rare-event simulation using a cross-entropy minimization technique. It was soon realized that the underlying …
Statistical and Inductive Inference by Minimum Message Length
Av C.S. Wallace
Häftad, 2010
1207 kr
Lägg i varukorg
Mythanksareduetothemanypeoplewhohaveassistedintheworkreported here and in the preparation of this book. The work is incomplete and this account of it rougher than it might be. Such virtues as it has owe much to others; the faults are all mine. …
Estimation of Dependences Based on Empirical Data
Av V. Vapnik
Häftad, 2010
1861 kr
Lägg i varukorg
Twenty-?ve years have passed since the publication of the Russian version of the book Estimation of Dependencies Based on Empirical Data (EDBED for short). Twen- ?ve years is a long period of time. During these years many things have happened. Looking back, one can see how rapidly life and …
Information and Complexity in Statistical Modeling
Häftad, 2010
552 kr
Lägg i varukorg
No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested …
Bayesian Networks and Decision Graphs
Av Thomas Dyhre Nielsen, FINN VERNER JENSEN
Häftad, 2010
934 kr
Lägg i varukorg
Probabilistic graphical models and decision graphs are powerful modeling tools for reasoning and decision making under uncertainty. As modeling languages they allow a natural specification of problem domains with inherent uncertainty, and from a computational perspective they support efficient …
Sequential Monte Carlo Methods in Practice
Av Arnaud Doucet, Nando de Freitas m. fl.
Häftad, 2010
3274 kr
Lägg i varukorg
Monte Carlo methods are revolutionising the on-line analysis of data in fields as diverse as financial modelling, target tracking and computer vision. These methods, appearing under the names of bootstrap filters, condensation, optimal Monte Carlo filters, particle filters and survial of the …
Computer Intrusion Detection and Network Monitoring
A Statistical Viewpoint
Häftad, 2011
1098 kr
Lägg i varukorg
In the fall of 1999, I was asked to teach a course on computer intrusion detection for the Department of Mathematical Sciences of The Johns Hopkins University. That course was the genesis of this book. I had been working in the field for several years at the Naval Surface Warfare Center, in …
Nature of Statistical Learning Theory
Häftad, 2010
2733 kr
Lägg i varukorg
The aim of this book is to discuss the fundamental ideas which lie behind the statistical theory of learning and generalization. It considers learning as a general problem of function estimation based on empirical data. Omitting proofs and technical details, the author concentrates on discussing …
Statistical Image Processing and Multidimensional Modeling
Av Paul Fieguth
Inbunden, 2010
1643 kr
Lägg i varukorg
Images are all around us! The proliferation of low-cost, high-quality imaging devices has led to an explosion in acquired images. When these images are acquired from a microscope, telescope, satellite, or medical imaging device, there is a statistical image processing task: the inference of …
Computational Methods in Biometric Authentication
Statistical Methods for Performance Evaluation
Häftad, 2012
1643 kr
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Biometrics, the science of using physical traits to identify individuals, is playing an increasing role in our security-conscious society and across the globe. Biometric authentication, or bioauthentication, systems are being used to secure everything from amusement parks to bank accounts to …
Cumulative Sum Charts and Charting for Quality Improvement
Av Douglas M. Hawkins, David H. Olwell
Häftad, 2012
1861 kr
Lägg i varukorg
Cumulative sum (CUSUM) control charting is a valuable tool for detecting and diagnosing persistent shifts in series of readings. It is used in traditional statistical process control (SPC) settings such as manufacturing, but is also effective in settings as diverse as personnel management, …
Practice of Time Series Analysis
Av Hirotugu Akaike, Genshiro Kitagawa
Häftad, 2011
552 kr
Lägg i varukorg
Due to the introduction of the information criterion AIC and development of prac tical use of Bayesian modeling, the method of time analysis is now showing remarkable progress. In attempting the study of a new field the actual phenomenon is rarely so simple as to allow direct applications of …
