probability and information an integrated approach

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Probability And Information

Author : David Applebaum
ISBN : 0521555280
Genre : Computers
File Size : 44. 22 MB
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This elementary introduction to probability theory and information theory provides a clear and systematic foundation to the subject; the author pays particular attention to the concept of probability via a highly simplified discussion of measures on Boolean algebras. He then applies the theoretical ideas to practical areas such as statistical inference, random walks, statistical mechanics, and communications modeling. Applebaum deals with topics including discrete and continuous random variables, entropy and mutual information, maximum entropy methods, the central limit theorem, and the coding and transmission of information. The author includes many examples and exercises that illustrate how the theory can be applied, e.g. to information technology. Solutions are available by email. This book is suitable as a textbook for beginning students in mathematics, statistics, or computer science who have some knowledge of basic calculus.

Entropy Measures Maximum Entropy Principle And Emerging Applications

Author : Karmeshu
ISBN : 3540002421
Genre : Computers
File Size : 84. 8 MB
Format : PDF, ePub
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This book is dedicated to Prof. J. Kapur and his contributions to the field of entropy measures and maximum entropy applications. Eminent scholars in various fields of applied information theory have been invited to contribute to this Festschrift, collected on the occasion of his 75th birthday. The articles cover topics in the areas of physical, biological, engineering and social sciences such as information technology, soft computing, nonlinear systems or molecular biology with a thematic coherence. The volume will be useful to researchers working in these different fields enabling them to see the underlying unity and power of entropy optimization frameworks.

Feature Extraction Construction And Selection

Author : Huan Liu
ISBN : 0792381963
Genre : Computers
File Size : 52. 43 MB
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There is broad interest in feature extraction, construction, and selection among practitioners from statistics, pattern recognition, and data mining to machine learning. Data preprocessing is an essential step in the knowledge discovery process for real-world applications. This book compiles contributions from many leading and active researchers in this growing field and paints a picture of the state-of-art techniques that can boost the capabilities of many existing data mining tools. The objective of this collection is to increase the awareness of the data mining community about the research of feature extraction, construction and selection, which are currently conducted mainly in isolation. This book is part of our endeavor to produce a contemporary overview of modern solutions, to create synergy among these seemingly different branches, and to pave the way for developing meta-systems and novel approaches. Even with today's advanced computer technologies, discovering knowledge from data can still be fiendishly hard due to the characteristics of the computer generated data. Feature extraction, construction and selection are a set of techniques that transform and simplify data so as to make data mining tasks easier. Feature construction and selection can be viewed as two sides of the representation problem.

Principles Of Applied Statistics

Author : Michael C. Fleming
ISBN : 1861525869
Genre : Business & Economics
File Size : 51. 11 MB
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This guide examines the principles of statistical data, probability, regression and correlation analysis, forecasting and time-series analysis, emphasizing their practical applications.

Algebra 1

Author : John Benson
ISBN : 0812358600
Genre : Juvenile Nonfiction
File Size : 88. 42 MB
Format : PDF
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Computational Mathematical Modeling

Author : Daniela Calvetti
ISBN : 9781611972474
Genre : Mathematics
File Size : 86. 65 MB
Format : PDF
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Interesting real-world mathematical modelling problems are complex and can usually be studied at different scales. The scale at which the investigation is carried out is one of the factors that determines the type of mathematics most appropriate to describe the problem. The book concentrates on two modelling paradigms: the macroscopic, in which phenomena are described in terms of time evolution via ordinary differential equations; and the microscopic, which requires knowledge of random events and probability. The exposition is based on this unorthodox combination of deterministic and probabilistic methodologies, and emphasizes the development of computational skills to construct predictive models. To elucidate the concepts, a wealth of examples, self-study problems, and portions of MATLAB code used by the authors are included. This book, which has been extensively tested by the authors for classroom use, is intended for students in mathematics and the physical sciences at the advanced undergraduate level and above.

Probability And Statistics

Author : Michael J. Evans
ISBN : 1429224630
Genre : Mathematics
File Size : 50. 73 MB
Format : PDF, ePub
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Unlike traditional introductory math/stat textbooks, Probability and Statistics: The Science of Uncertainty brings a modern flavor to the course, incorporating the computer and offering an integrated approach to inference that includes the frequency approach and the Bayesian inference. From the start the book integrates simulations into its theoretical coverage, and emphasizes the use of computer-powered computation throughout. Math and science majors with just one year of calculus can use this text and experience a refreshing blend of applications and theory that goes beyond merely mastering the technicalities. The new edition includes a number of features designed to make the material more accessible and level-appropriate to the students taking this course today.

Student Workbook For Mcway S Today S Health Information Management An Integrated Approach 2nd

Author : Dana C. McWay
ISBN : 9781285950952
Genre : Medical
File Size : 37. 1 MB
Format : PDF, Mobi
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The student workbook is designed to help you apply and reinforce essential concepts presented in the textbook. You may test your knowledge through activities such as abbreviation and key terms review, chapter quizzes, case explorations, and more. Important Notice: Media content referenced within the product description or the product text may not be available in the ebook version.

Integrated Approach To Environmental Data Management Systems

Author : Nilgun B. Harmanciogammalu
ISBN : 9789401156165
Genre : Technology & Engineering
File Size : 25. 77 MB
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An integrated approach to environmental data management is necessitated by the complexity of the environmental problems that need to be addresses, coupled with the interdisciplinary approach that needs to be adopted to solve them. Agenda 21 of the Rio Environmental Conference mandated international programmes and organizations to take steps to develop common data and information management plans, and steps have been taken in this direction. The key word that defines the framework of the present book is `integration'. The book establishes the basics of integrated approaches and covers environmental data management systems within that framework, covering all aspects of data management, from objectives and constraints, design of data collection networks, statistical and physical sampling, remote sensing and GIS, databases, reliability of data, data analysis, and the transformation of data into information.

An Integrated Approach To Software Engineering

Author : Pankaj Jalote
ISBN : 9780387208817
Genre : Computers
File Size : 88. 25 MB
Format : PDF, Kindle
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This textbook introduces software engineering to advanced-level undergraduate and graduate students of computer science. It emphasizes a case-study approach whereby a project is developed through the course of the book, illustrating the different activities of software development. The sequence of chapters is essentially the same as the sequence of activities performed during a typical software project. The revised edition updates this sequence for today's standards and adds a valuable chapter on architecture. All activities, including quality assurance and control activities, are described in each chapter as integral activities for that phase of development. Similarly, the author carefully introduces appropriate metrics for controlling and assessing the software process. The text is bolstered by numerous examples, chapter summaries, a helpful bibliography, and good index.

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