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Statistics for Biomedical Engineers and Scientists

Statistics for Biomedical Engineers and Scientists
How to Visualize and Analyze Data

by Andrew P. King,Robert Eckersley

  • Publisher : Academic Press
  • Release : 2019-04-15
  • Pages : 324
  • ISBN : 9780081029398
  • Language : En, Es, Fr & De
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Statistics for Biomedical Engineers and Scientists: How to Analyze and Visualize Data provides an intuitive understanding of the concepts of basic statistics, with a focus on solving biomedical problems. Readers will learn how to understand the fundamental concepts of descriptive and inferential statistics, analyze data and choose an appropriate hypothesis test to answer a given question, compute numerical statistical measures and perform hypothesis tests 'by hand', and visualize data and perform statistical analysis using MATLAB. Practical activities and exercises are provided, making this an ideal resource for students in biomedical engineering and the biomedical sciences who are in a course on basic statistics. Presents a practical guide on how to visualize and analyze statistical data Provides numerous practical examples and exercises to illustrate the power of statistics in biomedical engineering applications Gives an intuitive understanding of statistical tests Covers practical skills by showing how to perform operations 'by hand' and by using MATLAB as a computational tool Includes an online resource with downloadable materials for students and teachers

Statistics for Biomedical Engineers and Scientists

Statistics for Biomedical Engineers and Scientists
How to Visualize and Analyze Data

by Andrew King,Robert Eckersley

  • Publisher : Academic Press
  • Release : 2019-05-18
  • Pages : 274
  • ISBN : 0081029403
  • Language : En, Es, Fr & De
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Statistics for Biomedical Engineers and Scientists: How to Analyze and Visualize Data provides an intuitive understanding of the concepts of basic statistics, with a focus on solving biomedical problems. Readers will learn how to understand the fundamental concepts of descriptive and inferential statistics, analyze data and choose an appropriate hypothesis test to answer a given question, compute numerical statistical measures and perform hypothesis tests ‘by hand’, and visualize data and perform statistical analysis using MATLAB. Practical activities and exercises are provided, making this an ideal resource for students in biomedical engineering and the biomedical sciences who are in a course on basic statistics. Presents a practical guide on how to visualize and analyze statistical data Provides numerous practical examples and exercises to illustrate the power of statistics in biomedical engineering applications Gives an intuitive understanding of statistical tests Covers practical skills by showing how to perform operations ‘by hand’ and by using MATLAB as a computational tool Includes an online resource with downloadable materials for students and teachers

Introduction To Statistics For Biomedical Engineers

Introduction To Statistics For Biomedical Engineers
A Book

by Kristina Marie Ropella

  • Publisher : Unknown Publisher
  • Release : 2007
  • Pages : 93
  • ISBN : 9781598294491
  • Language : En, Es, Fr & De
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There are many books written about statistics, some brief, some detailed, some humorous, some colorful, and some quite dry. Each of these texts is designed for a specific audience. Too often, texts about statistics have been rather theoretical and intimidating for those not practicing statistical analysis on a routine basis. Thus, many engineers and scientists, who need to use statistics much more frequently than calculus or differential equations, lack sufficient knowledge of the use of statistics. The audience that is addressed in this text is the university-level biomedical engineering student who needs a bare-bones coverage of the most basic statistical analysis frequently used in biomedical engineering practice. The text introduces students to the essential vocabulary and basic concepts of probability and statistics that are required to perform the numerical summary and statistical analysis used in the biomedical field. This text is considered a starting point for important issues to consider when designing experiments, summarizing data, assuming a probability model for the data, testing hypotheses, and drawing conclusions from sampled data.

Introduction to Statistics for Biomedical Engineers

Introduction to Statistics for Biomedical Engineers
A Book

by Kristina M. Ropella

  • Publisher : Morgan & Claypool Publishers
  • Release : 2007
  • Pages : 93
  • ISBN : 1598291963
  • Language : En, Es, Fr & De
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There are many books written about statistics, some brief, some detailed, some humorous, some colorful, and some quite dry. Each of these texts is designed for a specific audience. Too often, texts about statistics have been rather theoretical and intimidating for those not practicing statistical analysis on a routine basis. Thus, many engineers and scientists, who need to use statistics much more frequently than calculus or differential equations, lack sufficient knowledge of the use of statistics. The audience that is addressed in this text is the university-level biomedical engineering student who needs a bare-bones coverage of the most basic statistical analysis frequently used in biomedical engineering practice. The text introduces students to the essential vocabulary and basic concepts of probability and statistics that are required to perform the numerical summary and statistical analysis used in the biomedical field. This text is considered a starting point for important issues to consider when designing experiments, summarizing data, assuming a probability model for the data, testing hypotheses, and drawing conclusions from sampled data.A student who has completed this text should have sufficient vocabulary to read more advanced texts on statistics and further their knowledge about additional numerical analyses that are used in the biomedical engineering field but are beyond the scope of this text. This book is designed to supplement an undergraduate-level course in applied statistics, specifically in biomedical engineering. Practicing engineers who have not had formal instruction in statistics may also use this text as a simple, brief introduction to statistics used in biomedical engineering. The emphasis is on the application of statistics, the assumptions made in applying the statistical tests, the limitations of these elementary statistical methods, and the errors often committed in using statistical analysis. A number of examples from biomedical engineering research and industry practice are provided to assist the reader in understanding concepts and application. It is beneficial for the reader to have some background in the life sciences and physiology and to be familiar with basic biomedical instrumentation used in the clinical environment.Contents: Introduction / Collecting Data and Experimental Design / Data Summary and Descriptive Statistics / Assuming a Probability Model from the Sample Data / Statistical Inference / Linear Regression and Correlation Analysis / Power Analysis and Sample Size / Just the Beginning / Bibliography

Basic Probability Theory for Biomedical Engineers

Basic Probability Theory for Biomedical Engineers
A Book

by John Denis Enderle,David Charles Farden,Daniel J. Krause

  • Publisher : Morgan & Claypool Publishers
  • Release : 2006
  • Pages : 126
  • ISBN : 1598290606
  • Language : En, Es, Fr & De
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This is the first in a series of short books on probability theory and random processes for biomedical engineers. This text is written as an introduction to probability theory. The goal was to prepare students, engineers and scientists at all levels of background and experience for the application of this theory to a wide variety of problems—as well as pursue these topics at a more advanced level. The approach is to present a unified treatment of the subject. There are only a few key concepts involved in the basic theory of probability theory. These key concepts are all presented in the first chapter. The second chapter introduces the topic of random variables. Later chapters simply expand upon these key ideas and extend the range of application. A considerable effort has been made to develop the theory in a logical manner—developing special mathematical skills as needed. The mathematical background required of the reader is basic knowledge of differential calculus. Every effort has been made to be consistent with commonly used notation and terminology—both within the engineering community as well as the probability and statistics literature. Biomedical engineering examples are introduced throughout the text and a large number of self-study problems are available for the reader.

MATLAB Programming for Biomedical Engineers and Scientists

MATLAB Programming for Biomedical Engineers and Scientists
A Book

by Andrew King,Paul Aljabar

  • Publisher : Academic Press
  • Release : 2017-06-14
  • Pages : 324
  • ISBN : 0128135107
  • Language : En, Es, Fr & De
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MATLAB Programming for Biomedical Engineers and Scientists provides an easy-to-learn introduction to the fundamentals of computer programming in MATLAB. This book explains the principles of good programming practice, while demonstrating how to write efficient and robust code that analyzes and visualizes biomedical data. Aimed at the biomedical engineer, biomedical scientist, and medical researcher with little or no computer programming experience, it is an excellent resource for learning the principles and practice of computer programming using MATLAB. This book enables the reader to: Analyze problems and apply structured design methods to produce elegant, efficient and well-structured program designs Implement a structured program design in MATLAB, making good use of incremental development approaches Write code that makes good use of MATLAB programming features, including control structures, functions and advanced data types Write MATLAB code to read in medical data from files and write data to files Write MATLAB code that is efficient and robust to errors in input data Write MATLAB code to analyze and visualize medical data, including imaging data For a firsthand interview with the authors, please visit http://scitechconnect.elsevier.com/matlab-programming-biomedical-engineers-scientists/ To access student materials, please visit https://www.elsevier.com/books-and-journals/book-companion/9780128122037 To register and access instructor materials, please visit http://textbooks.elsevier.com/web/Manuals.aspx?isbn=9780128122037 Many real world biomedical problems and data show the practical application of programming concepts Two whole chapters dedicated to the practicalities of designing and implementing more complex programs An accompanying website containing freely available data and source code for the practical code examples, activities, and exercises in the book For instructors, there are extra teaching materials including a complete set of slides, notes for a course based on the book, and course work suggestions

Health Resources Statistics

Health Resources Statistics
A Book

by National Center for Health Statistics (U.S.)

  • Publisher : Unknown Publisher
  • Release : 1965
  • Pages : 129
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Medical Physics and Biomedical Engineering

Medical Physics and Biomedical Engineering
A Book

by B.H Brown,R.H Smallwood,D.C. Barber,P.V Lawford,D.R Hose

  • Publisher : Taylor & Francis
  • Release : 2017-09-06
  • Pages : 768
  • ISBN : 1439833737
  • Language : En, Es, Fr & De
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Medical Physics and Biomedical Engineering provides broad coverage appropriate for senior undergraduates and graduates in medical physics and biomedical engineering. Divided into two parts, the first part presents the underlying physics, electronics, anatomy, and physiology and the second part addresses practical applications. The structured approach means that later chapters build and broaden the material introduced in the opening chapters; for example, students can read chapters covering the introductory science of an area and then study the practical application of the topic. Coverage includes biomechanics; ionizing and nonionizing radiation and measurements; image formation techniques, processing, and analysis; safety issues; biomedical devices; mathematical and statistical techniques; physiological signals and responses; and respiratory and cardiovascular function and measurement. Where necessary, the authors provide references to the mathematical background and keep detailed derivations to a minimum. They give comprehensive references to junior undergraduate texts in physics, electronics, and life sciences in the bibliographies at the end of each chapter.

Medical Physics and Biomedical Engineering

Medical Physics and Biomedical Engineering
A Book

by B.H Brown,R.H Smallwood,D.C. Barber,P.V Lawford,D.R Hose

  • Publisher : CRC Press
  • Release : 1998-01-01
  • Pages : 768
  • ISBN : 9780750303682
  • Language : En, Es, Fr & De
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Medical Physics and Biomedical Engineering provides broad coverage appropriate for senior undergraduates and graduates in medical physics and biomedical engineering. Divided into two parts, the first part presents the underlying physics, electronics, anatomy, and physiology and the second part addresses practical applications. The structured approach means that later chapters build and broaden the material introduced in the opening chapters; for example, students can read chapters covering the introductory science of an area and then study the practical application of the topic. Coverage includes biomechanics; ionizing and nonionizing radiation and measurements; image formation techniques, processing, and analysis; safety issues; biomedical devices; mathematical and statistical techniques; physiological signals and responses; and respiratory and cardiovascular function and measurement. Where necessary, the authors provide references to the mathematical background and keep detailed derivations to a minimum. They give comprehensive references to junior undergraduate texts in physics, electronics, and life sciences in the bibliographies at the end of each chapter.

HUD-space-science-veterans Appropriations for 1974

HUD-space-science-veterans Appropriations for 1974
Hearings Before a Subcommittee of the Committee on Appropriations, House of Representatives, Ninety-third Congress, First Session

by United States. Congress. House. Committee on Appropriations. Subcommittee on HUD-Space-Science-Veterans

  • Publisher : Unknown Publisher
  • Release : 1973
  • Pages : 129
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Clinical Engineering

Clinical Engineering
A Handbook for Clinical and Biomedical Engineers

by Azzam F G Taktak,Paul Ganney,David Long,Paul White

  • Publisher : Academic Press
  • Release : 2013-11-12
  • Pages : 480
  • ISBN : 0123972388
  • Language : En, Es, Fr & De
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Clinical Engineering is intended for professionals and students in the clinical engineering field who need to successfully deploy medical technologies. The book provides a broad reference to the core elements of the subject and draws from the expertise of a range of experienced authors. In addition to engineering skills, clinical engineers must be able to work with patients and with a range of professional staff, including technicians and clinicians, and with equipment manufacturers. They have to keep up-to-date with fast-moving scientific and medical research in the field and be able to develop laboratory, design, workshop, and management skills. This book is the ideal companion in such studies, covering fundamentals such as IT and software engineering as well as topics in rehabilitation and assistive technology. Provides engineers in core medical disciplines and related fields with the skills and knowledge to successfully collaborate to in developing medical devices to approved procedures and standards Covers US and EU standards (FDA and MDD, respectively, plus related ISO requirements), the de facto international standards, and is backed up by real-life clinical examples, case studies, and separate tutorials for training and class use The first comprehensive and practical guide for engineers working in a clinical environment

Numerical and Statistical Methods for Bioengineering

Numerical and Statistical Methods for Bioengineering
Applications in MATLAB

by Michael R. King,Nipa A. Mody

  • Publisher : Cambridge University Press
  • Release : 2010-11-04
  • Pages : 594
  • ISBN : 9781139493420
  • Language : En, Es, Fr & De
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The first MATLAB-based numerical methods textbook for bioengineers that uniquely integrates modelling concepts with statistical analysis, while maintaining a focus on enabling the user to report the error or uncertainty in their result. Between traditional numerical method topics of linear modelling concepts, nonlinear root finding, and numerical integration, chapters on hypothesis testing, data regression and probability are interweaved. A unique feature of the book is the inclusion of examples from clinical trials and bioinformatics, which are not found in other numerical methods textbooks for engineers. With a wealth of biomedical engineering examples, case studies on topical biomedical research, and the inclusion of end of chapter problems, this is a perfect core text for a one-semester undergraduate course.

Bulletin of the United States Bureau of Labor Statistics

Bulletin of the United States Bureau of Labor Statistics
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2004
  • Pages : 129
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Biomedical Engineering

Biomedical Engineering
A Book

by A. Edward Profio

  • Publisher : John Wiley & Sons Incorporated
  • Release : 1993-01-29
  • Pages : 280
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Examines the application of engineering principles to medicine, particularly the design and function of diagnostic and therapeutic instrumentation. Contains a brief overview of human anatomy and physiology; biomaterials and devices; lasers and applications; biomedical sensors including electrocardiography; nuclear medicine; ultrasound; radiology, computer tomography and magnetic imagings. Features a copious amount of illustrations and tables.

Library of Congress Subject Headings

Library of Congress Subject Headings
A Book

by Library of Congress

  • Publisher : Unknown Publisher
  • Release : 1989
  • Pages : 129
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Data Analytics in Biomedical Engineering and Healthcare

Data Analytics in Biomedical Engineering and Healthcare
A Book

by Kun Chang Lee,Sanjiban Sekhar Roy,Pijush Samui,Vijay Kumar

  • Publisher : Academic Press
  • Release : 2020-10-23
  • Pages : 292
  • ISBN : 0128193158
  • Language : En, Es, Fr & De
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Data Analytics in Biomedical Engineering and Healthcare explores key applications using data analytics, machine learning, and deep learning in health sciences and biomedical data. The book is useful for those working with big data analytics in biomedical research, medical industries, and medical research scientists. The book covers health analytics, data science, and machine and deep learning applications for biomedical data, covering areas such as predictive health analysis, electronic health records, medical image analysis, computational drug discovery, and genome structure prediction using predictive modeling. Case studies demonstrate big data applications in healthcare using the MapReduce and Hadoop frameworks. Examines the development and application of data analytics applications in biomedical data Presents innovative classification and regression models for predicting various diseases Discusses genome structure prediction using predictive modeling Shows readers how to develop clinical decision support systems Shows researchers and specialists how to use hybrid learning for better medical diagnosis, including case studies of healthcare applications using the MapReduce and Hadoop frameworks

Library of Congress Subject Headings: A-E

Library of Congress Subject Headings: A-E
A Book

by Library of Congress. Subject Cataloging Division

  • Publisher : Unknown Publisher
  • Release : 1989
  • Pages : 4463
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Statistical Reference Index

Statistical Reference Index
Abstracts

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1983
  • Pages : 129
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Data Mining and Machine Learning for Biomedical Applications

Data Mining and Machine Learning for Biomedical Applications
A Book

by Erin Teeple

  • Publisher : Academic Press
  • Release : 2022-03-15
  • Pages : 300
  • ISBN : 9780323855945
  • Language : En, Es, Fr & De
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Data Mining and Machine Learning for Biomedical Applications is a rigorous practical introduction to the fundamentals of data science. It discusses topics such as data integration and management; statistical methods of data science; methodological approaches used for data mining and knowledge discovery with biomedical domain examples; the core principles and methods of hypothesis-driven statistical analyses; differences and relative benefits of machine learning approaches; predictive model performance assessment; and concepts of bias and variance with respect to the design and evaluation of predictive models. A final chapter presents considerations and limitations when applying and interpreting data science models in biological science and bioengineering. For graduate students, this book offers a comprehensive methods introduction, making it ideal to accompany a course in this area. It is also useful for established engineers and scientists who wish to explore data mining or predictive analytics within their domains of expertise. This reference is fully supported with exercises, discussion questions, code vignettes, and code files with demonstration code. This presentation of coded solutions has been prepared with readers in mind who have limited coding experience. The fully coded methods are presented in both R and Python. The foundational principles covered in this book can be applied by readers when creating new tools for diagnosis, monitoring, information visualization, and robotic intervention. A unique and foundational resource that offers a mastery of foundational concepts and skills for data management and analysis Presents statistical concepts with examples and exercises for a biomedical engineering audience Introduces the underlying principles, conceptual differences, and limitations of statistical learning approaches

Careers in Biomedical Engineering

Careers in Biomedical Engineering
A Book

by Michael Levin-Epstein

  • Publisher : Academic Press
  • Release : 2019-02-15
  • Pages : 150
  • ISBN : 0128148160
  • Language : En, Es, Fr & De
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Careers in Biomedical Engineering offers readers a comprehensive overview of new career opportunities in the field of biomedical engineering. The book begins with a discussion of the extensive changes which the biomedical engineering profession has undergone in the last 10 years. Subsequent sections explore educational, training and certification options for a range of subspecialty areas and diverse workplace settings. As research organizations are looking to biomedical engineers to provide project-based assistance on new medical devices and/or help on how to comply with FDA guidelines and best practices, this book will be useful for undergraduate and graduate biomedical students, practitioners, academic institutions, and placement services. Explores various positions in the field of biomedical engineering, including highly interdisciplinary fields, such as CE/IT, rehabilitation engineering and neural engineering Offers readers informative case studies written by the industry's top professionals, researchers and educators Provides insights into how educational, training and retraining programs are changing to meet the needs of quickly evolving professions