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Multidimensional Data Visualization

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出版日:2008/03/07 作者:Deepayan Sarkar  出版社:Springer Verlag  裝訂:平裝
R is rapidly growing in popularity as the environment of choice for data analysis and graphics both in academia and industry. Lattice brings the proven design of Trellis graphics (originally develope
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The Fundamentals of Visualization, Modeling, and Graphics for Engineering Design
90 折
出版日:2008/02/09 作者:Dennis K. Lieu; Sheryl Sorby  出版社:Cengage Learning  裝訂:平裝
A new book for a new generation of engineering professionals, Visualization, Modeling, and Graphics for Engineering Design was written from the ground up to take a brand-new approach to graphic commun
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An Introduction to Visualization, Modeling, and Graphics for Engineering Design
90 折
出版日:2008/02/07 作者:Dennis Lieu; Sheryl Sorby  出版社:Delmar Publishers  裝訂:平裝
"The ability to think of systems that never were and to design devices to meet the changing needs of the human population is the purview of the engineering professional. Visualization, Modeling, and
優惠價: 9 3522
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Security Data Visualization: Graphical Techniques for Network Analysis
滿額折
出版日:2007/09/01 作者:Greg Conti  出版社:No Starch Pr  裝訂:平裝
An introduction to a range of cyber security issues explains how to utilize graphical approaches to displaying and understanding computer security data, such as network traffic, server logs, and execu
優惠價: 79 1499
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Creative Visualization for Beginners ─ Achieve Your Goals & Make You Dreams Come True
滿額折
出版日:2006/01/01 作者:Richard Webster  出版社:Llewellyn Worldwide Ltd  裝訂:平裝
You have the ability to visualize success and manifest each one of your hopes and dreams. A natural capacity of the human mind, creative visualization helps millions of people achieve their goals. Cr
優惠價: 1 720
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Riding The Wheel To Wellness ― A Buddhist Perspective On Life's Healing Gifts, Meditation, Prayer & Visualization
滿額折
出版日:2005/09/01 作者:Charles Atkins  出版社:Red Wheel;Weiser  裝訂:平裝
Offers a spiritual approach to wellness based on Nicherin Buddhism in a guide that explains why meditation, prayer, chanting, and visualization are effective and how they can be used to evoke healing
優惠價: 1 583
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Multidimensional Real Analysis 2 Volume Hardback Set
90 折
出版日:2004/05/06 作者:J. J. Duistermaat  出版社:Cambridge Univ Pr  裝訂:精裝
Two volume set of the authors' comprehensive and innovative work on multidimensional real analysis. These books are based on extensive teaching experience at Utrecht University and give a thorough account of analysis in multidimensional Euclidean space. They are an ideal preparation for students who wish to go on to more advanced study. The notation is carefully organized and all proofs are clean, complete and rigorous. The authors have taken care to pay proper attention to all aspects of the theory. In many respects these books present an original treatment of the subject and they contain many results and exercises that cannot be found elsewhere. The numerous exercises illustrate a variety of applications in mathematics and physics. This combined with the exhaustive and transparent treatment of subject matter make these books ideal as either the text for a course, a source of problems for a seminar or for self study.
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Treating Chronic Juvenile Offenders: Advances Made Through the Oregon Multidimensional Treatment Foster Care Model
90 折
出版日:2003/04/01 作者:Patricia Chamberlain Ph.D.  出版社:American Psychological Associa  裝訂:精裝
Chamberlain, who helped develop the Oregon Multidimensional Treatment Foster Care (MTFC) model, has written a wide- ranging volume on the model that will be useful to those in law and law enforcement
優惠價: 9 1213
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Introduction to 3d Spatial Visualization ─ An Active Approach
90 折
出版日:2002/08/01 作者:Sheryl A. Sorby; Anne Francis Wysocki; Beverly Gimmestad Baartmans  出版社:Delmar Publishers  裝訂:平裝
Take advantage of the power of technology to develop 3D spatial visualization skills and minimize the learning curve! This revolutionary multimedia CD-ROM and its companion workbook are aimed at help
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Creative Visualization ─ Using Imagery and Imagination for Self-Transformation
滿額折
出版日:1998/03/01 作者:Ronald Shone  出版社:Destiny Books  裝訂:平裝
A comprehensive guide on how to harness the power of visualization to make positive life changes.Ay A guide to recovering and improving the powers of imagination and using them for positive changeAy
優惠價: 1 673
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出版日:1995/01/01 作者:Richard S. Gallagher (EDT)  出版社:Taylor & Francis  裝訂:精裝
Rapid advances in 3-D scientific visualization have made a major impact on the display of behavior. The use of 3-D has become a key component of both academic research and commercial product developme
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Practical Guide to Creative Visualization ─ Proven Techniques to Shape Your Destiny
滿額折
出版日:1984/05/01 作者:Melita Denning; Osborne Phillips  出版社:Llewellyn Worldwide Ltd  裝訂:平裝
If you're ready to do powerful magick without using any wands, robes, or altars, you need Practical Guide to Creative Visualization by Denning & Phillips. In it you'll learn everything you need t
優惠價: 1 765
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Toward a 21st Century National Data Infrastructure: Enhancing Survey Programs by Using Multiple Data Sources
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出版日:2023/12/31 作者:National Academies of Sciences Engineeri  出版社:Natl Academy Pr  裝訂:平裝
Much of the statistical information currently produced by federal statistical agencies - information about economic, social, and physical well-being that is essential for the functioning of modern society - comes from sample surveys. In recent years, there has been a proliferation of data from other sources, including data collected by government agencies while administering programs, satellite and sensor data, private-sector data such as electronic health records and credit card transaction data, and massive amounts of data available on the internet. How can these data sources be used to enhance the information currently collected on surveys, and to provide new frontiers for producing information and statistics to benefit American society? Toward a 21st Century National Data Infrastructure: Enhancing Survey Programs by Using Multiple Data Sources, the second report in a series funded by the National Science Foundation, discusses how use of multiple data sources can improve the quality
優惠價: 1 2030
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The DATA Set #1-11 (共11本)(平裝本)
滿額折
出版日:2023/12/05 作者:Ada Hopper  出版社:SIMON & SCHUSTER BOOKS YOU  裝訂:平裝
With easy-to-read language and illustrations on almost every page, the DATA Set chapter books are perfect for emerging readers.March of the Mini Beasts (The DATA Set #1)Don't Disturb the Dinosaurs (The DATA Set #2)The Sky Is Falling (The DATA Set #3)Robots Rule the School (The DATA Set #4)A Case of the Clones (The DATA Set #5)Invasion of the Insects (The DATA Set #6)Out of Remote Control (The DATA Set #7)Down the Brain Drain (The DATA Set #8)S.O.S. From Outer Space (The DATA Set #9)Revenge of Dr. von Naysayer (The DATA Set #10)A Little Snow Must Fall (The DATA Set #11)
優惠價: 79 2252
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General Data Protection Regulation
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出版日:2023/11/30 出版社:Bloomsbury Academic UK  裝訂:精裝
This commentary covers all topics and critical aspects elicited by the new European General Data Protection Regulation and its interpretation. The commentary focuses on the regulation itself, including cross-references to further provisions (eg the Police and Criminal Justice Data Protection Directive, the E-Privacy-Directive or the former Data Protection Directive 95/46/EC).Article by article the purpose of a provision is classified, its background, function and structure analysed and its content interpreted. The commentary provides an independent view of all topics, presenting both an overview and specific interpretation that provide far-reaching arguments.The editors and authors are outstanding experts in the field of data protection law well known for their practical as well as structured and thorough approach to data protection issues. They offer suitable solutions and sound arguments especially for international companies, legal councils and corporate lawyers as well as data prot
優惠價: 9 14850
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Research Practitioner's Handbook on Big Data Analytics
90 折
出版日:2023/05/04 作者:S. Sasikala  出版社:APPLE ACADEMIC PR  裝訂:精裝
This new volume addresses the growing interest in and use of big data analytics in many industries and in many research fields around the globe; it is a comprehensive resource on the core concepts of big data analytics and the tools, techniques, and methodologies. The book gives the why and the how of big data analytics in an organized and straightforward manner, using both theoretical and practical approaches.The book's authors have organized the contents in a systematic manner, starting with an introduction and overview of big data analytics and then delving into pre-processing methods, feature selection methods and algorithms, big data streams, and big data classification. Such terms and methods as swarm intelligence, data mining, the bat algorithm and genetic algorithms, big data streams, and many more are discussed. The authors explain how deep learning and machine learning along with other methods and tools are applied in big data analytics. The last section of the book presents
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Data Protection, Migration and Border Control
滿額折
出版日:2022/11/17 作者:Teresa Quintel  出版社:Hart Publishing UK  裝訂:精裝
This book assesses data protection rules that are applicable to the processing of personal data in a law enforcement context. It offers the first extensive analysis of the LED and Regulation (EU) 2018/1725. It illustrates the challenges arising from the unclear delineation between the different data protection instruments at both national and EU level. Taking a practical approach, it exemplifies situations where the application of data protection instruments could give rise to a lowering of data protection standards where the data protection rules applicable in the law enforcement context are interpreted broadly. The scope of data protection instruments applied by law enforcement authorities impacts processing for purposes of border control, migration management and asylum because there is an unclear delineation between the different data protection instruments.
優惠價: 9 4455
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Discourse Syntax:English Grammar Beyond the Sentence
90 折
出版日:2022/10/31 作者:Heidrun Dorgeloh  出版社:Cambridge Univ Pr  裝訂:精裝
Discourse Syntax is the study of syntax that requires an understanding of the surrounding text and the overall discourse situation, including considerations of genre and modality. Using corpus data and insights from current research, this book is a comprehensive guide to this fast-developing field. It takes the reader 'beyond the sentence' to study grammatical phenomena, like word order variation, connectives, ellipsis, and complexity. It introduces core concepts of Discourse Syntax, integrating insights from corpus-based research and inviting the reader to reflect on research design decisions. Each chapter begins with a definition of learning outcomes, provides results from empirical articles, and enables readers to critically assess data visualization. Complete with helpful further reading recommendations as well as a range of exercises, it is geared towards intermediate to advanced students of English linguistics and it is also essential reading for anyone interested in this excitin
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Discourse Syntax: English Grammar Beyond the Sentence
90 折
出版日:2022/10/31 作者:Heidrun Dorgeloh  出版社:Cambridge Univ Pr  裝訂:平裝
Discourse Syntax is the study of syntax that requires an understanding of the surrounding text and the overall discourse situation, including considerations of genre and modality. Using corpus data and insights from current research, this book is a comprehensive guide to this fast-developing field. It takes the reader 'beyond the sentence' to study grammatical phenomena, like word order variation, connectives, ellipsis, and complexity. It introduces core concepts of Discourse Syntax, integrating insights from corpus-based research and inviting the reader to reflect on research design decisions. Each chapter begins with a definition of learning outcomes, provides results from empirical articles, and enables readers to critically assess data visualization. Complete with helpful further reading recommendations as well as a range of exercises, it is geared towards intermediate to advanced students of English linguistics and it is also essential reading for anyone interested in this excitin
優惠價: 9 1512
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Data Action
滿額折
出版日:2022/08/09 作者:Sarah Williams  出版社:Mit Pr  裝訂:平裝
How to use data as a tool for empowerment rather than oppression.Big data can be used for good, from tracking disease to exposing human rights violations, and for bad, implementing surveillance and control. Data inevitably represents the ideologies of those who control its use; data analytics and algorithms too often exclude women, the poor, and ethnic groups. In Data Action, Sarah Williams provides a guide for working with data in more ethical and responsible ways. Williams outlines a method that emphasizes collaboration among data scientists, policy experts, data designers, and the public. The approach generates policy debates, influences civic decisions, and informs design to help ensure that the voices of people represented in the data are neither marginalized nor left unheard.
優惠價: 79 899
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Sharing Linked Data for Health Research:Toward Better Decision Making
90 折
出版日:2022/06/30 作者:Carolyn Adams  出版社:Cambridge Univ Pr  裝訂:精裝
Health research around the world relies on access to data, and much of the most valuable, reliable, and comprehensive data collections are held by governments. These collections, which contain data on whole populations, are a powerful tool in the hands of researchers, especially when they are linked and analyzed, and can help to address “wicked problems” in health and emerging global threats such as COVID-19. At the same time, these data collections contain sensitive information that must only be used in ways that respect the values, interests, and rights of individuals and their communities. Sharing Linked Data for Health Research provides a template for allowing research access to government data collections in a regulatory environment designed to build social license while supporting the research enterprise.
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High-Performance Big Data Computing
79 折
出版日:2022/06/21 作者:Dhabaleswar K. Panda  出版社:Mit Pr  裝訂:精裝
An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning. Over the last decade, the exponential explosion of data known as big data has changed the way we understand and harness the power of data. The emerging field of high-performance big data computing, which brings together high-performance computing (HPC), big data processing, and deep learning, aims to meet the challenges posed by large-scale data processing. This book offers an in-depth overview of high-performance big data computing and the associated technical issues, approaches, and solutions. The book covers basic concepts and necessary background knowledge, including data processing frameworks, storage systems, and hardware capabilities; offers a detailed discussion of technical issues in accelerating big data computing in terms of computation, communication, memory and storage, codesign, workload characterization and benchmarking, and system deplo
優惠價: 79 1651
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All Data Are Local: Thinking Critically in a Data-Driven Society
79 折
出版日:2022/05/03 作者:Yanni Alexander Loukissas  出版社:Mit Pr  裝訂:平裝
How to analyze data settings rather than data sets, acknowledging the meaning-making power of the local. In our data-driven society, it is too easy to assume the transparency of data. Instead, Yanni Loukissas argues in All Data Are Local, we should approach data sets with an awareness that data are created by humans and their dutiful machines, at a time, in a place, with the instruments at hand, for audiences that are conditioned to receive them. The term data set implies something discrete, complete, and portable, but it is none of those things. Examining a series of data sources important for understanding the state of public life in the United States--Harvard's Arnold Arboretum, the Digital Public Library of America, UCLA's Television News Archive, and the real estate marketplace Zillow--Loukissas shows us how to analyze data settings rather than data sets.Loukissas sets out six principles: all data are local; data have complex attachments to place; data are collected from heterogen
優惠價: 79 901
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Data Analytics for Cybersecurity
90 折
出版日:2022/04/30 作者:Vandana P. Janeja  出版社:Cambridge Univ Pr  裝訂:精裝
As the world becomes increasingly connected, it is also more exposed to a myriad of cyber threats. We need to use multiple types of tools and techniques to learn and understand the evolving threat landscape. Data is a common thread linking various types of devices and end users. Analyzing data across different segments of cybersecurity domains, particularly data generated during cyber-attacks, can help us understand threats better, prevent future cyber-attacks, and provide insights into the evolving cyber threat landscape. This book takes a data oriented approach to studying cyber threats, showing in depth how traditional methods such as anomaly detection can be extended using data analytics and also applies data analytics to non-traditional views of cybersecurity, such as multi domain analysis, time series and spatial data analysis, and human-centered cybersecurity.
優惠價: 9 3078
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Analysis of Panel Data
90 折
出版日:2022/03/31 作者:Cheng Hsiao  出版社:Cambridge Univ Pr  裝訂:精裝
Now in its fourth edition, this comprehensive introduction of fundamental panel data methodologies provides insights on what is most essential in panel literature. A capstone to the forty-year career of a pioneer of panel data analysis, this new edition's primary contribution will be the coverage of advancements in panel data analysis, a statistical method widely used to analyze two or higher-dimensional panel data. The topics discussed in early editions have been reorganized and streamlined to comprehensively introduce panel econometric methodologies useful for identifying causal relationships among variables, supported by interdisciplinary examples and case studies. This book, to be featured in Cambridge's Econometric Society Monographs series, has been the leader in the field since the first edition. It is essential reading for researchers, practitioners and graduate students interested in the analysis of microeconomic behavior.
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Human-Centered Data Science
79 折
出版日:2022/02/01 作者:Cecilia Aragon  出版社:Mit Pr  裝訂:平裝
Best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of large datasets.Human-centered data science is a new interdisciplinary field that draws from human-computer interaction, social science, statistics, and computational techniques. This book, written by founders of the field, introduces best practices for addressing the bias and inequality that may result from the automated collection, analysis, and distribution of very large datasets. It offers a brief and accessible overview of many common statistical and algorithmic data science techniques, explains human-centered approaches to data science problems, and presents practical guidelines and real-world case studies to help readers apply these methods. The authors explain how data scientists’ choices are involved at every stage of the data science workflow―and show how a human-centered approach can enhance each one, by making the process more transparent, aski
優惠價: 79 1051
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Optimization for Data Analysis
滿額折
出版日:2021/10/31 作者:Stephen J. Wright  出版社:Cambridge Univ Pr  裝訂:精裝
Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; found
優惠價: 9 2222
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Data Strategy: How to Profit from a World of Big Data, Analytics and Artificial Intelligence
90 折
出版日:2021/10/26 作者:Bernard Marr  出版社:KOGAN PAGE  裝訂:平裝
FIRST EDITION BRONZE RUNNER UP: Axiom Awards 2018 - Business Technology Category 90% of today's data was generated in the last two years and the amount of data we have available is predicted to double every two years. Data is an integral strategic asset for all businesses. Learn how to leverage this data and generate valuable insights from bestselling author and Big Data guru Bernard Marr. Data has massive potential for all businesses when used correctly, from small organizations to tech giants and huge multinationals. But this resource is too often not being fully utilized and is far from being arguably the world's most valuable resource. Data Strategy is the must-read guide on how to create a robust data-driven approach that will harness the power of data to revolutionize your business. Explaining how to collect, use and manage data, this book prepares any organization with the tools and strategies needed to thrive in the digital economy. This new edition of this bestselling title is
優惠價: 9 1732
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Data Science for Covid-19: Volume 2: Societal and Medical Perspectives
90 折
出版日:2021/10/01 作者:Utku Kose(EDI)  出版社:ACADEMIC PR INC  裝訂:平裝
Data Science for COVID-19, Volume 2: Societal and Medical Perspectives presents the most current and leading-edge research into the applications of a variety of data science techniques to the detection, mitigation, treatment, and elimination of the COVID-19 virus around the world. At this point, Cognitive Data Science is the most powerful tool for researchers to fight COVID-19. Thanks to instant data-analysis and predictive techniques including Artificial Intelligence, Machine Learning, Deep Learning, Data Mining, and computational modeling for processing large amounts of data, recognizing patterns, modeling new techniques, and improving both research and treatment outcomes. Data Science for COVID-19, Volume 2 extends the coverage of Volume 1 into research on statistical data and applications of Data Science to a variety of perspectives for analysis and understanding of the wide variety of impacts COVID-19 is having on societies and medical practice around the world.
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Big Data and Global Trade Law
90 折
出版日:2021/05/31 作者:Mira Burri  出版社:Cambridge Univ Pr  裝訂:精裝
This collection explores the relevance of global trade law for data, big data and cross-border data flows. Contributing authors from different disciplines including law, economics and political science analyze developments at the World Trade Organization and in preferential trade venues by asking what future-oriented models for data governance are available and viable in the area of trade law and policy. The collection paints the broad picture of the interaction between digital technologies and trade regulation as well as provides in-depth analyses of critical to the data-driven economy issues, such as privacy and AI, and different countries' perspectives. This title is also available as Open Access on Cambridge Core.
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CiteSpace:科技文本挖掘及可視化(第二版)(簡體書)
滿額折
出版日:2021/05/01 作者:李傑; 陳超美  出版社:首都經濟貿易大學出版社  裝訂:平裝
CiteSpace是一款著眼於分析科學分析中蘊含的潛在知識,並在科學計量學(Scientometric)、數據和信息可視化(Data and information visualization)背景下逐漸發展起來的一款引文可視化分析軟件。本書共8講,以CiteSpace所提供的功能模塊為主線,在前3講中對CiteSpace的基本情況從使用、下載、功能等方面進行概述,從第4講開始按照其提
優惠價: 87 626
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Data Analysis for Business, Economics, and Policy
90 折
出版日:2021/04/30 作者:Gábor Békés  出版社:Cambridge Univ Pr  裝訂:精裝
This textbook provides future data analysts with the tools, methods, and skills needed to answer data-focused, real-life questions; to carry out data analysis; and to visualize and interpret results to support better decisions in business, economics, and public policy. Data wrangling and exploration, regression analysis, machine learning, and causal analysis are comprehensively covered, as well as when, why, and how the methods work, and how they relate to each other. As the most effective way to communicate data analysis, running case studies play a central role in this textbook. Each case starts with an industry-relevant question and answers it by using real-world data and applying the tools and methods covered in the textbook. Learning is then consolidated by 360 practice questions and 120 data exercises. Extensive online resources, including raw and cleaned data and codes for all analysis in Stata, R, and Python, can be found at www.gabors-data-analysis.com.
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Data Analysis for Business, Economics, and Policy
90 折
出版日:2021/04/30 作者:Gábor Békés  出版社:Cambridge Univ Pr  裝訂:平裝
This textbook provides future data analysts with the tools, methods, and skills needed to answer data-focused, real-life questions; to carry out data analysis; and to visualize and interpret results to support better decisions in business, economics, and public policy. Data wrangling and exploration, regression analysis, machine learning, and causal analysis are comprehensively covered, as well as when, why, and how the methods work, and how they relate to each other. As the most effective way to communicate data analysis, running case studies play a central role in this textbook. Each case starts with an industry-relevant question and answers it by using real-world data and applying the tools and methods covered in the textbook. Learning is then consolidated by 360 practice questions and 120 data exercises. Extensive online resources, including raw and cleaned data and codes for all analysis in Stata, R, and Python, can be found at www.gabors-data-analysis.com.
優惠價: 9 2808
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Data Science for Business With R
90 折
出版日:2021/04/29 作者:Jeffrey S. Saltz and Jeffrey M. Stanton  出版社:SAGE Publications UK  裝訂:平裝
Data Science for Business with R, written by Jeffrey S. Saltz and Jeffrey M. Stanton, focuses on the concepts foundational for students starting a business analytics or data science degree program. To
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Kimball'S Data Warehouse Toolkit Classics:The Data Warehouse Toolkit,3Rd Edition;The Data Warehouse Lifecycle Toolkit,2Nd Edition;The Data Warehouse E
90 折
出版日:2021/04/09 作者:Kimball  出版社:John Wiley & Sons Inc  裝訂:平裝
Three books by the bestselling authors on Data Warehousing! The most authoritative guides from the inventor of the technique all for a value price.The Data Warehouse Toolkit, 3rd Edition (978111853080
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Data Structures using Python
95 折
Data Structures using Python provides an introduction to design, analysis, and implementation of data structures using the powerful programming language, Python. This book is designed for a first cour
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Data Science for Supply Chain Forecasting
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出版日:2021/03/22 作者:Nicolas Vandeput  出版社:Walter De Gruyter Inc  裝訂:平裝
Using data science in order to solve a problem requires a scientific mindset more than coding skills. Data Science for Supply Chain Forecasting, Second Edition contends that a true scientific method w
優惠價: 1 2640
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出版日:2021/03/12 作者:Stephen C. Loftus  出版社:ACADEMIC PR INC  裝訂:平裝
Basic Statistics with R: Reaching Decisions with Data, First Edition, provides readers with an understanding of the processes at work in using data for results. The work begins with data collection an
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Applications of Big Data in Healthcare:Theory and Practice
90 折
Applications of Big Data in Healthcare: Theory and Practice begins with the basics of Big Data analysis and introduces the tools, processes and procedures associated with Big Data analytics. The book unites healthcare with Big Data analysis and uses the advantages of the latter to solve the problems faced by the former. The authors present the challenges faced by the healthcare industry, including capturing, storing, searching, sharing and analyzing data.This book illustrates the challenges in the applications of Big Data and suggests ways to overcome them, with a primary emphasis on data repositories, challenges, and concepts for data scientists, engineers and clinicians. The applications of Big Data have grown tremendously within the past few years and its growth can not only be attributed to its competence to handle large data streams but also to its abilities to find insights from complex, noisy, heterogeneous, longitudinal and voluminous data. The main objectives of Big Data in th
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Big Data
90 折
出版日:2021/01/31 作者:Wolfgang Pietsch  出版社:Cambridge Univ Pr  裝訂:平裝
Big Data and methods for analyzing large data sets such as machine learning have in recent times deeply transformed scientific practice in many fields. However, an epistemological study of these novel tools is still largely lacking. After a conceptual analysis of the notion of data and a brief introduction into the methodological dichotomy between inductivism and hypothetico-deductivism, several controversial theses regarding big data approaches are discussed. These include, whether correlation replaces causation, whether the end of theory is in sight and whether big data approaches constitute entirely novel scientific methodology. In this Element, I defend an inductivist view of big data research and argue that the type of induction employed by the most successful big data algorithms is variational induction in the tradition of Mill's methods. Based on this insight, the before-mentioned epistemological issues can be systematically addressed.
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