Computational and Statistical Methods for Analysing Big Data with Applications

Written By Shen Liu
Computational and Statistical Methods for Analysing Big Data with Applications
  • Publsiher : Academic Press
  • Release : 20 November 2015
  • ISBN : 0081006519
  • Pages : 206 pages
  • Rating : 5/5 from 4 reviews
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Read or download book entitled Computational and Statistical Methods for Analysing Big Data with Applications written by Shen Liu which was release on 20 November 2015, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Due to the scale and complexity of data sets currently being collected in areas such as health, transportation, environmental science, engineering, information technology, business and finance, modern quantitative analysts are seeking improved and appropriate computational and statistical methods to explore, model and draw inferences from big data. This book aims to introduce suitable approaches for such endeavours, providing applications and case studies for the purpose of demonstration. Computational and Statistical Methods for Analysing Big Data with Applications starts with an overview of the era of big data. It then goes onto explain the computational and statistical methods which have been commonly applied in the big data revolution. For each of these methods, an example is provided as a guide to its application. Five case studies are presented next, focusing on computer vision with massive training data, spatial data analysis, advanced experimental design methods for big data, big data in clinical medicine, and analysing data collected from mobile devices, respectively. The book concludes with some final thoughts and suggested areas for future research in big data. Advanced computational and statistical methodologies for analysing big data are developed Experimental design methodologies are described and implemented to make the analysis of big data more computationally tractable Case studies are discussed to demonstrate the implementation of the developed methods Five high-impact areas of application are studied: computer vision, geosciences, commerce, healthcare and transportation Computing code/programs are provided where appropriate

Computational and Statistical Methods for Analysing Big Data with Applications

Computational and Statistical Methods for Analysing Big Data with Applications
  • Author : Shen Liu,James Mcgree,Zongyuan Ge,Yang Xie
  • Publisher : Academic Press
  • Release Date : 2015-11-20
  • Total pages : 206
  • ISBN : 0081006519
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Summary : Due to the scale and complexity of data sets currently being collected in areas such as health, transportation, environmental science, engineering, information technology, business and finance, modern quantitative analysts are seeking improved and appropriate computational and statistical methods to explore, model and draw inferences from big data. This book aims ...

Handbook of Big Data Analytics

Handbook of Big Data Analytics
  • Author : Wolfgang Karl Härdle,Henry Horng-Shing Lu,Xiaotong Shen
  • Publisher : Springer
  • Release Date : 2018-07-20
  • Total pages : 538
  • ISBN : 0081006519
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Summary : Addressing a broad range of big data analytics in cross-disciplinary applications, this essential handbook focuses on the statistical prospects offered by recent developments in this field. To do so, it covers statistical methods for high-dimensional problems, algorithmic designs, computation tools, analysis flows and the software-hardware co-designs that are needed to ...

Cyber Defense Mechanisms

Cyber Defense Mechanisms
  • Author : Gautam Kumar,Dinesh Kumar Saini,Nguyen Ha Huy Cuong
  • Publisher : CRC Press
  • Release Date : 2020-09-20
  • Total pages : 216
  • ISBN : 0081006519
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Summary : This book discusses the evolution of security and privacy issues and brings related technological tools, techniques, and solutions into one single source. The book will take readers on a journey to understanding the security issues and possible solutions involving various threats, attacks, and defense mechanisms, which include IoT, cloud computing, ...

Functional Statistics and Related Fields

Functional Statistics and Related Fields
  • Author : Germán Aneiros,Enea G. Bongiorno,Ricardo Cao,Philippe Vieu
  • Publisher : Springer
  • Release Date : 2017-04-25
  • Total pages : 288
  • ISBN : 0081006519
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Summary : This volume collects latest methodological and applied contributions on functional, high-dimensional and other complex data, related statistical models and tools as well as on operator-based statistics. It contains selected and refereed contributions presented at the Fourth International Workshop on Functional and Operatorial Statistics (IWFOS 2017) held in A Coruña, Spain, ...

Research Anthology on Big Data Analytics Architectures and Applications

Research Anthology on Big Data Analytics  Architectures  and Applications
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2021-09-24
  • Total pages : 1988
  • ISBN : 0081006519
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Summary : Society is now completely driven by data with many industries relying on data to conduct business or basic functions within the organization. With the efficiencies that big data bring to all institutions, data is continuously being collected and analyzed. However, data sets may be too complex for traditional data-processing, and ...

Big Data Analytics

Big Data Analytics
  • Author : Anonim
  • Publisher : Elsevier
  • Release Date : 2015-08-04
  • Total pages : 390
  • ISBN : 0081006519
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Summary : While the term Big Data is open to varying interpretation, it is quite clear that the Volume, Velocity, and Variety (3Vs) of data have impacted every aspect of computational science and its applications. The volume of data is increasing at a phenomenal rate and a majority of it is unstructured. ...

Open Source Software for Statistical Analysis of Big Data Emerging Research and Opportunities

Open Source Software for Statistical Analysis of Big Data  Emerging Research and Opportunities
  • Author : Segall, Richard S.,Niu, Gao
  • Publisher : IGI Global
  • Release Date : 2020-02-21
  • Total pages : 237
  • ISBN : 0081006519
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Summary : With the development of computing technologies in today’s modernized world, software packages have become easily accessible. Open source software, specifically, is a popular method for solving certain issues in the field of computer science. One key challenge is analyzing big data due to the high amounts that organizations are ...

Statistical Data Analytics

Statistical Data Analytics
  • Author : Walter W. Piegorsch
  • Publisher : John Wiley & Sons
  • Release Date : 2015-08-21
  • Total pages : 488
  • ISBN : 0081006519
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Summary : Statistical Data Analytics Statistical Data Analytics Foundations for Data Mining, Informatics, and Knowledge Discovery A comprehensive introduction to statistical methods for data mining and knowledge discovery Applications of data mining and ‘big data’ increasingly take center stage in our modern, knowledge-driven society, supported by advances in computing power, automated data ...

Advanced Statistical Methods in Data Science

Advanced Statistical Methods in Data Science
  • Author : Ding-Geng Chen,Jiahua Chen,Xuewen Lu,Grace Y. Yi,Hao Yu
  • Publisher : Springer
  • Release Date : 2016-11-30
  • Total pages : 222
  • ISBN : 0081006519
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Summary : This book gathers invited presentations from the 2nd Symposium of the ICSA- CANADA Chapter held at the University of Calgary from August 4-6, 2015. The aim of this Symposium was to promote advanced statistical methods in big-data sciences and to allow researchers to exchange ideas on statistics and data science and ...

Spatial Analysis Using Big Data

Spatial Analysis Using Big Data
  • Author : Yoshiki Yamagata,Hajime Seya
  • Publisher : Academic Press
  • Release Date : 2019-11-03
  • Total pages : 302
  • ISBN : 0081006519
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Summary : Spatial Analysis Using Big Data: Methods and Urban Applications helps readers understand the most powerful, state-of-the-art spatial econometric methods, focusing particularly on urban research problems. The methods represent a cluster of potentially transformational socio-economic modeling tools that allow researchers to capture real-time and high-resolution information to potentially reveal new socioeconomic ...

Big Data of Complex Networks

Big Data of Complex Networks
  • Author : Matthias Dehmer,Frank Emmert-Streib,Stefan Pickl,Andreas Holzinger
  • Publisher : CRC Press
  • Release Date : 2016-08-19
  • Total pages : 320
  • ISBN : 0081006519
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Summary : Big Data of Complex Networks presents and explains the methods from the study of big data that can be used in analysing massive structural data sets, including both very large networks and sets of graphs. As well as applying statistical analysis techniques like sampling and bootstrapping in an interdisciplinary manner ...

Doing Data Science in R

Doing Data Science in R
  • Author : Mark Andrews
  • Publisher : SAGE
  • Release Date : 2021-03-31
  • Total pages : 456
  • ISBN : 0081006519
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Summary : This approachable introduction to doing data science in R provides step-by-step advice on using the tools and statistical methods to carry out data analysis. Introducing the fundamentals of data science and R before moving into more advanced topics like Multilevel Models and Probabilistic Modelling with Stan, it builds knowledge and ...

Big Data in Radiation Oncology

Big Data in Radiation Oncology
  • Author : Jun Deng,Lei Xing
  • Publisher : CRC Press
  • Release Date : 2019-03-07
  • Total pages : 289
  • ISBN : 0081006519
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Summary : Big Data in Radiation Oncology gives readers an in-depth look into how big data is having an impact on the clinical care of cancer patients. While basic principles and key analytical and processing techniques are introduced in the early chapters, the rest of the book turns to clinical applications, in ...

Data Analysis and Applications 3

Data Analysis and Applications 3
  • Author : Andreas Makrides,Alex Karagrigoriou,Christos H. Skiadas
  • Publisher : John Wiley & Sons
  • Release Date : 2020-03-31
  • Total pages : 262
  • ISBN : 0081006519
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Summary : Data analysis as an area of importance has grown exponentially, especially during the past couple of decades. This can be attributed to a rapidly growing computer industry and the wide applicability of computational techniques, in conjunction with new advances of analytic tools. This being the case, the need for literature ...

Big Data Computing and Communications

Big Data Computing and Communications
  • Author : Yu Wang,Ge Yu,Yanyong Zhang,Zhu Han,Guoren Wang
  • Publisher : Springer
  • Release Date : 2016-07-18
  • Total pages : 466
  • ISBN : 0081006519
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Summary : This book constitutes the proceedings of the Second International Conference on Big Data Computing and Communications, BigCom 2016, held in Shenyang, China, in July 2016. The 39 papers presented in this volume were carefully reviewed and selected from 90 submissions. BigCom is an international symposium dedicated to addressing the challenges emerging from big data ...