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Statistics, New Empiricism and Society in the Era of Big Data

Statistics, New Empiricism and Society in the Era of Big Data
Author: Giuseppe Arbia
Publisher:
Total Pages: 0
Release: 2021
Genre:
ISBN: 9783030730314

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This book reveals the myriad aspects of Big Data collection and analysis, by defining and clarifying the meaning of Big Data and its unique characteristics in a non-technical and easy-to-follow way. Moreover, it discusses critical issues and problems related to the Big Data revolution and their implications for both Statistics as a discipline and for our everyday lives. The author identifies various problems and limitations in the quantitative analysis of Big Data, with regard to e.g. its volume, velocity and variety, as well as its reliability and veridicity. Dedicated chapters focus on the epistemological aspects of data-based knowledge and ethical aspects of the use of Big Data, while also addressing paradigmatic cases such as Cambridge Analytica and the use of data from social networks to influence election outcomes.


Statistics, New Empiricism and Society in the Era of Big Data

Statistics, New Empiricism and Society in the Era of Big Data
Author: Giuseppe Arbia
Publisher: Springer Nature
Total Pages: 54
Release: 2021-04-20
Genre: Business & Economics
ISBN: 3030730301

Download Statistics, New Empiricism and Society in the Era of Big Data Book in PDF, ePub and Kindle

This book reveals the myriad aspects of Big Data collection and analysis, by defining and clarifying the meaning of Big Data and its unique characteristics in a non-technical and easy-to-follow way. Moreover, it discusses critical issues and problems related to the Big Data revolution and their implications for both Statistics as a discipline and for our everyday lives. The author identifies various problems and limitations in the quantitative analysis of Big Data, with regard to e.g. its volume, velocity and variety, as well as its reliability and veridicity. Dedicated chapters focus on the epistemological aspects of data-based knowledge and ethical aspects of the use of Big Data, while also addressing paradigmatic cases such as Cambridge Analytica and the use of data from social networks to influence election outcomes.


Statistics, New Empiricism and Society in the Era of Big Data

Statistics, New Empiricism and Society in the Era of Big Data
Author: Giuseppe Arbia
Publisher: Springer
Total Pages: 54
Release: 2021-04-21
Genre: Business & Economics
ISBN: 9783030730291

Download Statistics, New Empiricism and Society in the Era of Big Data Book in PDF, ePub and Kindle

This book reveals the myriad aspects of Big Data collection and analysis, by defining and clarifying the meaning of Big Data and its unique characteristics in a non-technical and easy-to-follow way. Moreover, it discusses critical issues and problems related to the Big Data revolution and their implications for both Statistics as a discipline and for our everyday lives. The author identifies various problems and limitations in the quantitative analysis of Big Data, with regard to e.g. its volume, velocity and variety, as well as its reliability and veridicity. Dedicated chapters focus on the epistemological aspects of data-based knowledge and ethical aspects of the use of Big Data, while also addressing paradigmatic cases such as Cambridge Analytica and the use of data from social networks to influence election outcomes.


Big Data Analysis: New Algorithms for a New Society

Big Data Analysis: New Algorithms for a New Society
Author: Nathalie Japkowicz
Publisher: Springer
Total Pages: 334
Release: 2015-12-16
Genre: Technology & Engineering
ISBN: 3319269895

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This edited volume is devoted to Big Data Analysis from a Machine Learning standpoint as presented by some of the most eminent researchers in this area. It demonstrates that Big Data Analysis opens up new research problems which were either never considered before, or were only considered within a limited range. In addition to providing methodological discussions on the principles of mining Big Data and the difference between traditional statistical data analysis and newer computing frameworks, this book presents recently developed algorithms affecting such areas as business, financial forecasting, human mobility, the Internet of Things, information networks, bioinformatics, medical systems and life science. It explores, through a number of specific examples, how the study of Big Data Analysis has evolved and how it has started and will most likely continue to affect society. While the benefits brought upon by Big Data Analysis are underlined, the book also discusses some of the warnings that have been issued concerning the potential dangers of Big Data Analysis along with its pitfalls and challenges.


Data Science

Data Science
Author: Francesco Palumbo
Publisher: Springer
Total Pages: 346
Release: 2017-07-04
Genre: Mathematics
ISBN: 3319557238

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This edited volume on the latest advances in data science covers a wide range of topics in the context of data analysis and classification. In particular, it includes contributions on classification methods for high-dimensional data, clustering methods, multivariate statistical methods, and various applications. The book gathers a selection of peer-reviewed contributions presented at the Fifteenth Conference of the International Federation of Classification Societies (IFCS2015), which was hosted by the Alma Mater Studiorum, University of Bologna, from July 5 to 8, 2015.


Big Data for the Greater Good

Big Data for the Greater Good
Author: Ali Emrouznejad
Publisher: Springer
Total Pages: 204
Release: 2018-07-13
Genre: Technology & Engineering
ISBN: 3319930613

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This book highlights some of the most fascinating current uses, thought-provoking changes, and biggest challenges that Big Data means for our society. The explosive growth of data and advances in Big Data analytics have created a new frontier for innovation, competition, productivity, and well-being in almost every sector of our society, as well as a source of immense economic and societal value. From the derivation of customer feedback-based insights to fraud detection and preserving privacy; better medical treatments; agriculture and food management; and establishing low-voltage networks – many innovations for the greater good can stem from Big Data. Given the insights it provides, this book will be of interest to both researchers in the field of Big Data, and practitioners from various fields who intend to apply Big Data technologies to improve their strategic and operational decision-making processes.


Spatial Microeconometrics

Spatial Microeconometrics
Author: Giuseppe Arbia
Publisher: Routledge
Total Pages: 251
Release: 2021-03-25
Genre: Business & Economics
ISBN: 1317563484

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Spatial Microeconometrics introduces the reader to the basic concepts of spatial statistics, spatial econometrics and the spatial behavior of economic agents at the microeconomic level. Incorporating useful examples and presenting real data and datasets on real firms, the book takes the reader through the key topics in a systematic way. The book outlines the specificities of data that represent a set of interacting individuals with respect to traditional econometrics that treat their locational choices as exogenous and their economic behavior as independent. In particular, the authors address the consequences of neglecting such important sources of information on statistical inference and how to improve the model predictive performances. The book presents the theory, clarifies the concepts and instructs the readers on how to perform their own analyses, describing in detail the codes which are necessary when using the statistical language R. The book is written by leading figures in the field and is completely up to date with the very latest research. It will be invaluable for graduate students and researchers in economic geography, regional science, spatial econometrics, spatial statistics and urban economics.


Life and the Law in the Era of Data-Driven Agency

Life and the Law in the Era of Data-Driven Agency
Author: Mireille Hildebrandt
Publisher: Edward Elgar Publishing
Total Pages: 296
Release: 2020-01-31
Genre: Law
ISBN: 1788972007

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This ground-breaking and timely book explores how big data, artificial intelligence and algorithms are creating new types of agency, and the impact that this is having on our lives and the rule of law. Addressing the issues in a thoughtful, cross-disciplinary manner, leading scholars in law, philosophy, computer science and politics examine the ways in which data-driven agency is transforming democratic practices and the meaning of individual choice.


The Rise of Algorithmic Society and the Strategic Role of Arts and Culture

The Rise of Algorithmic Society and the Strategic Role of Arts and Culture
Author: Luciana Lazzeretti
Publisher: Edward Elgar Publishing
Total Pages: 127
Release: 2023-06-01
Genre: Social Science
ISBN: 1035302543

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Illustrating the development of Artificial Intelligence (AI) and changes it has generated in the economy, society and culture, this expansive book continues the debate concerning the digital revolution and the rise of the algorithmic society.


Big Data

Big Data
Author: Viktor Mayer-Schonberger
Publisher: Hachette UK
Total Pages: 279
Release: 2013-03-14
Genre: Business & Economics
ISBN: 1848547935

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New and expanded edition. An International Bestseller - Over One Million Copies Sold! Shortlisted for the Financial Times/Goldman Sachs Business Book of the Year Award. Since Aristotle, we have fought to understand the causes behind everything. But this ideology is fading. In the age of big data, we can crunch an incomprehensible amount of information, providing us with invaluable insights about the what rather than the why. We're just starting to reap the benefits: tracking vital signs to foresee deadly infections, predicting building fires, anticipating the best moment to buy a plane ticket, seeing inflation in real time and monitoring social media in order to identify trends. But there is a dark side to big data. Will it be machines, rather than people, that make the decisions? How do you regulate an algorithm? What will happen to privacy? Will individuals be punished for acts they have yet to commit? In this groundbreaking and fascinating book, two of the world's most-respected data experts reveal the reality of a big data world and outline clear and actionable steps that will equip the reader with the tools needed for this next phase of human evolution.