國立高雄大學圖資館 |

Language: English

Back

Big data analysisnew algorithms for ...

Japkowicz, Nathalie.

Big data analysisnew algorithms for a new society /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Big data analysisedited by Nathalie Japkowicz, Jerzy Stefanowski.
Reminder of title:	new algorithms for a new society /
other author:	Japkowicz, Nathalie.
Published:	Cham :Springer International Publishing :2016.
Description:	xii, 329 p. :ill. (some col.), digital ;24 cm.
Contained By:	Springer eBooks
Subject:	Data mining.
Online resource:	http://dx.doi.org/10.1007/978-3-319-26989-4
ISBN:	9783319269894$q(electronic bk.)

Big data analysisnew algorithms for a new society /
Big data analysisnew algorithms for a new society /[electronic resource] :edited by Nathalie Japkowicz, Jerzy Stefanowski. - Cham :Springer International Publishing :2016. - xii, 329 p. :ill. (some col.), digital ;24 cm. - Studies in big data,v.162197-6503 ;. - Studies in big data ;v.1..

A Machine Learning Perspective on Big Data Analysis -- An Insight on Big Data Analytics -- Toward Problem Solving Support based on Big Data and Domain Knowledge: Interactive Granular Computing and Adaptive Judgment -- An overview of Conceptdrift Applications -- Analysis of Text-Enriched Heterogeneous Information Networks -- Implementing Big Data Analytics Projects in Business -- Data mining in Business: Current Advances and Future Challenges -- Industrial-Scale Ad Hoc Risk Analytics Using MapReduce -- Big Data and the Internet of Things -- Social Network Analysis in Streaming Call Graphs -- Scalable Cloud-Based Data Analysis Software Systems for Big Data From Next Generation Sequencing -- Discovering Networks of Interdependent Features in High-Dimensional Problems -- Final Remarks on Big Data Analysis and its Impact on Society and Science.

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.

ISBN: 9783319269894$q(electronic bk.)

Standard No.: 10.1007/978-3-319-26989-4doiSubjects--Topical Terms:

184440
Data mining.

LC Class. No.: QA76.9.D343

Dewey Class. No.: 006.312

Big data analysisnew algorithms for a new society /
LDR:03000nmm a2200325 a 4500 001 482385
003 DE-He213
005 20160808160611.0
006 m d
007 cr nn 008maaau
008 161007s2016 gw s 0 eng d
020 $a 9783319269894$q(electronic bk.)
020 $a 9783319269870$q(paper)
024 7 $a 10.1007/978-3-319-26989-4 $2 doi
035 $a 978-3-319-26989-4
040 $a GP $c GP
041 0 $a eng
050 4 $a QA76.9.D343
072 7 $a UYQ $2 bicssc
072 7 $a COM004000 $2 bisacsh
082 0 4 $a 006.312 $2 23
090 $a QA76.9.D343 $b B592 2016
245 0 0 $a Big data analysis $h [electronic resource] : $b new algorithms for a new society / $c edited by Nathalie Japkowicz, Jerzy Stefanowski.
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2016.
300 $a xii, 329 p. : $b ill. (some col.), digital ; $c 24 cm.
490 1 $a Studies in big data, $x 2197-6503 ; $v v.16
505 0 $a A Machine Learning Perspective on Big Data Analysis -- An Insight on Big Data Analytics -- Toward Problem Solving Support based on Big Data and Domain Knowledge: Interactive Granular Computing and Adaptive Judgment -- An overview of Conceptdrift Applications -- Analysis of Text-Enriched Heterogeneous Information Networks -- Implementing Big Data Analytics Projects in Business -- Data mining in Business: Current Advances and Future Challenges -- Industrial-Scale Ad Hoc Risk Analytics Using MapReduce -- Big Data and the Internet of Things -- Social Network Analysis in Streaming Call Graphs -- Scalable Cloud-Based Data Analysis Software Systems for Big Data From Next Generation Sequencing -- Discovering Networks of Interdependent Features in High-Dimensional Problems -- Final Remarks on Big Data Analysis and its Impact on Society and Science.
520 $a 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.
650 0 $a Data mining. $3 184440
650 0 $a Big data. $3 609582
650 0 $a Machine learning. $3 188639
650 1 4 $a Engineering. $3 210888
650 2 4 $a Computational Intelligence. $3 338479
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 252959
700 1 $a Japkowicz, Nathalie. $3 348964
700 1 $a Stefanowski, Jerzy. $3 739073
710 2 $a SpringerLink (Online service) $3 273601
773 0 $t Springer eBooks
830 0 $a Studies in big data ; $v v.1. $3 675357
856 4 0 $u http://dx.doi.org/10.1007/978-3-319-26989-4
950 $a Engineering (Springer-11647)