大葉大學圖書館 |

Advanced analysis and learning on temporal data[electronic resource] :first ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers /

紀錄類型:	書目-電子資源 : Monograph/item
杜威分類號:	519.55
書名/作者:	Advanced analysis and learning on temporal data : first ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers // edited by Ahlame Douzal-Chouakria, Jose A. Vilar, Pierre-Francois Marteau.
其他題名:	AALTD 2015
其他作者:	Douzal-Chouakria, Ahlame.
團體作者:	Clark Conference
出版者:	Cham : : Springer International Publishing :, 2016.
面頁冊數:	x, 173 p. : : ill., digital ;; 24 cm.
Contained By:	Springer eBooks
標題:	Time-series analysis - Congresses. - Data processing
標題:	Machine learning
標題:	Temporal databases
標題:	Computer Science.
標題:	Artificial Intelligence (incl. Robotics)
標題:	Database Management.
標題:	Information Systems Applications (incl. Internet)
標題:	Information Storage and Retrieval.
標題:	Algorithm Analysis and Problem Complexity.
ISBN:	9783319444123
ISBN:	9783319444116
摘要、提要註:	This book constitutes the refereed proceedings of the First ECML PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September 2016. The 11 full papers presented were carefully reviewed and selected from 22 submissions. The first part focuses on learning new representations and embeddings for time series classification, clustering or for dimensionality reduction. The second part presents approaches on classification and clustering with challenging applications on medicine or earth observation data. These works show different ways to consider temporal dependency in clustering or classification processes. The last part of the book is dedicated to metric learning and time series comparison, it addresses the problem of speeding-up the dynamic time warping or dealing with multi-modal and multi-scale metric learning for time series classification and clustering.
電子資源:	http://dx.doi.org/10.1007/978-3-319-44412-3

Advanced analysis and learning on temporal data[electronic resource] :first ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers /
Advanced analysis and learning on temporal datafirst ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers /[electronic resource] :AALTD 2015edited by Ahlame Douzal-Chouakria, Jose A. Vilar, Pierre-Francois Marteau. - Cham :Springer International Publishing :2016. - x, 173 p. :ill., digital ;24 cm. - Lecture notes in computer science,97850302-9743 ;. - Lecture notes in computer science ;7103..

This book constitutes the refereed proceedings of the First ECML PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September 2016. The 11 full papers presented were carefully reviewed and selected from 22 submissions. The first part focuses on learning new representations and embeddings for time series classification, clustering or for dimensionality reduction. The second part presents approaches on classification and clustering with challenging applications on medicine or earth observation data. These works show different ways to consider temporal dependency in clustering or classification processes. The last part of the book is dedicated to metric learning and time series comparison, it addresses the problem of speeding-up the dynamic time warping or dealing with multi-modal and multi-scale metric learning for time series classification and clustering.

ISBN: 9783319444123

Standard No.: 10.1007/978-3-319-44412-3doiSubjects--Topical Terms:

669599
Time-series analysis
--Data processing--Congresses.

LC Class. No.: QA280

Dewey Class. No.: 519.55

Advanced analysis and learning on temporal data[electronic resource] :first ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers /
LDR:02052nmm a2200337 a 4500 001 465512
003 DE-He213
005 20160803171722.0
006 m d
007 cr nn 008maaau
008 170411s2016 gw s 0 eng d
020 $a 9783319444123 $q (electronic bk.)
020 $a 9783319444116 $q (paper)
024 7 $a 10.1007/978-3-319-44412-3 $2 doi
035 $a 978-3-319-44412-3
040 $a GP $c GP
041 0 $a eng
050 4 $a QA280
072 7 $a UYQ $2 bicssc
072 7 $a TJFM1 $2 bicssc
072 7 $a COM004000 $2 bisacsh
082 0 4 $a 519.55 $2 23
090 $a QA280 $b .A112 2015
111 2 $a Clark Conference $d (2005 : $c Sterling and Francine Clark Art Institute) $3 347558
245 1 0 $a Advanced analysis and learning on temporal data $h [electronic resource] : $b first ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015 : revised selected papers / $c edited by Ahlame Douzal-Chouakria, Jose A. Vilar, Pierre-Francois Marteau.
246 3 $a AALTD 2015
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2016.
300 $a x, 173 p. : $b ill., digital ; $c 24 cm.
490 1 $a Lecture notes in computer science, $x 0302-9743 ; $v 9785
520 $a This book constitutes the refereed proceedings of the First ECML PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September 2016. The 11 full papers presented were carefully reviewed and selected from 22 submissions. The first part focuses on learning new representations and embeddings for time series classification, clustering or for dimensionality reduction. The second part presents approaches on classification and clustering with challenging applications on medicine or earth observation data. These works show different ways to consider temporal dependency in clustering or classification processes. The last part of the book is dedicated to metric learning and time series comparison, it addresses the problem of speeding-up the dynamic time warping or dealing with multi-modal and multi-scale metric learning for time series classification and clustering.
650 0 $a Time-series analysis $x Data processing $v Congresses. $3 669599
650 0 $a Machine learning $3 135653
650 0 $a Temporal databases $3 212049
650 1 4 $a Computer Science. $3 423143
650 2 4 $a Artificial Intelligence (incl. Robotics) $3 463642
650 2 4 $a Database Management. $3 463966
650 2 4 $a Information Systems Applications (incl. Internet) $3 463679
650 2 4 $a Information Storage and Retrieval. $3 464540
650 2 4 $a Algorithm Analysis and Problem Complexity. $3 463701
700 1 $a Douzal-Chouakria, Ahlame. $3 669596
700 1 $a Vilar, Jose A. $3 669597
700 1 $a Marteau, Pierre-Francois. $3 669598
710 2 $a SpringerLink (Online service) $3 463450
773 0 $t Springer eBooks
830 0 $a Lecture notes in computer science ; $v 7103. $3 466200
856 4 0 $u http://dx.doi.org/10.1007/978-3-319-44412-3
950 $a Computer Science (Springer-11645)