國立高雄大學圖資館 |

Language: English

Back

Multiple classifier systems12th Inte...

(1998 :)

Multiple classifier systems12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings /

Record Type:	Electronic resources : Monograph/item
Title/Author:	Multiple classifier systemsedited by Friedhelm Schwenker, Fabio Roli, Josef Kittler.
Reminder of title:	12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings /
remainder title:	MCS 2015
other author:	Schwenker, Friedhelm.
corporate name:
Published:	Cham :Springer International Publishing :2015.
Description:	x, 231 p. :ill., digital ;24 cm.
Contained By:	Springer eBooks
Subject:	Machine learningCongresses.
Online resource:	http://dx.doi.org/10.1007/978-3-319-20248-8
ISBN:	9783319202488 (electronic bk.)

Multiple classifier systems12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings /
Multiple classifier systems12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings /[electronic resource] :MCS 2015edited by Friedhelm Schwenker, Fabio Roli, Josef Kittler. - Cham :Springer International Publishing :2015. - x, 231 p. :ill., digital ;24 cm. - Lecture notes in computer science,91320302-9743 ;. - Lecture notes in computer science ;4891..

A Novel Bagging Ensemble Approach for Variable Ranking and Selection for Linear Regression Models -- A Hierarchical Ensemble Method for DAG-Structured Taxonomies -- Diversity Measures and Margin Criteria in Multi-class Majority Vote Ensemble -- Fractional Programming Weighted Decoding for Error-Correcting Output Codes -- Instance-Based Decompositions of Error Correcting Output Codes -- Pruning Bagging Ensembles with Metalearning -- Multi-label Selective Ensemble -- Supervised Selective Combination of Diverse Object-Representation Modalities for Regression Estimation -- Detecting Ordinal Class Structures -- Calibrating AdaBoost for Asymmetric Learning -- Building Classifier Ensembles Using Greedy Graph Edit Distance -- Measuring the Stability of Feature Selection with Applications to Ensemble Methods -- Suboptimal Graph Edit Distance Based on Sorted Local Assignments -- Multimodal PLSA for Movie Genre Classification -- One-and-a-Half-Class Multiple Classifier Systems for Secure Learning Against Evasion Attacks at Test Time -- An Experimental Study on Combining Binarization Techniques and Ensemble Methods of Decision Trees -- Decision Tree-Based Multiple Classifier Systems: An FPGA Perspective -- An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles -- Bio-Visual Fusion for Person Independent Recognition of Pain Intensity.

This book constitutes the refereed proceedings of the 12th International Workshop on Multiple Classifier Systems, MCS 2015, held in Gunzburg, Germany, in June/July 2015. The 19 revised papers presented were carefully reviewed and selected from 25 submissions. The papers address issues in multiple classifier systems and ensemble methods, including pattern recognition, machine learning, neural network, data mining and statistics. They are organized in topical sections on theory and algorithms and application and evaluation.

ISBN: 9783319202488 (electronic bk.)

Standard No.: 10.1007/978-3-319-20248-8doiSubjects--Topical Terms:

384498
Machine learning
--Congresses.

LC Class. No.: Q325.5

Dewey Class. No.: 006.31

Multiple classifier systems12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings /
LDR:03057nmm a2200349 a 4500 001 471324
003 DE-He213
005 20160119142611.0
006 m d
007 cr nn 008maaau
008 160223s2015 gw s 0 eng d
020 $a 9783319202488 (electronic bk.)
020 $a 9783319202471 (paper)
024 7 $a 10.1007/978-3-319-20248-8 $2 doi
035 $a 978-3-319-20248-8
040 $a GP $c GP
041 0 $a eng
050 4 $a Q325.5
072 7 $a UNF $2 bicssc
072 7 $a UYQE $2 bicssc
072 7 $a COM021030 $2 bisacsh
082 0 4 $a 006.31 $2 23
090 $a Q325.5 $b .M478 2015
111 2 $n (3rd : $d 1998 : $c Amsterdam, Netherlands) $3 194767
245 1 0 $a Multiple classifier systems $h [electronic resource] : $b 12th International Workshop, MCS 2015, Gunzburg, Germany, June 29 - July 1, 2015 : proceedings / $c edited by Friedhelm Schwenker, Fabio Roli, Josef Kittler.
246 3 $a MCS 2015
260 $a Cham : $b Springer International Publishing : $b Imprint: Springer, $c 2015.
300 $a x, 231 p. : $b ill., digital ; $c 24 cm.
490 1 $a Lecture notes in computer science, $x 0302-9743 ; $v 9132
505 0 $a A Novel Bagging Ensemble Approach for Variable Ranking and Selection for Linear Regression Models -- A Hierarchical Ensemble Method for DAG-Structured Taxonomies -- Diversity Measures and Margin Criteria in Multi-class Majority Vote Ensemble -- Fractional Programming Weighted Decoding for Error-Correcting Output Codes -- Instance-Based Decompositions of Error Correcting Output Codes -- Pruning Bagging Ensembles with Metalearning -- Multi-label Selective Ensemble -- Supervised Selective Combination of Diverse Object-Representation Modalities for Regression Estimation -- Detecting Ordinal Class Structures -- Calibrating AdaBoost for Asymmetric Learning -- Building Classifier Ensembles Using Greedy Graph Edit Distance -- Measuring the Stability of Feature Selection with Applications to Ensemble Methods -- Suboptimal Graph Edit Distance Based on Sorted Local Assignments -- Multimodal PLSA for Movie Genre Classification -- One-and-a-Half-Class Multiple Classifier Systems for Secure Learning Against Evasion Attacks at Test Time -- An Experimental Study on Combining Binarization Techniques and Ensemble Methods of Decision Trees -- Decision Tree-Based Multiple Classifier Systems: An FPGA Perspective -- An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles -- Bio-Visual Fusion for Person Independent Recognition of Pain Intensity.
520 $a This book constitutes the refereed proceedings of the 12th International Workshop on Multiple Classifier Systems, MCS 2015, held in Gunzburg, Germany, in June/July 2015. The 19 revised papers presented were carefully reviewed and selected from 25 submissions. The papers address issues in multiple classifier systems and ensemble methods, including pattern recognition, machine learning, neural network, data mining and statistics. They are organized in topical sections on theory and algorithms and application and evaluation.
650 0 $a Machine learning $v Congresses. $3 384498
650 0 $a Neural networks (Computer science) $3 181982
650 0 $a Pattern perception $v Congresses. $3 387175
650 1 4 $a Computer Science. $3 212513
650 2 4 $a Data Mining and Knowledge Discovery. $3 275288
650 2 4 $a Pattern Recognition. $3 273706
650 2 4 $a Image Processing and Computer Vision. $3 274051
650 2 4 $a Information Storage and Retrieval. $3 274190
700 1 $a Schwenker, Friedhelm. $3 279818
700 1 $a Roli, Fabio. $3 285097
700 1 $a Kittler, Josef. $3 280107
710 2 $a SpringerLink (Online service) $3 273601
773 0 $t Springer eBooks
830 0 $a Lecture notes in computer science ; $v 4891. $3 383229
856 4 0 $u http://dx.doi.org/10.1007/978-3-319-20248-8
950 $a Computer Science (Springer-11645)