LEADER 05027nam 22007815 450 001 9910483006003321 005 20210216211643.0 010 $a3-319-20248-0 024 7 $a10.1007/978-3-319-20248-8 035 $a(CKB)3710000000436905 035 $a(SSID)ssj0001547032 035 $a(PQKBManifestationID)16141142 035 $a(PQKBTitleCode)TC0001547032 035 $a(PQKBWorkID)14796213 035 $a(PQKB)10364439 035 $a(DE-He213)978-3-319-20248-8 035 $a(MiAaPQ)EBC6306484 035 $a(MiAaPQ)EBC5578796 035 $a(Au-PeEL)EBL5578796 035 $a(OCoLC)910937812 035 $a(PPN)186399588 035 $a(EXLCZ)993710000000436905 100 $a20150602d2015 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt 182 $cc 183 $acr 200 10$aMultiple Classifier Systems $e12th International Workshop, MCS 2015, Günzburg, Germany, June 29 - July 1, 2015, Proceedings /$fedited by Friedhelm Schwenker, Fabio Roli, Josef Kittler 205 $a1st ed. 2015. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2015. 215 $a1 online resource (X, 231 p. 40 illus.) 225 1 $aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v9132 300 $aBibliographic Level Mode of Issuance: Monograph 311 $a3-319-20247-2 320 $aIncludes bibliographical references and index. 327 $aA 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. 330 $aThis book constitutes the refereed proceedings of the 12th International Workshop on Multiple Classifier Systems, MCS 2015, held in Günzburg, Germany, in June/July 2015. The 19 revised papers presented were carefully reviewed and selected from 25 submissions. The papers address issues in multiple classifier systems and ensemble methods, including pattern recognition, machine learning, neural network, data mining and statistics. They are organized in topical sections on theory and algorithms and application and evaluation. 410 0$aImage Processing, Computer Vision, Pattern Recognition, and Graphics ;$v9132 606 $aEnsemble learning (Machine learning) 606 $aData mining 606 $aPattern recognition 606 $aOptical data processing 606 $aInformation storage and retrieval 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aPattern Recognition$3https://scigraph.springernature.com/ontologies/product-market-codes/I2203X 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aInformation Storage and Retrieval$3https://scigraph.springernature.com/ontologies/product-market-codes/I18032 615 0$aEnsemble learning (Machine learning) 615 0$aData mining. 615 0$aPattern recognition. 615 0$aOptical data processing. 615 0$aInformation storage and retrieval. 615 14$aData Mining and Knowledge Discovery. 615 24$aPattern Recognition. 615 24$aImage Processing and Computer Vision. 615 24$aInformation Storage and Retrieval. 676 $a006.31 702 $aSchwenker$b Friedhelm$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aRoli$b Fabio$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKittler$b Josef$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910483006003321 996 $aMultiple Classifier Systems$9772217 997 $aUNINA