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020 _a9783319242613
_9978-3-319-24261-3
024 7 _a10.1007/978-3-319-24261-3
_2doi
035 _ato000560834
040 _aSpringer
_cSpringer
_dRU-ToGU
050 4 _aQ337.5
050 4 _aTK7882.P3
072 7 _aUYQP
_2bicssc
072 7 _aCOM016000
_2bisacsh
082 0 4 _a006.4
_223
245 1 0 _aSimilarity-Based Pattern Recognition
_helectronic resource
_bThird International Workshop, SIMBAD 2015, Copenhagen, Denmark, October 12-14, 2015. Proceedings /
_cedited by Aasa Feragen, Marcello Pelillo, Marco Loog.
250 _a1st ed. 2015.
260 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aVIII, 229 p. 78 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aLecture Notes in Computer Science,
_x0302-9743 ;
_v9370
505 0 _aA Novel Data Representation based on a Second-Order Dissimilarity Measure -- Characterizing Multiple Instance Datasets -- Supervised learning of diffiusion distance to improve histogram matching -- Similarity Analysis from Limiting Quantum Walks -- Introducing Negative Evidence in Ensemble Clustering -- Dissimilarity representations for low-resolution face recognition -- Deep metric learning using Triplet network -- Cluster Merging Based on Dominant Sets -- An Adaptive Radial Basis Function Kernel for Support Vector Data Description -- Robust initialization for learning Latent Dirichlet Allocation -- Unsupervised Motion Segmentation Using Metric Embedding of Features -- Transitive Assignment Kernels for Structural Classification -- Large scale Indefinite Kernel Fisher Discriminant -- Similarity-based User Identification across Social Networks -- Dominant-Set Clustering Using Multiple Affinity Matrices -- Distance-Based Network Recovery under Feature Correlation -- Discovery of salient low-dimensional dynamical structure using Hopfield Networks -- On Geodesic Exponential Kernels -- A Matrix Factorization Approach to Graph Compression -- A Geometrical Approach to Find Corresponding Patches in 3D Medical Surfaces -- Similarities, SDEs, and Most Probable Paths -- Can the optimum similarity matrix be selected before clustering for graph-based approaches? -- Approximate spectral clustering with utilized similarity information fusing geodesic based hybrid distance measures.
520 _aThis book constitutes the proceedings of the Third International Workshop on Similarity Based Pattern Analysis and Recognition, SIMBAD 2015, which was held in Copenahgen, Denmark, in October 2015. The 15 full and 8 short papers presented were carefully reviewed and selected from 30 submissions.The workshop focus on problems, techniques, applications, and perspectives: from supervised to unsupervised learning, from generative to discriminative models, and from theoretical issues to empirical validations.
650 0 _aComputer Science.
_9155490
650 0 _aAlgorithms.
_9304813
650 0 _aDatabase management.
_9566224
650 0 _aArtificial intelligence.
_9274099
650 0 _aImage Processing.
_9304128
650 0 _aPattern Recognition.
_9304129
650 1 4 _aComputer Science.
_9155490
650 2 4 _aPattern Recognition.
_9304129
650 2 4 _aImage Processing and Computer Vision.
_9303601
650 2 4 _aArtificial Intelligence (incl. Robotics).
_9274102
650 2 4 _aDatabase Management.
_9566226
650 2 4 _aAlgorithm Analysis and Problem Complexity.
_9303732
650 2 4 _aInformation Systems Applications (incl. Internet).
_9299051
700 1 _aFeragen, Aasa.
_eeditor.
_9467637
700 1 _aPelillo, Marcello.
_eeditor.
_9413503
700 1 _aLoog, Marco.
_eeditor.
_9326979
710 2 _aSpringerLink (Online service)
_9143950
773 0 _tSpringer eBooks
830 0 _aLecture Notes in Computer Science,
_9279505
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-24261-3
912 _aZDB-2-SCS
912 _aZDB-2-LNC
999 _c415285