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020 _a9783319242613
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024 7 _a10.1007/978-3-319-24261-3
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245 1 0 _aSimilarity-Based Pattern Recognition
_h[electronic 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.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2015.
300 _aVIII, 229 p. 78 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
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_2rdamedia
338 _aonline resource
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490 1 _aImage Processing, Computer Vision, Pattern Recognition, and Graphics,
_x3004-9954 ;
_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 _aPattern recognition systems.
_93953
650 0 _aComputer vision.
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650 0 _aArtificial intelligence.
_93407
650 0 _aDatabase management.
_93157
650 0 _aAlgorithms.
_93390
650 0 _aApplication software.
_9105475
650 1 4 _aAutomated Pattern Recognition.
_931568
650 2 4 _aComputer Vision.
_9105477
650 2 4 _aArtificial Intelligence.
_93407
650 2 4 _aDatabase Management.
_93157
650 2 4 _aAlgorithms.
_93390
650 2 4 _aComputer and Information Systems Applications.
_9105480
700 1 _aFeragen, Aasa.
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700 1 _aPelillo, Marcello.
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700 1 _aLoog, Marco.
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776 0 8 _iPrinted edition:
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776 0 8 _iPrinted edition:
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830 0 _aImage Processing, Computer Vision, Pattern Recognition, and Graphics,
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856 4 0 _uhttps://doi.org/10.1007/978-3-319-24261-3
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