This 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
β¦ Table of Contents
Front Matter....Pages -
A Novel Data Representation Based on Dissimilarity Increments....Pages 1-14
Characterizing Multiple Instance Datasets....Pages 15-27
Supervised Learning of Diffusion Distance to Improve Histogram Matching....Pages 28-37
Similarity Analysis from Limiting Quantum Walks....Pages 38-53
Introducing Negative Evidence in Ensemble Clustering Application in Automatic ECG Analysis....Pages 54-69
Dissimilarity Representations for Low-Resolution Face Recognition....Pages 70-83
Deep Metric Learning Using Triplet Network....Pages 84-92
Cluster Merging Based on Dominant Sets....Pages 93-102
An Adaptive Radial Basis Function Kernel for Support Vector Data Description....Pages 103-116
Robust Initialization for Learning Latent Dirichlet Allocation....Pages 117-132
Unsupervised Motion Segmentation Using Metric Embedding of Features....Pages 133-145
Transitive Assignment Kernels for Structural Classification....Pages 146-159
Large Scale Indefinite Kernel Fisher Discriminant....Pages 160-170
Similarity-Based User Identification Across Social Networks....Pages 171-185
Dominant-Set Clustering Using Multiple Affinity Matrices....Pages 186-198
Discovery of Salient Low-Dimensional Dynamical Structure in Neuronal Population Activity Using Hopfield Networks....Pages 199-208
Back Matter....Pages -
β¦ Subjects
Pattern Recognition; Image Processing and Computer Vision; Artificial Intelligence (incl. Robotics); Database Management; Algorithm Analysis and Problem Complexity; Information Systems Applications (incl. Internet)