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"This book constitutes thoroughly refereed revised selected papers from the First IAPR TC3 Workshop on Partially Supervised Learning, PSL 2011, held in Ulm, Germany, in September 2011. The 14 papers presented in this volume were carefully reviewed and selected for inclusion in the book, which also includes 3 invited talks. PSL 2011 dealt with methodological issues as well as real-world applications of PSL. The main methodological issues were, combination of supervised and unsupervised learning, diffusion learning, semi-supervised classification, regression, and clustering, learning with deep architectures, active learning, PSL with vague, fuzzy, or uncertain teaching signals, learning, or statistical pattern recognition, and PSL in cognitive systems. Applications of PSL included, image and signal processing, multi-modal information processing, sensor/information fusion, human computer interaction, data mining and Web mining, forensic anthropology, and bioinformatics."

"This book constitutes the refereed proceedings of the 5th INNS IAPR TC3 GIRPR International Workshop on Artificial Neural Networks in Pattern Recognition, ANNPR 2012, held in Trento, Italy, in September 2012. The 21 revised full papers presented were carefully reviewed and selected for inclusion in this volume. They cover a large range of topics in the field of neural network- and machine learning-based pattern recognition presenting and discussing the latest research, results, and ideas in these areas."