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Partially Supervised Learning

First IAPR TC3 Workshop, PSL 2011, Ulm, Germany, September 15-16, 2011, Revised Selected Papers

Friedhelm Schwenker, Edmondo Trentin (Herausgeber)

Buch | Softcover

X, 159 Seiten

2012 | 2012
Springer Berlin (Verlag)
978-3-642-28257-7 (ISBN)

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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.

Erscheint lt. Verlag	14.2.2012
Reihe/Serie	Lecture Notes in Artificial Intelligence
Reihe/Serie	Lecture Notes in Computer Science
Zusatzinfo	X, 159 p.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	251 g
Themenwelt	Mathematik / Informatik ► Informatik ► Datenbanken
	Informatik ► Grafik / Design ► Digitale Bildverarbeitung
	Informatik ► Theorie / Studium ► Algorithmen
	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Naturwissenschaften ► Biologie
Schlagworte	Algorithm analysis and problem complexity • higher education • Neural networks • pattern recognition • self organizing maps • Web application
ISBN-10	3-642-28257-1 / 3642282571
ISBN-13	978-3-642-28257-7 / 9783642282577
Zustand	Neuware