Determinantal Point Processes for Machine Learning: 16 (Foundations and Trends® in Machine Learning) - Softcover

Kulesza, Alex; Taskar, Ben

 
9781601986283: Determinantal Point Processes for Machine Learning: 16 (Foundations and Trends® in Machine Learning)
Softcover
ISBN 10: 1601986289 ISBN 13: 9781601986283
Verlag: Now Publishers Inc, 2012

Inhaltsangabe

Determinantal point processes (DPPs) are elegant probabilistic models of repulsion that arise in quantum physics and random matrix theory. In contrast to traditional structured models like Markov random fields, which become intractable and hard to approximate in the presence of negative correlations, DPPs offer efficient and exact algorithms for sampling, marginalization, conditioning, and other inference tasks.While they have been studied extensively by mathematicians, giving rise to a deep and beautiful theory, DPPs are relatively new in machine learning. Determinantal Point Processes for Machine Learning provides a comprehensible introduction to DPPs, focusing on the intuitions, algorithms, and extensions that are most relevant to the machine learning community, and shows how DPPs can be applied to real-world applications like finding diverse sets of high-quality search results, building informative summaries by selecting diverse sentences from documents, modeling non-overlapping human poses in images or video, and automatically building timelines of important news stories. It presents the general mathematical background to DPPs along with a range of modeling extensions, efficient algorithms, and theoretical results that aim to enable practical modeling and learning.

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Über die Autorin bzw. den Autor

Charlotte y Peter Fiell son dos autoridades en historia, teoría y crítica del diseño y han escrito más de sesenta libros sobre la materia, muchos de los cuales se han convertido en éxitos de ventas. También han impartido conferencias y cursos como profesores invitados, han comisariado exposiciones y asesorado a fabricantes, museos, salas de subastas y grandes coleccionistas privados de todo el mundo. Los Fiell han escrito numerosos libros para TASCHEN, entre los que se incluyen 1000 Chairs, Diseño del siglo XX, El diseño industrial de la A a la Z, Scandinavian Design y Diseño del siglo XXI.

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Verlag
Now Publishers Inc
Erscheinungsdatum
2012
Sprache
Englisch
ISBN 10 
1601986289
ISBN 13 
9781601986283
Einband
Tapa blanda
Anzahl der Seiten
178
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar