Detection and Identification of Rare Audio-visual Cues by Daphna WeinshallDetection and Identification of Rare Audio-visual Cues by Daphna Weinshall

Detection and Identification of Rare Audio-visual Cues

byDaphna WeinshallEditorJörn Anemüller, Luc van Gool

Paperback | November 30, 2013

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Machine learning builds models of the world using training data from the application domain and prior knowledge about the problem. The models are later applied to future data in order to estimate the current state of the world. An implied assumption is that the future is stochastically similar to the past. The approach fails when the system encounters situations that are not anticipated from the past experience. In contrast, successful natural organisms identify new unanticipated stimuli and situations and frequently generate appropriate responses.

The observation described above lead to the initiation of the DIRAC EC project in 2006. In 2010 a workshop was held, aimed to bring together researchers and students from different disciplines in order to present and discuss new approaches for identifying and reacting to unexpected events in information-rich environments. This book includes a summary of the achievements of the DIRAC project in chapter 1, and a collection of the papers presented in this workshop in the remaining parts. 

Title:Detection and Identification of Rare Audio-visual CuesFormat:PaperbackDimensions:192 pagesPublished:November 30, 2013Publisher:Springer-Verlag/Sci-Tech/TradeLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3642269729

ISBN - 13:9783642269721

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Table of Contents

Introduction.- The DIRAC project.- The detection of incongruent events, project survey and algorithms.- Alternative frameworks to detect meaningful novel events.- Dealing with meaningful novel events, what to do after detection.- How biological systems deal with novel and incongruent events.