Computational Analysis of Sound Scenes and Events

This book presents computational methods for extracting the useful information from audio signals, collecting the state of the art in the field of sound event and scene analysis. The authors cover the entire procedure for developing such methods, ranging from data acquisition and labeling, through t...

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Bibliographic Details
Corporate Author: SpringerLink (Online service)
Other Authors: Virtanen, Tuomas (Editor), Plumbley, Mark D. (Editor), Ellis, Dan (Editor)
Format: e-Book
Language:English
Published: Cham : Springer International Publishing : 2018.
Imprint: Springer,
Edition:1st ed. 2018.
Subjects:
Signal processing.
Acoustical engineering.
Social sciences > Data processing.
User interfaces (Computer systems).
Human-computer interaction.
Signal, Speech and Image Processing.
Engineering Acoustics.
Computer Application in Social and Behavioral Sciences.
User Interfaces and Human Computer Interaction.
Online Access:Full-text access
Table of Contents:
  • Introduction to sound scene and event analysis.- The Machine Learning Approach for Analysis of Sound Scenes and Events
  • Acoustics and psychacoustics of sound scenes and events
  • Acoustic features for environmental sound analysis
  • Statistical Methods for Scene and Event Classification
  • Datasets and evaluation
  • Everyday Sound Categorization
  • Approaches to complex sound scene analysis
  • Multiview approaches to event detection and scene analysis
  • Sound sharing and retrieval
  • Computational bioacoustic scene analysis
  • Audio Event Recognition in the Smart Home
  • Sound Analysis in Smart Cities
  • Future Perspective
  • Index.

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