Classifying user environment for mobile applications using linear autoencoding of ambient audio

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn V, Issue , 2005, Pages

  Malkin, Robert G ^a   Waibel, Alex ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUDIO ACOUSTICS; BIT ERROR RATE; CLASSIFICATION (OF INFORMATION); LINEAR CONTROL SYSTEMS; NEURAL NETWORKS; SIGNAL ENCODING; STATISTICS;

AUTOENCODERS; CONTEXT AWARENESS; GAUSSIAN MIXTURE MODEL; SAMPLE TASK;

MOBILE TELECOMMUNICATION SYSTEMS;

EID: 33646816773     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2005.1416352     Document Type: Conference Paper

References (14)

1. A. Waibel, H. Steusloff, R. Stiefelhagen, and the CHIL Project Consortium, "CHIL: Computers in the human interaction loop," in International Workshop on Image Analysis for Multimedia Interactive Services, 2004.
2. B. Clarkson and A. Pentland, "Extracting context from environmental audio," in Proceedings of the 2nd International Symposium on Wearable Computers, 1998.
3. B. Clarkson et. al., "Auditory context awareness via wearable computing," in Proceedings of the Perceptual User Interfaces Workshop, 1998.
4. B. Clarkson and A. Pentland, "Unsupervised clustering of ambulatory audio and video," in Proceedings of the International Conference on Acoustics, Speech, and Signal Processing, 1999.
5. B. Clarkson and A. Pentland, "Framing through peripheral perception," in Proceedings of the International Conference on Image Processing, 2000.
6. B. Clarkson, Life Patterns: Structure from Wearable Sensors, Ph.D. thesis, MIT, 2002.
7. D. Ellis and K.S. Lee, "Minimal-impact audio-based personal archives," in First ACM Workshop on Continuous Archiving and Recording of Personal Experiences, 2004.
8. M.S. Lewicki, "Efficient coding of natural sounds," Nature Neuroscience, 2002.
9. A.J. Bell and T.J. Sejnowksi, "The 'indepdendent components' of natural scenes are edge filters," Vision Research, 1997.
10. H.B. Barlow, "Possible principles underlying the transformation of sensory messages," in Sensory Communication, W.A. Rosenbluth, Ed. MIT Press, 1961.
11. J.J. Atick, "Could information theory provide an ecological theory of sensory processing?," Network: Computation in Neural Systems, 1992.
12. R. Duda, P. Hart, and D. Stork, Pattern Classification, John Wiley and Sons, 2001.
13. J. Hertz, A. Krogh, and R. Palmer, Introduction to the Theory of Neural Computation, Perseus Books Publishing, 1991.
14. T.M. Martinez and K.J. Schulten, Artificial Neural Networks, chapter A "Neural-Gas" Network Learns Topologies, North-Holland, 1991.