Gaussian process models for censored sensor readings

IEEE Workshop on Statistical Signal Processing Proceedings

Volumn , Issue , 2007, Pages 665-669

  Ertin, Emre ^a  

^a Ohio State University   (United States)

Author keywords

Censored regression; Gaussian processes; Machine learning; Sensor modeling; Wireless sensor networks

Indexed keywords

CLUSTER ANALYSIS; DATA STRUCTURES; GAUSSIAN DISTRIBUTION; GAUSSIAN NOISE (ELECTRONIC); HYBRID SENSORS; LEARNING SYSTEMS; MATHEMATICAL MODELS; RANDOM PROCESSES; RANDOM VARIABLES; REGRESSION ANALYSIS; ROBOT LEARNING; ROUTING PROTOCOLS; SENSOR NETWORKS; SENSORS; SIGNAL PROCESSING; TECHNICAL PRESENTATIONS; TRELLIS CODES; WIRELESS TELECOMMUNICATION SYSTEMS;

CENSORED REGRESSION; DESIGN OF ALGORITHMS; EFFICIENT SAMPLINGS; EXFILTRATION; GAUSSIAN PROCESSES; INTEGRATING INFORMATIONS; KEY COMPONENTS; MACHINE LEARNING; MODELING TECHNIQUES; NETWORK SERVICES; NORMAL RANDOM VARIABLES; OF SENSORS; PACKET RECEPTIONS; PROBABILISTIC MODELS; PROPAGATION CHARACTERISTICS; SENSOR DATUMS; SENSOR READINGS; WIRELESS PROPAGATIONS;

WIRELESS SENSOR NETWORKS;

EID: 47849085581     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SSP.2007.4301342     Document Type: Conference Paper

References (6)

1. A. Arora, E. Ertin, R. Ramnath, M. Nesterenko, and W. Leal, "Kansei: A high fidelity sensing testbed," Internet Computing, , no. 2, pp. 35-47, 2006.
2. C. Bishop, Pattern Recognition and Machine Learning, Springer, 2006.
3. C. Rasmussen and C. Williams, Gaussian Processes for Machine Learning, MIT Press, 2005.
4. P. Bahl and V. N. Padmanabhan, "RADAR: an in-building rf-based user location an tracking system," in INFOCOM, 2000, pp. 775-784.
5. P. Myllymaki, T. Roos, H. Tirri, P. Misikangas, and J. Sievanen, "A probabilistic approach to wlan user location estimation," in Proc. of the third IEEE Workshop on Wireless LANs, 2001.
6. S. Ray, D. Starobinski, A. Trachtenberg, and R. Ungrangsi, "Robust location detection with sensor networks," IEEE JSAC, vol. 22, 2004.