Accuracy Estimation for Sensor Systems

IEEE Transactions on Mobile Computing

Volumn 14, Issue 7, 2015, Pages 1330-1343

  Wen, Hongkai ^a   Xiao, Zhuoling ^a   Markham, Andrew ^a   Trigoni, Niki ^a  

^a UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

Accuracy estimation; sensor systems

Indexed keywords

ECONOMIC AND SOCIAL EFFECTS; SENSOR NETWORKS;

ACCURACY ESTIMATION; APPLICATION SCENARIO; APPLICATION SPECIFIC; ESTIMATION APPROACHES; MEASURE OF UNCERTAINTY; SENSING APPLICATIONS; SENSOR SYSTEMS; UNCERTAIN MEASUREMENTS;

UNCERTAINTY ANALYSIS;

EID: 84961572767     PISSN: 15361233     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMC.2014.2352262     Document Type: Article

References (30)

1. V. Moghtadaiee, A. Dempster, and S. Lim, "Indoor localization using fm radio signals: A fingerprinting approach," in Proc. Indoor Positioning Indoor Navigation, 2011, pp. 1-7.
2. J. Huang, D. Millman, M. Quigley, D. Stavens, S. Thrun, and A. Aggarwal, "Efficient, generalized indoor wifi graphslam," in Proc. Int. Conf. Robot. Automat., 2011, pp. 1038-1043.
3. D. Wang, L. Kaplan, H. Le, and T. Abdelzaher, "On truth discovery in social sensing: A maximum likelihood estimation approach," in Proc. Int. Conf. Inf. Process. Sensor Netw., 2012, pp. 233-244.
4. D. Wang, T. Abdelzaher, L. Kaplan, and C. Aggarwal, "Recursive fact-finding: A streaming approach to truth estimation in crowdsourcing applications," in Proc. ICDCS, 2013, pp. 530-539.
5. D. Wang, L. Kaplan, and T. F. Abdelzaher, "Maximum likelihood analysis of conflicting observations in social sensing," ACM Trans. Sen. Netw., vol. 10, no. 2, pp. 30:1-30:27, 2014.
6. H. Wen, Z. Xiao, N. Trigoni, and P. Blunsom, "On assessing the accuracy of positioning systems in indoor environments," in Proc. Wireless Sensor Netw., 2013, pp. 1-17.
7. D. Hasenfratz, O. Saukh, and L. Thiele, "Model-driven accuracy bounds for noisy sensor readings," in Proc. DCoSS, 2013, pp. 165-174.
8. L. Reznik and V. Kreinovich, "Fuzzy and probabilistic models of association information in sensor networks," in Proc. FUZZ-IEEE, 2004, pp. 185-189.
9. E. Elnahrawy and B. Nath, "Cleaning and querying noisy sensors," in Proc. Wireless Sensor Netw. Appl., 2003, pp. 78-87.
10. C. Rasmussen and C. Williams, Gaussian Processes for Machine Learning, vol. 1. Cambridge, MA, USA: MIT Press, 2006.
11. E. Pacuit, "Voting methods," in The Stanford Encyclopedia of Philosophy, Metaphysics Research Lab, Stanford University, Stanford, CA, USA, Winter 2012 ed., 2012.
12. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the em algorithm," J. Roy. Statist. Soc.. Series B (Methodological), vol. 39, no. 1, pp. 1-38, 1977.
13. E. Süli and D. F. Mayers, An Introduction to Numerical Analysis,. Cambridge, U.K.: Cambridge Unive. Press, 2003.
14. A. P. Pentland, "Interpolation using wavelet bases," IEEE Trans. Pattern Anal. Mach. Intell., vol. 16, no. 4, pp. 410-414, Apr. 1994.
15. S. Madden. (2004). Intel lab data. [Online]. Available: http://db. csail.mit.edu/labdata/labdata.html
16. N. Cressie. (1990). The origins of kriging. Mathematical Geology, vol. 22, pp. 239-252. [Online]. Available: http://dx.doi.org/ 10.1007/BF00889887
17. M. A. Osborne, S. J. Roberts, A. Rogers, and N. R. Jennings, "Realtime information processing of environmental sensor network data using bayesian gaussian processes," ACM Trans. Sen. Netw., vol. 9, no. 1, pp. 1:1-1:32, 2012.
18. B. Hummel, "Map matching for vehicle guidance," in Dynamic and Mobile GIS: Investigating Space and Time. Boca Raton, FL, USA: CRC Press, 2006.
19. J. Krumm, J. Letchner, and E. Horvitz, "Map matching with travel time constraints," in Proc. SAE World Congr., 2007, pp. 1-7.
20. A. Thiagarajan, L. Ravindranath, K. LaCurts, S. Madden, H. Balakrishnan, S. Toledo, and J. Eriksson, "Vtrack: Accurate, energy-aware road traffic delay estimation using mobile phones," in Proc. SenSys, 2009, pp. 85-98.
21. P. Newson and J. Krumm, "Hidden markov map matching through noise and sparseness," in Proc. ACM SIGSPATIAL Int. Conf. Adv. Geographic Inf. Syst., 2009, pp. 336-343.
22. J. Biagioni, T. Gerlich, T. Merrifield, and J. Eriksson, "Easytracker: Automatic transit tracking, mapping, and arrival time prediction using smartphones," in Proc. SenSys, 2011, pp. 68-81.
23. A. Thiagarajan, L. Ravindranath, H.Balakrishnan, S. Madden, and L. Girod, "Accurate, low-energy trajectory mapping for mobile devices," in Proc. 8th USENIX Conf. Netw. Syst. Design Implementation, 2011, pp. 267-280.
24. D. Fox, J. Hightower, L. Liao, D. Schulz, and G. Borriello, "Bayesian filtering for location estimation," in Proc. IEEE Pervasive Comput., 2003, pp. 24-33.
25. J. Schmid, F. Beutler, B. Noack, U. Hanebeck, and K. D. Müller-Glaser, "An experimental evaluation of position estimation methods for person localization in wireless sensor networks," in Proc. Wireless Sensor Netw., vol. 6567, pp. 147-162, 2011.
26. J. M. Kleinberg, "Authoritative sources in a hyperlinked environment," J. ACM, vol. 46, no. 5, pp. 604-632, 1999.
27. X. Yin, J. Han, and P. Yu, "Truth discovery with multiple conflicting information providers on the web," in Proc. IEEE Trans. Knowl. Data Eng., 2007, pp. 796-808.
28. J. Pasternack and D. Roth, "Knowing what to believe (when you already know something)," in Proc. 23rd Int. Conf. Comput. Linguistics, 2010, pp. 877-885.
29. D. Wang, T. Abdelzaher, H. Ahmadi, J. Pasternack, D. Roth, M. Gupta, J. Han, O. Fatemieh, H. Le, and C. Aggarwal, "On bayesian interpretation of fact-finding in information networks," in Proc. FUSION, 2011, pp. 1-8.
30. D. Wang, H. Ahmadi, T. Abdelzaher, H. Chenji, R. Stoleru, and C. Aggarwal, "Optimizing quality-of-information in cost-sensitive sensor data fusion," in Proc. DCoSS, 2011, pp. 1-8.