Optimal cost allocation in centralized and decentralized detection problems
buir.contributor.author | Gezici, Sinan | |
dc.contributor.author | Laz, Eray | en_US |
dc.contributor.author | Gezici, Sinan | en_US |
dc.coverage.spatial | Edinburgh, UK | en_US |
dc.date.accessioned | 2018-04-12T11:48:17Z | |
dc.date.available | 2018-04-12T11:48:17Z | |
dc.date.issued | 2016 | en_US |
dc.department | Department of Electrical and Electronics Engineering | en_US |
dc.description | Date of Conference: 3-6 July 2016 | en_US |
dc.description | Conference Name: IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2016 | en_US |
dc.description.abstract | The optimal cost allocation problem is proposed for centralized and decentralized detection systems in the presence of cost constrained measurements, where the aim is to minimize the probability of error of a given detection system under a total cost constraint. The probability of error expressions are obtained for centralized and decentralized detection systems, and the optimal cost allocation strategies are provided. In addition, special cases are investigated in the presence of Gaussian observations and measurement noise. The solutions of the proposed problems specify the optimal allocation of the cost budget among various measurement devices (sensors) to achieve the optimum detection performance. Numerical examples are presented to discuss the implications of the results. | en_US |
dc.description.provenance | Made available in DSpace on 2018-04-12T11:48:17Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 179475 bytes, checksum: ea0bedeb05ac9ccfb983c327e155f0c2 (MD5) Previous issue date: 2016 | en |
dc.identifier.doi | 10.1109/SPAWC.2016.7536845 | en_US |
dc.identifier.uri | http://hdl.handle.net/11693/37695 | |
dc.language.iso | English | en_US |
dc.publisher | IEEE | en_US |
dc.relation.isversionof | http://dx.doi.org/10.1109/SPAWC.2016.7536845 | en_US |
dc.source.title | Proceedings of the IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2016 | en_US |
dc.subject | (De)centralized detection | en_US |
dc.subject | Bayes risk | en_US |
dc.subject | Hypothesis testing | en_US |
dc.subject | Measurement cost | en_US |
dc.subject | Sensor network | en_US |
dc.title | Optimal cost allocation in centralized and decentralized detection problems | en_US |
dc.type | Conference Paper | en_US |
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