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  • The rapid development of ad-hoc wireless networks, sensor networks and similar calls for efficient estimation of common parameters of a linear or nonlinear model used to describe the operating environment. Therefore, the theory of collaborative distributed estimation has attained a very considerable focus in the past decade, however, mostly in the classical deterministic realm. We conjecture, that the consistent and versatile Bayesian decision making framework, whose applications range from the basic probability counting up to the nonlinear estimation theory, can significantly contribute to the distributed estimation theory. The limited extent of the paper allows to address the considered problem only very superficially and shortly. Therefore, we are forced to leave the rigorous approach in favor of a short survey indicating the arising possibilities appealing to the non- Bayesian literature.
  • The rapid development of ad-hoc wireless networks, sensor networks and similar calls for efficient estimation of common parameters of a linear or nonlinear model used to describe the operating environment. Therefore, the theory of collaborative distributed estimation has attained a very considerable focus in the past decade, however, mostly in the classical deterministic realm. We conjecture, that the consistent and versatile Bayesian decision making framework, whose applications range from the basic probability counting up to the nonlinear estimation theory, can significantly contribute to the distributed estimation theory. The limited extent of the paper allows to address the considered problem only very superficially and shortly. Therefore, we are forced to leave the rigorous approach in favor of a short survey indicating the arising possibilities appealing to the non- Bayesian literature. (en)
Title
  • Towards Distributed Bayesian Estimation A Short Note on Selected Aspects
  • Towards Distributed Bayesian Estimation A Short Note on Selected Aspects (en)
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  • Towards Distributed Bayesian Estimation A Short Note on Selected Aspects
  • Towards Distributed Bayesian Estimation A Short Note on Selected Aspects (en)
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  • RIV/67985556:_____/11:00368319!RIV12-AV0-67985556
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  • P(GA102/08/0567), Z(AV0Z10750506)
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  • 235619
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  • RIV/67985556:_____/11:00368319
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  • efficient estimation; a linear or nonlinear model; distributed estimation; Bayesian decision making (en)
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  • [8C36A6E5AB5E]
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  • Sierra Nevada
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  • Prague
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  • The 2nd International Workshop od Decision Making with Multiple Imperfect Decision Makers. Held in Conjunction with the 25th Annual Conference on Neural Information Processing Systems (NIPS 2011)
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  • Dedecius, Kamil
  • Sečkárová, Vladimíra
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number of pages
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  • 978-80-903834-6-3
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