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PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS

Abstract: 

Optimal parameter estimation requires simultaneous processing of all available measurements.
The complexity of this task may become too large when measurements from two or more multimodal sensor networks are avaliable.
In such cases, fusion of estimates obtained from each data set separately may be practical.
In this paper, we derive the optimal linear combination of the possibly non-linear estimators, and propose sub-optimal weightings.
We analyze the asymptotic performance gain of the first suboptimal approach with respect to the individual optimal estimates.
The theoretical results are supported by simulations.

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Paper Details

Authors:
Inbar Fijalkow, Elad Heiman
Submitted On:
1 March 2017 - 10:06am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Hagit Messer
Paper Code:
4325
Document Year:
2017
Cite

Document Files

HMY_ICASSP2017.pdf

(84 downloads)

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[1] Inbar Fijalkow, Elad Heiman, "PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS", IEEE SigPort, 2017. [Online]. Available: http://sigport.org/1555. Accessed: Nov. 20, 2017.
@article{1555-17,
url = {http://sigport.org/1555},
author = {Inbar Fijalkow; Elad Heiman },
publisher = {IEEE SigPort},
title = {PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS},
year = {2017} }
TY - EJOUR
T1 - PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS
AU - Inbar Fijalkow; Elad Heiman
PY - 2017
PB - IEEE SigPort
UR - http://sigport.org/1555
ER -
Inbar Fijalkow, Elad Heiman. (2017). PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS. IEEE SigPort. http://sigport.org/1555
Inbar Fijalkow, Elad Heiman, 2017. PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS. Available at: http://sigport.org/1555.
Inbar Fijalkow, Elad Heiman. (2017). "PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS." Web.
1. Inbar Fijalkow, Elad Heiman. PARAMETER ESTIMATION FROM HETEROGENEOUS/MULTIMODAL DATA SETS [Internet]. IEEE SigPort; 2017. Available from : http://sigport.org/1555