TY - GEN
T1 - On information, estimation and lookahead
AU - Venkat, Kartik
AU - Weissman, Tsachy
AU - Carmon, Yair
AU - Shamai, Shlomo
PY - 2012
Y1 - 2012
N2 - We consider mean squared estimation with lookahead of a continuous-time signal corrupted by additive white Gaussian noise. We investigate the connections between lookahead in estimation, and information under this model. We show that the mutual information rate function, i.e., the mutual information rate as function of the signal-to-noise ratio (SNR) does not in general determine the mean squared error with fixed finite lookahead, in contrast to the special cases with 0 and infinite lookahead (filtering and smoothing errors), respectively, which were previously established in the literature. Independently, we define the notion of information utility of finite lookahead, and characterize properties of the same. We also establish a new expectation identity under a generalized observation model (where the Gaussian channel has an SNR jump at t = 0), capturing the tradeoff between lookahead and SNR.
AB - We consider mean squared estimation with lookahead of a continuous-time signal corrupted by additive white Gaussian noise. We investigate the connections between lookahead in estimation, and information under this model. We show that the mutual information rate function, i.e., the mutual information rate as function of the signal-to-noise ratio (SNR) does not in general determine the mean squared error with fixed finite lookahead, in contrast to the special cases with 0 and infinite lookahead (filtering and smoothing errors), respectively, which were previously established in the literature. Independently, we define the notion of information utility of finite lookahead, and characterize properties of the same. We also establish a new expectation identity under a generalized observation model (where the Gaussian channel has an SNR jump at t = 0), capturing the tradeoff between lookahead and SNR.
UR - http://www.scopus.com/inward/record.url?scp=84875738261&partnerID=8YFLogxK
U2 - https://doi.org/10.1109/Allerton.2012.6483367
DO - https://doi.org/10.1109/Allerton.2012.6483367
M3 - منشور من مؤتمر
SN - 9781467345385
T3 - 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012
SP - 1292
EP - 1299
BT - 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012
T2 - 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012
Y2 - 1 October 2012 through 5 October 2012
ER -