DocumentCode :
2392534
Title :
A distance measure approximating the mean square metric
Author :
Dasgupta, S.
Author_Institution :
Dept. of Electr. Eng., Temple Univ., Philadelphia, PA, USA
fYear :
1994
fDate :
22-26 Aug 1994
Firstpage :
649
Abstract :
The method of least squares is perhaps the oldest estimation procedure. The justification of choosing this metric is often based on heuristics and has been found to work successfully in many situations. It renders the subsequent problem solving in a mathematically tractable format. This is one of the somewhat stronger reasons for the method attracting diverse applications. However, computation for this estimation is often unnecessarily intensive and the accuracy we are forced to accept, are frequently more than we need. The paper presents a distance measure, which, while keeping the effect of the basic properties of mean square computation somewhat intact, is computationally much simpler and conveniently hardware realizable with faster speed and in general, requiring less real estate on a VLSI chip. In this type of square error measure, we use an appropriate estimate which is a function of position i of mismatch and an m bit difference starting from bit position i of the two numbers. The paper shows how this function is arrived at. The measure proposed, should lead to a hardware implementation ranging from a simple sequential process to a faster highly parallel hardware realization
Keywords :
least mean squares methods; VLSI chip; distance measure; estimation procedure; hardware implementation; highly parallel hardware realization; least squares; mathematically tractable format; mean square computation; mean square metric; sequential process; square error measure; Computer applications; Gaussian processes; Hardware; Integrated circuit measurements; Least squares approximation; Least squares methods; Position measurement; Problem-solving; Semiconductor device measurement; Velocity measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON '94. IEEE Region 10's Ninth Annual International Conference. Theme: Frontiers of Computer Technology. Proceedings of 1994
Print_ISBN :
0-7803-1862-5
Type :
conf
DOI :
10.1109/TENCON.1994.369224
Filename :
369224
Link To Document :
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