Title :
Analog CMOS design of the incremental credit assignment (ICRA) scheme for time series classification
Author :
Vlassis, S. ; Siskos, S. ; Hatzopoulos, A. ; Petridis, V. ; Kehagias, A.
Author_Institution :
Aristotelian Univ. of Thessaloniki, Greece
fDate :
31 May-3 Jun 1998
Abstract :
The Incremental CRedit Assignment (ICRA) scheme has been introduced and its application to time series classification has been shown by simulation results. In this work an analog CMOS design of its decision module is described and its characteristics are given. The performance of the analog CMOS circuit was according to the theoretical simulations and the results obtained were very promising for the application of the circuit in practical classification problems, like speech recognition
Keywords :
CMOS analogue integrated circuits; VLSI; analogue processing circuits; neural chips; time series; VLSI; analog CMOS design; classification problems; decision module; incremental credit assignment; neural nets; speech recognition; time series classification; Bayesian methods; Circuits; Clocks; Convergence; Equations; Feedforward neural networks; Neural networks; Neurons; Predictive models; Timing;
Conference_Titel :
Circuits and Systems, 1998. ISCAS '98. Proceedings of the 1998 IEEE International Symposium on
Conference_Location :
Monterey, CA
Print_ISBN :
0-7803-4455-3
DOI :
10.1109/ISCAS.1998.706930
