SYSTEM AND METHOD FOR MODELING STOCHASTIC BEHAVIOR OF A SYSTEM OF N SIMILAR STATISTICAL VARIABLES

Patent №

US 7,848,907

Granted

2010-12-07

Filed 2007

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

2

ml · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11828372

A system and method for modeling stochastic behavior of a system of N similar statistical variables using N uncorrelated/independent random model parameters. More particularly, a system and method of modeling device across chip variations and device mismatch. The method includes modeling stochastic behavior of a system of N similar statistical variables using N uncorrelated/independent random model parameters. The method includes providing a system of N similar statistical variables, wherein each stochastic variable has a same standard deviation. The method further includes partially correlating each and every pair of stochastic variables among N variables, wherein a degree of partial correlation is a same for all pairs of variables. A statistical model is constructed to represent a system of N stochastic variables in which only N independent stochastic model parameters are used. A one-to-one mapping relation exists between N model parameters and the N variables. The method further includes finding unique values of the N model parameters given a set of values of the N variables. Reversely, the method also includes finding the values of the N variables given a set of values of the N model parameters.

Machine learningAI hardwareG06F 30/3308G06F 30/20G06F 2111/08

AI classification

AI hardware1.00
Machine learning0.66
Evolutionary computation0.36
Vision0.00
Planning0.00
Knowledge representation0.00
Speech0.00
Natural language0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 196100739

Assignors

LU, NING

On an employer assignment, the assignors are typically the inventors.

From the same owner

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