System and methods for processing biological expression data

Details System and methods for processing biological expression data System and methods for processing biological expression data

2006-09-26

2006-09-26

Paladini, Albert W. (Department: 2125)

Data processing: structural design, modeling, simulation, and em

Modeling by mathematical expression

C705S007380

Reexamination Certificate

active

07113896

ABSTRACT:
A system and method for processing information in a data set that contains samples of at least two classes using an empirical risk minimization model, wherein each sample in the data set has an importance score. In one embodiment, the method includes the step of selecting samples of a first class being labeled with class label +1 and a second class with class label −1, from the data set, prescribing an empirical risk minimization model using the selected samples with an objective function and a plurality of constraints which adequately describes the solution of a classifier to separate the selected samples into the first class and the second class, modifying the empirical risk minimization model to include terms that individually limit the influence of each sample relative to its importance score in the solution of the empirical risk minimization model, and solving the modified empirical risk minimization model to obtain the corresponding classifier to separate the samples into the first class and the second class.

REFERENCES:
patent: 5281840 (1994-01-01), Sarma
patent: 5311426 (1994-05-01), Donohue et al.
patent: 6810368 (2004-10-01), Pednault
Systems Engineering Tools by Harold Chestnut, John Wiley & Sons, 1965, pp. 462 to 467.

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