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Chapter and Conference Paper
Sampling Defective Pathways in Phenotype Prediction Problems via the Holdout Sampler
In this paper, we introduce the holdout sampler to find the defective pathways in high underdetermined phenotype prediction problems. This sampling algorithm is inspired by the bootstrap** procedure used in ...
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Chapter and Conference Paper
Sampling Defective Pathways in Phenotype Prediction Problems via the Fisher’s Ratio Sampler
In this paper, we introduce the Fisher’s ratio sampler that serves to unravel the defective pathways in highly underdetermined phenotype prediction problems. This sampling algorithm first selects the most disc...
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Chapter and Conference Paper
Comparison of Different Sampling Algorithms for Phenotype Prediction
In this paper, we compare different sampling algorithms used for identifying the defective pathways in highly underdetermined phenotype prediction problems. The first algorithm (Fisher’s ratio sampler) selects...
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Chapter and Conference Paper
Design of Biomedical Robots for the Analysis of Cancer, Neurodegenerative and Rare Diseases
Studies of genomics make use of high throughput technology to discover and characterize genes associated with cancer and other illnesses. Genomics may be of particular value in discovering mechanisms and inter...