Predictive Power Estimation Algorithm (PPEA)--a new algorithm to reduce overfitting for genomic biomarker discovery.

Toxicogenomics promises to aid in predicting adverse effects, understanding the mechanisms of drug action or toxicity, and uncovering unexpected or CELLOPHANES CHOCOLATE BROWN secondary pharmacology.However, modeling adverse effects using high dimensional and high noise genomic data is prone to over-fitting.Models constructed from such data sets of

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Machine Learning for FPGA Electronic Design Automation

In the last decades, field-programmable gate arrays (FPGAs) CUTTING SHEARS have become increasingly important to the electronics industry, offering higher performance and lower power consumption as transistor technology continues to scale down.Machine learning (ML) algorithms have become pivotal in the electronic design automation (EDA) of FPGAs, e

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