Sentence examples for based on feature reduction from inspiring English sources

The construction of models based on feature reduction such as principal component analysis (PCA) [22] and partial least squares regression (PLS) [23] compress the original dataset generating a smaller number of variables.

The method is based on feature generation by Fast Fourier Transform (FFT), feature reduction by PCA and classification by MFNN.

Simulations based on features show significant reduction of internal complexity.

A probability density map is generated based on feature set.

Algorithms based on features usually extract significant and stable features.

Compare these models based on features and price.

In this paper, we demonstrate the use of tissue dynamics spectroscopy as a new phenotypic screening technology, based on spectrogram feature extraction and dimensionality reduction, and we study the phenotypic drug response of normoxic tissue relative to hypoxic tissue inside multi-cellular tumor spheroids.

P. putida KT2440 has two systems for arsenic tolerance based on arsenate reduction to arsenite and ensuing export of arsenite to the external medium, a feature that affords endurance to very high concentrations of the corresponding anions.

That's going to be hard to turn down, based on the reduction of complexity alone.

This library features a modular API (based on reduction of surface coupling) that permits client programmers to easily incorporate it into external applications.

Then, IFS method is applied based on mRMR feature table.