Multivariate Analyses

Data Balancing and imputation

METAbolomics data Balancing with Over-sampling Algorithms

A software solution for handling sample imbalance, primarily for metabolomics and lipidomics datasets.

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Imputation for Lipidomics and Metabolomics

A user-friendly solution for dataset appropriate imputation of missing data.

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Network Correlation and Projection Statistics

Projection Statistics

Projection/visualization with statistical assessment of the significance of the separation of sample groups.

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Signed Distance Correlation

An application for calculation of distance correlation in omics data, measuring linear and non-linear dependencies between variables. SiDCo further provides a novel “signed distance correlation” that includes overall directionality as well as magnitude of the correlation.

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Signed Distance Correlation Plus

Our correlation calculation is enhanced with Hoeffding’s inequality error estimation for sample size dependance. This application further provides graphical representation of the calculated distance correlation network.

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