CCC-GPU Documentation¶

The Clustermatch Correlation Coefficient (CCC) is a highly-efficient, next-generation correlation coefficient that captures not-only-linear relationships and can work on numerical and categorical data types. CCC-GPU is a GPU-accelerated implementation that provides significant performance improvements for large-scale datasets using CUDA.

CCC is based on clustering data points using individual features, and then computing the Adjusted Rand Index (ARI) between the two clusterings to derive a similarity value between the features. It is a robust and efficient method that can detect linear and non-linear relationships, making it suitable for a wide range of applications in genomics, machine learning, and data science.