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This project implements the Singular Value Decomposition (SVD) algorithm from scratch in C programming language. Singular Value Decomposition is a cornerstone technique in linear algebra, used extensively in data science, signal processing, statistics, and machine learning.
FFT-accelerated Singular Spectrum Analysis in C. SSA at the speed of FFT. Decompose time series into trend, seasonality & noise. O(N log N) Hankel matvec.
MIMO OFDM Block Diagram Modeling and Simulation for both Open Loop and Closed Loop MIMO OFDM systems.The modular architecture uses individual blocks (written in C) for the implementation of the various stages in modulation and demodulation. Subroutines ( C code) are also supplied. Paper on Theory and Architecture for Closed Loop MIMO with SVD.
A parallelized implementation of Principal Component Analysis (PCA) using Singular Value Decomposition (SVD) in OpenMP for C. The procedure used is Modified Gram Schmidt algorithm. The method for Classical Gram Schmidt is also available for use.