Search Results for author: Akram Aldroubi

Found 5 papers, 2 papers with code

Signed Cumulative Distribution Transform for Parameter Estimation of 1-D Signals

no code implementations16 Jul 2022 Sumati Thareja, Gustavo Rohde, Rocio Diaz Martin, Ivan Medri, Akram Aldroubi

The method builds upon signal estimation using the cumulative distribution transform (CDT) originally introduced for positive distributions.

The Signed Cumulative Distribution Transform for 1-D Signal Analysis and Classification

1 code implementation3 Jun 2021 Akram Aldroubi, Rocio Diaz Martin, Ivan Medri, Gustavo K. Rohde, Sumati Thareja

This paper presents a new mathematical signal transform that is especially suitable for decoding information related to non-rigid signal displacements.

Translation

Partitioning signal classes using transport transforms for data analysis and machine learning

no code implementations8 Aug 2020 Akram Aldroubi, Shiying Li, Gustavo K. Rohde

A relatively new set of transport-based transforms (CDT, R-CDT, LOT) have shown their strength and great potential in various image and data processing tasks such as parametric signal estimation, classification, cancer detection among many others.

BIG-bench Machine Learning Classification +1

CUR Decompositions, Similarity Matrices, and Subspace Clustering

no code implementations11 Nov 2017 Akram Aldroubi, Keaton Hamm, Ahmet Bugra Koku, Ali Sekmen

An algorithm based on the theoretical construction of similarity matrices is presented, and experiments on synthetic and real data are presented to test the method.

Clustering Motion Segmentation

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