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Darukeesan Pakiyarajah

3 accepted papers

2025

Graph-based Signal Sampling with Adaptive Subspace Reconstruction for Spatially-irregular Sensor Data

ICASSP 2025accepted

Choosing an appropriate frequency definition and norm is critical in graph signal sampling and reconstruction. Most previous works define frequencies based on the spectral properties of the graph and use the same frequency definition and ℓ<inf xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xli…

Cited by 0SourceScholar
2024

Irregularity-Aware Bandlimited Approximation for Graph Signal Interpolation

ICASSP 2024accepted

In most work to date, graph signal sampling and reconstruction algorithms are intrinsically tied to graph properties, assuming bandlimitedness and optimal sampling set choices. However, practical scenarios often defy these assumptions, leading to suboptimal performance. In the context of sampling an…

Cited by 0SourceScholar
2022

WLS Design of Arma Graph Filters Using Iterative Second-Order Cone Programming

ICASSP 2022accepted

We propose a weighted least-square (WLS) method to design autoregressive moving average (ARMA) graph filters. We first express the WLS design problem as a numerically-stable optimization problem using Chebyshev polynomial bases. We then formulate the optimization problem with a non-convex objective…

Cited by 0SourceScholar