Publication record · 2020–2025

Nine verified works across learning, security, and intelligent transport.

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308Citations
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9Peer-reviewed works

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012025
JournalTransportation Research Part C: Emerging Technologies

MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-Based Tensor Nuclear Norm

Yihang Lu · Mahwish Yousaf · Xianwei Meng · Enhong Chen

A compact tensor framework for recovering randomly and non-randomly missing traffic data while modeling multimode spatial and temporal structure.
022024
JournalMultimedia Tools and Applications

An Extended-Isomap for High-Dimensional Data Accuracy and Efficiency: A Comprehensive Survey

Mahwish Yousaf · Muhammad Saadat Shakoor Khan · Shamsher Ullah

A structured account of Isomap’s principal limitations, the methods designed to address them, and directions for future manifold-learning research.
032023
ConferenceIEEE BDAI 2023

NR-Isomap: An Incremental Approach with Gaussian Process Kernels for Denoising

Mahwish Yousaf · Muhammad Saadat Shakoor Khan · Shamsher Ullah · Shou Wang · Li Jing

An incremental denoising method combining Hessian LLE and Gaussian-process kernels, recognized with the conference Best Paper Award.
042023
JournalNeural Processing Letters

A*-FastIsomap: An Improved Performance of Classical Isomap Based on A* Search Algorithm

Tanzeel U. Rehman · Mahwish Yousaf · Li Jing

052023
JournalComputer Science Review

Elliptic Curve Cryptography; Applications, Challenges, Recent Advances, and Future Trends: A Comprehensive Survey

Shamsher Ullah · Zheng Jiangbin · Nizam Ud Din · Muhammad Tanveer Hussain · Farhan Ullah · Mahwish Yousaf

062022
JournalMultimedia Tools and Applications

QuSigS: A Quantum Signcryption Scheme to Recover Key Escrow Problem and Key Revocation Problem in Cloud Computing

Shamsher Ullah · Muhammad Tanveer Hussain · Mahwish Yousaf

072021
JournalNeural Processing Letters

NRIC: A Noise Removal Approach for Nonlinear Isomap Method

Mahwish Yousaf · Muhammad Saadat Shakoor Khan · Tanzeel U. Rehman · Shamsher Ullah · Li Jing

082020
JournalIEEE Access

FastIsomapVis: A Novel Approach for Nonlinear Manifold Learning

Mahwish Yousaf · Tanzeel U. Rehman · Dongliang Liao · Najia Alhusaini · Li Jing

092020
JournalSN Computer Science

An Extended Isomap Approach for Nonlinear Dimension Reduction

Mahwish Yousaf · Tanzeel U. Rehman · Li Jing