Alaa El Ichi

According to our database, Alaa El Ichi authored at least 17 papers between 2020 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2026

Structured Multidimensional Representation Learning for Large Language Models.

Alaa El Ichi, Khalide Jbilou, Mohamed El Guide, Franck Dufrenois

CoRR, March, 2026

Multidimensional Task Learning: A Unified Tensor Framework for Computer Vision Tasks.

Alaa El Ichi, Khalide Jbilou

CoRR, February, 2026

A Computationally Efficient Multidimensional Vision Transformer.

Alaa El Ichi, Khalide Jbilou

CoRR, February, 2026

Dimensionality Reduction on Riemannian Manifolds in Data Analysis.

Alaa El Ichi, Khalide Jbilou

CoRR, February, 2026

Low-Rank Tensor Approximation of Weights in Large Language Models via Cosine Lanczos Bidiagonalization.

Alaa El Ichi, Khalide Jbilou

CoRR, January, 2026

A Unified Trace-Optimization Framework for Multidimensionality Reduction.

Mohamed El Guide, Alaa El Ichi, Khalide Jbilou, Lothar Reichel, Hessah Alqahtani

CoRR, January, 2026

2025

Optimizing YOLOv8n using hOSVD for efficient object detection: towards real-time video surveillance applications.

Alaa El Ichi, Wissam Kaddah, Marwa El Bouz, Isabelle Badoc

Signal Image Video Process., November, 2025

Tensor deep-anomaly: robust tensor classifier for video anomaly detection in surveillance videos.

Alaa El Ichi, Wissam Kaddah, Marwa El Bouz, Isabelle Badoc

Multim. Tools Appl., October, 2025

TER-FCN: Tensor Einstein Reduced Fully Connected Network applied to Region-based Convolutional Neural Networks for object detection.

Alaa El Ichi, Wissam Kaddah, Marwa El Bouz, Isabelle Badoc

Signal Image Video Process., August, 2025

SPTPCA: Structure-Preserving Tensor Principal Component Analysis for Hyperspectral Dimensionality Reduction.

Alaa El Ichi, Olga Assainova, Nadine Abdallah Saab, Nesma Settouti, Marwa El Bouz, Mohammed El Amine Bechar

IEEE Signal Process. Lett., 2025

2024

Tensor Krylov subspace methods via the T-product for large Sylvester tensor equations.

Fatima Bouyghf, Mohamed El Guide, Alaa El Ichi

CoRR, 2024

2022

Multilinear Discriminant Analysis using a new family of tensor-tensor products.

Franck Dufrenois, Alaa El Ichi, Khalide Jbilou

CoRR, 2022

2021

Tensor extrapolation methods with applications.

Fatemeh Panjeh Ali Beik, Alaa El Ichi, Khalide Jbilou, Rachid Sadaka

Numer. Algorithms, 2021

Discrete cosine transform LSQR and GMRES methods for multidimensional ill-posed problems.

Mohamed El Guide, Alaa El Ichi, Khalide Jbilou

CoRR, 2021

2020

On some tensor tubal-Krylov subspace methods via the T-product.

Alaa El Ichi, Khalide Jbilou, Rachid Sadaka

CoRR, 2020

Tensor Krylov subspace methods via the T-product for color image processing.

Mohamed El Guide, Alaa El Ichi, Khalide Jbilou, Rachid Sadaka

CoRR, 2020

Tensor GMRES and Golub-Kahan Bidiagonalization methods via the Einstein product with applications to image and video processing.

Mohamed El Guide, Alaa El Ichi, Fatemeh Panjeh Ali Beik, Khalide Jbilou

CoRR, 2020