L1 Norm Based Principal Component Analysis and Its Multiresolution Analysis

2020 12th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP) ◽

10.1109/csndsp49049.2020.9249615 ◽

2020 ◽

Author(s):

Ziyin Huang ◽

Bingo Wing-Kuen Ling

Keyword(s):

Principal Component Analysis ◽

Multiresolution Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

On the discriminative properties of Principal Component Analysis based on L1-norm

2020 International Conference on Computational Science and Computational Intelligence (CSCI) ◽

10.1109/csci51800.2020.00308 ◽

2020 ◽

Author(s):

Ruben Martin-Clemente ◽

Vicente Zarzoso ◽

J. L. Camargo-Olivares

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

Computational advances in sparse L1-norm principal-component analysis of multi-dimensional data

2017 IEEE 7th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP) ◽

10.1109/camsap.2017.8313159 ◽

2017 ◽

Cited By ~ 1

Author(s):

Shubham Chamadia ◽

Dimitris A. Pados

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

L1-Norm Principal-Component Analysis via Bit Flipping

2016 15th IEEE International Conference on Machine Learning and Applications (ICMLA) ◽

10.1109/icmla.2016.0060 ◽

2016 ◽

Cited By ~ 8

Author(s):

Panos P. Markopoulos ◽

Sandipan Kundu ◽

Shubham Chamadia ◽

Dimitris A. Pados

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

Novel Algorithm for Incremental L1-Norm Principal-Component Analysis

2018 26th European Signal Processing Conference (EUSIPCO) ◽

10.23919/eusipco.2018.8553239 ◽

2018 ◽

Cited By ~ 3

Author(s):

Mayur Dhanaraj ◽

Panos P. Markopoulos

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm ◽

Novel Algorithm

Download Full-text

L1-norm principal-component analysis in L2-norm-reduced-rank data subspaces

10.1117/12.2263733 ◽

2017 ◽

Cited By ~ 1

Author(s):

Panos P. Markopoulos ◽

Dimitris A. Pados ◽

George N. Karystinos ◽

Michael Langberg

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm ◽

Reduced Rank ◽

L2 Norm

Download Full-text

Block principal component analysis with L1-norm for image analysis

Pattern Recognition Letters ◽

10.1016/j.patrec.2011.11.029 ◽

2012 ◽

Vol 33 (5) ◽

pp. 537-542 ◽

Cited By ~ 27

Author(s):

Haixian Wang

Keyword(s):

Principal Component Analysis ◽

Image Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

Image denoising via patch based L1-norm principal component analysis

Big Data III: Learning, Analytics, and Applications ◽

10.1117/12.2584811 ◽

2021 ◽

Author(s):

Xiao Ling ◽

Paul Brooks

Keyword(s):

Principal Component Analysis ◽

Image Denoising ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

Conformity evaluation and L1-norm principal-component analysis of tensor data

Big Data: Learning, Analytics, and Applications ◽

10.1117/12.2520538 ◽

2019 ◽

Cited By ~ 3

Author(s):

Konstantinos Tountas ◽

Dimitris A. Pados ◽

Michael J. Medley

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm ◽

Tensor Data

Download Full-text

Detection of change by L1-norm principal-component analysis

Big Data II: Learning, Analytics, and Applications ◽

10.1117/12.2559976 ◽

2020 ◽

Author(s):

Ginevra Gallone ◽

Kavita Varma ◽

Dimitris A. Pados ◽

Stefania Colonnese

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

L1 Norm

Download Full-text

Unsupervised Classification of Zero-Mean Data Based on L1-Norm Principal Component Analysis

Communication and Intelligent Systems - Lecture Notes in Networks and Systems ◽

10.1007/978-981-16-1089-9_75 ◽

2021 ◽

pp. 967-973

Author(s):

José Luis Camargo ◽

Rubén Martín-Clemente ◽

Susana Hornillo-Mellado ◽

Vicente Zarzoso

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Unsupervised Classification ◽

Component Analysis ◽

L1 Norm

Download Full-text