Benyamin Ghojogh

Benyamin Ghojogh

University of Waterloo

H-index: 21

North America-Canada

About Benyamin Ghojogh

Benyamin Ghojogh, With an exceptional h-index of 21 and a recent h-index of 21 (since 2020), a distinguished researcher at University of Waterloo, specializes in the field of Machine Learning, Deep Learning, Theory, Philosophy.

His recent articles reflect a diverse array of research interests and contributions to the field:

Random Projection

Multidimensional Scaling, Sammon Mapping, and Isomap

Principal Component Analysis

Elements of Dimensionality Reduction and Manifold Learning

Optimization Techniques (ENGG* 6140)

Factor Analysis and Probabilistic Principal Component Analysis

Background on Linear Algebra

Laplacian-Based Dimensionality Reduction

Benyamin Ghojogh Information

University

Position

Machine Learning & Data Science Engineer

Citations(all)

1406

Citations(since 2020)

1395

Cited By

319

hIndex(all)

21

hIndex(since 2020)

21

i10Index(all)

32

i10Index(since 2020)

32

Email

University Profile Page

University of Waterloo

Google Scholar

View Google Scholar Profile

Benyamin Ghojogh Skills & Research Interests

Machine Learning

Deep Learning

Theory

Philosophy

Top articles of Benyamin Ghojogh

Title

Journal

Author(s)

Publication Date

Random Projection

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Multidimensional Scaling, Sammon Mapping, and Isomap

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Principal Component Analysis

Geometric Structure of High-Dimensional Data and Dimensionality Reduction

Jianzhong Wang

Jianzhong Wang

2012

Elements of Dimensionality Reduction and Manifold Learning

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/2

Optimization Techniques (ENGG* 6140)

Benyamin Ghojogh

2023

Factor Analysis and Probabilistic Principal Component Analysis

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Background on Linear Algebra

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Laplacian-Based Dimensionality Reduction

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Sufficient Dimension Reduction and Kernel Dimension Reduction

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Deep Metric Learning

Avik Santra

Souvik Hazra

Lorenzo Servadei

Thomas Stadelmayer

Michael Stephan

...

2023

Stochastic Neighbour Embedding

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Probabilistic Metric Learning

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Fisher Discriminant Analysis

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Background on Optimization

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Unified Spectral Framework and Maximum Variance Unfolding

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow

arXiv preprint arXiv:2310.10843

Benyamin Ghojogh

Milad Amir Toutounchian

2023/10/16

Background on Kernels

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Locally linear embedding

Geometric Structure of High-Dimensional Data and Dimensionality Reduction

Jianzhong Wang

Jianzhong Wang

2012

Uniform Manifold Approximation and Projection (UMAP)

Benyamin Ghojogh

Mark Crowley

Fakhri Karray

Ali Ghodsi

2023/2/3

Recurrent Neural Networks and Long Short-Term Memory Networks: Tutorial and Survey

Benyamin Ghojogh

Ali Ghodsi

2023/4/22

See List of Professors in Benyamin Ghojogh University(University of Waterloo)