Benyamin Ghojogh

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 79

Top Topics

Structural Similarity Index

Principal Component Analysis

Subspace Learning

Discriminant Analysis

Top Venues

Canadian Conference on AI

Publications

Benyamin Ghojogh, Morteza Babaie
On Philomatics and Psychomatics for Combining Philosophy and Psychology with Mathematics. CoRR (2023)
Benyamin Ghojogh, Ali Ghodsi
Recurrent Neural Networks and Long Short-Term Memory Networks: Tutorial and Survey. CoRR (2023)
Benyamin Ghojogh, Milad Amir Toutounchian
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow. CoRR (2023)
Benyamin Ghojogh, Smriti Sharma
Gravitational Dimensionality Reduction Using Newtonian Gravity and Einstein's General Relativity. CoRR (2022)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey. CoRR (2022)
Benyamin Ghojogh
Affective Manifolds: Modeling Machine's Mind to Like, Dislike, Enjoy, Suffer, Worry, Fear, and Feel Like A Human. CoRR (2022)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA. CoRR (2022)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA. AI (2022)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
On Manifold Hypothesis: Hypersurface Submanifold Embedding Using Osculating Hyperspheres. CoRR (2022)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Unified Framework for Spectral Dimensionality Reduction, Maximum Variance Unfolding, and Kernel Learning By Semidefinite Programming: Tutorial and Survey. CoRR (2021)
Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Magnification Generalization for Histopathology Image Embedding. CoRR (2021)
Reza Godaz, Benyamin Ghojogh, Reshad Hosseini, Reza Monsefi, Fakhri Karray, Mark Crowley
Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds. ACML (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Generative Locally Linear Embedding. CoRR (2021)
Reza Godaz, Benyamin Ghojogh, Reshad Hosseini, Reza Monsefi, Fakhri Karray, Mark Crowley
Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Laplacian-Based Dimensionality Reduction Including Spectral Clustering, Laplacian Eigenmap, Locality Preserving Projection, Graph Embedding, and Diffusion Map: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Sufficient Dimension Reduction for High-Dimensional Regression and Low-Dimensional Embedding: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Generative locally linear embedding: A module for manifold unfolding and visualization. Softw. Impacts 9 (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Uniform Manifold Approximation and Projection (UMAP) and its Variants: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Johnson-Lindenstrauss Lemma, Linear and Nonlinear Random Projections, Random Fourier Features, and Random Kitchen Sinks: Tutorial and Survey. CoRR (2021)
Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Magnification Generalization For Histopathology Image Embedding. ISBI (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Factor Analysis, Probabilistic Principal Component Analysis, Variational Inference, and Variational Autoencoder: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nyström Method, and Use of Kernels in Machine Learning: Tutorial and Survey. CoRR (2021)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Roweisposes, Including Eigenposes, Supervised Eigenposes, and Fisherposes, for 3D Action Recognition. CoRR (2020)
Haoran Ma, Benyamin Ghojogh, Maria N. Samad, Dongyu Zheng, Mark Crowley
Isolation Mondrian Forest for Batch and Online Anomaly Detection. SMC (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces. CoRR (2020)
Benyamin Ghojogh, Milad Sikaroudi, Sobhan Shafiei, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks. CoRR (2020)
Mohammad Hossein Basiri, Benyamin Ghojogh, Nasser L. Azad, Sebastian Fischmeister, Fakhri Karray, Mark Crowley
Distributed Nonlinear Model Predictive Control and Metric Learning for Heterogeneous Vehicle Platooning with Cut-in/Cut-out Maneuvers. CoRR (2020)
Milad Sikaroudi, Benyamin Ghojogh, Amir Safarpoor, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Offline Versus Online Triplet Mining Based on Extreme Distances of Histopathology Patches. ISVC (1) (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Theoretical Insights into the Use of Structural Similarity Index in Generative Models and Inferential Autoencoders. ICIAR (2) (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Anomaly Detection and Prototype Selection Using Polyhedron Curvature. Canadian Conference on AI (2020)
Benyamin Ghojogh, Saber Salehkaleybar
Distributed voting in beep model. Signal Process. 177 (2020)
Haoran Ma, Benyamin Ghojogh, Maria N. Samad, Dongyu Zheng, Mark Crowley
Isolation Mondrian Forest for Batch and Online Anomaly Detection. CoRR (2020)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Stochastic Neighbor Embedding with Gaussian and Student-t Distributions: Tutorial and Survey. CoRR (2020)
Mohammad Hossein Basiri, Benyamin Ghojogh, Nasser L. Azad, Sebastian Fischmeister, Fakhri Karray, Mark Crowley
Distributed Nonlinear Model Predictive Control and Metric Learning for Heterogeneous Vehicle Platooning with Cut-in/Cut-out Maneuvers. CDC (2020)
Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating Theorem. ICPR (2020)
Benyamin Ghojogh, Milad Sikaroudi, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
Weighted Fisher Discriminant Analysis in the Input and Feature Spaces. ICIAR (2) (2020)
Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, Hamid R. Tizhoosh
Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study. CoRR (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Quantile-Quantile Embedding for Distribution Transformation, Manifold Embedding, and Image Embedding with Choice of Embedding Distribution. CoRR (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Theoretical Insights into the Use of Structural Similarity Index In Generative Models and Inferential Autoencoders. CoRR (2020)
Milad Sikaroudi, Benyamin Ghojogh, Amir Safarpoor, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Offline versus Online Triplet Mining based on Extreme Distances of Histopathology Patches. CoRR (2020)
Parisa Abdolrahim Poorheravi, Benyamin Ghojogh, Vincent C. Gaudet, Fakhri Karray, Mark Crowley
Acceleration of Large Margin Metric Learning for Nearest Neighbor Classification Using Triplet Mining and Stratified Sampling. CoRR (2020)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Multidimensional Scaling, Sammon Mapping, and Isomap: Tutorial and Survey. CoRR (2020)
Benyamin Ghojogh, Milad Sikaroudi, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
Weighted Fisher Discriminant Analysis in the Input and Feature Spaces. CoRR (2020)
Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
Locally Linear Embedding and its Variants: Tutorial and Survey. CoRR (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Anomaly Detection and Prototype Selection Using Polyhedron Curvature. CoRR (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces. ICIAR (2) (2020)
Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, Hamid R. Tizhoosh
Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study. EMBC (2020)
Benyamin Ghojogh, Milad Sikaroudi, Sobhan Shafiei, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks. IJCNN (2020)
Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating Theorem. CoRR (2020)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Generalized Subspace Learning by Roweis Discriminant Analysis. ICIAR (1) (2020)
Benyamin Ghojogh, Mark Crowley
The Theory Behind Overfitting, Cross Validation, Regularization, Bagging, and Boosting: Tutorial. CoRR (2019)
Benyamin Ghojogh, Ali Saheb Pasand, Fakhri Karray, Mark Crowley
Quantized Fisher Discriminant Analysis. CoRR (2019)
Benyamin Ghojogh, Saber Salehkaleybar
Distributed Voting in Beep Model. CoRR (2019)
Hadi NekoeiQachkanloo, Benyamin Ghojogh, Ali Saheb Pasand, Mark Crowley
Artificial Counselor System for Stock Investment. AAAI (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Eigenvalue and Generalized Eigenvalue Problems: Tutorial. CoRR (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Locally Linear Image Structural Embedding for Image Structure Manifold Learning. ICIAR (1) (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Locally Linear Image Structural Embedding for Image Structure Manifold Learning. CoRR (2019)
Hadi NekoeiQachkanloo, Benyamin Ghojogh, Ali Saheb Pasand, Mark Crowley
Artificial Counselor System for Stock Investment. CoRR (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Principal Component Analysis Using Structural Similarity Index for Images. CoRR (2019)
Benyamin Ghojogh, Aydin Ghojogh, Mark Crowley, Fakhri Karray
Fitting A Mixture Distribution to Data: Tutorial. CoRR (2019)
Benyamin Ghojogh, Mark Crowley
Instance Ranking and Numerosity Reduction Using Matrix Decomposition and Subspace Learning. Canadian Conference on AI (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Image Structure Subspace Learning Using Structural Similarity Index. ICIAR (1) (2019)
Benyamin Ghojogh, Maria N. Samad, Sayema Asif Mashhadi, Tania Kapoor, Wahab Ali, Fakhri Karray, Mark Crowley
Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review. CoRR (2019)
Benyamin Ghojogh, Mark Crowley
Unsupervised and Supervised Principal Component Analysis: Tutorial. CoRR (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Roweis Discriminant Analysis: A Generalized Subspace Learning Method. CoRR (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Principal Component Analysis Using Structural Similarity Index for Images. ICIAR (1) (2019)
Benyamin Ghojogh, Mark Crowley
Linear and Quadratic Discriminant Analysis: Tutorial. CoRR (2019)
Benyamin Ghojogh, Fakhri Karray, Mark Crowley
Fisher and Kernel Fisher Discriminant Analysis: Tutorial. CoRR (2019)
Benyamin Ghojogh
Principal Sample Analysis for Data Ranking. Canadian Conference on AI (2019)
Sriram Ganapathi Subramanian, Jaspreet Singh Sambee, Benyamin Ghojogh, Mark Crowley
Decision Assist for Self-driving Cars. Canadian Conference on AI (2018)
Hoda Mohammadzade, Amirhossein Sayyafan, Benyamin Ghojogh
Pixel-Level Alignment of Facial Images for High Accuracy Recognition Using Ensemble of Patches. CoRR (2018)
Benyamin Ghojogh, Mark Crowley
Principal Sample Analysis for Data Reduction. ICBK (2018)
Benyamin Ghojogh, Saeed Sharifian
Pontogammarus Maeoticus Swarm Optimization: A Metaheuristic Optimization Algorithm. CoRR (2018)
Benyamin Ghojogh, Saeed Sharifian, Hoda Mohammadzade
Tree-Based Optimization: A Meta-Algorithm for Metaheuristic Optimization. CoRR (2018)
Benyamin Ghojogh, Saeed Bagheri Shouraki, Hoda Mohammadzade, Ensieh Iranmehr
A Fusion-based Gender Recognition Method Using Facial Images. CoRR (2017)
Mozhgan Mokari, Hoda Mohammadzade, Benyamin Ghojogh
Recognizing Involuntary Actions from 3D Skeleton Data Using Body States. CoRR (2017)