Benyamin Ghojogh

89 papers A* 1B 3C 1Journal 65Unranked 17

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Kernel VICReg for Self-Supervised Learning in Reproducing Kernel Hilbert Space. Big Data Cogn. Comput. Mohammad Hadi Sepanj, Benyamin Ghojogh, Saed Moradi, Paul W. Fieguth
2026	J	`jnl`	On the Relation of State Space Models and Hidden Markov Models. CoRR Aydin Ghojogh, Mohammad Hadi Sepanj, Benyamin Ghojogh
2026	J	`jnl`	Wittgenstein's Family Resemblance Clustering Algorithm. CoRR Golbahar Amanpour, Benyamin Ghojogh
2025	J	`jnl`	An Optimal Cascade Feature-Level Spatiotemporal Fusion Strategy for Anomaly Detection in CAN Bus. CoRR Mohammad Fatahi, Danial Sadrian Zadeh, Benyamin Ghojogh, Behzad Moshiri, Otman Basir
2025	J	`jnl`	Kernel VICReg for Self-Supervised Learning in Reproducing Kernel Hilbert Space. CoRR Mohammad Hadi Sepanj, Benyamin Ghojogh, Paul W. Fieguth
2025	J	`jnl`	Self-Supervised Learning Using Nonlinear Dependence. IEEE Access Mohammad Hadi Sepanj, Benyamin Ghojogh, Paul W. Fieguth
2025	J	`jnl`	Self-Supervised Learning Using Nonlinear Dependence. CoRR Mohammad Hadi Sepanj, Benyamin Ghojogh, Paul W. Fieguth
2025	J	`jnl`	Self-Supervised Learning by Curvature Alignment. CoRR Benyamin Ghojogh, Mohammad Hadi Sepanj, Paul W. Fieguth
2023	—	`book`	Elements of Dimensionality Reduction and Manifold Learning Benyamin Ghojogh, Mark Crowley, Fakhri Karray, Ali Ghodsi
2023	J	`jnl`	On Philomatics and Psychomatics for Combining Philosophy and Psychology with Mathematics. CoRR Benyamin Ghojogh, Morteza Babaie
2023	J	`jnl`	Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow. CoRR Benyamin Ghojogh, Milad Amir Toutounchian
2023	J	`jnl`	Recurrent Neural Networks and Long Short-Term Memory Networks: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi
2022	J	`jnl`	Affective Manifolds: Modeling Machine's Mind to Like, Dislike, Enjoy, Suffer, Worry, Fear, and Feel Like A Human. CoRR Benyamin Ghojogh
2022	J	`jnl`	Gravitational Dimensionality Reduction Using Newtonian Gravity and Einstein's General Relativity. CoRR Benyamin Ghojogh, Smriti Sharma
2022	J	`jnl`	On Manifold Hypothesis: Hypersurface Submanifold Embedding Using Osculating Hyperspheres. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2022	J	`jnl`	Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2022	—	`conf`	Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA. Canadian AI Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2022	J	`jnl`	Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	—	`—`	Data Reduction Algorithms in Machine Learning and Data Science. Benyamin Ghojogh
2021	J	`jnl`	Factor Analysis, Probabilistic Principal Component Analysis, Variational Inference, and Variational Autoencoder: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Generative Locally Linear Embedding. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Generative locally linear embedding: A module for manifold unfolding and visualization. Softw. Impacts Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Johnson-Lindenstrauss Lemma, Linear and Nonlinear Random Projections, Random Fourier Features, and Random Kitchen Sinks: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Laplacian-Based Dimensionality Reduction Including Spectral Clustering, Laplacian Eigenmap, Locality Preserving Projection, Graph Embedding, and Diffusion Map: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	—	`conf`	Magnification Generalization For Histopathology Image Embedding. ISBI Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2021	J	`jnl`	Magnification Generalization for Histopathology Image Embedding. CoRR Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2021	J	`jnl`	Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nyström Method, and Use of Kernels in Machine Learning: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Sufficient Dimension Reduction for High-Dimensional Regression and Low-Dimensional Embedding: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Unified Framework for Spectral Dimensionality Reduction, Maximum Variance Unfolding, and Kernel Learning By Semidefinite Programming: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Uniform Manifold Approximation and Projection (UMAP) and its Variants: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2021	C	`conf`	Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds. ACML Reza Godaz, Benyamin Ghojogh, Reshad Hosseini, Reza Monsefi, Fakhri Karray, Mark Crowley
2021	J	`jnl`	Vector Transport Free Riemannian LBFGS for Optimization on Symmetric Positive Definite Matrix Manifolds. CoRR Reza Godaz, Benyamin Ghojogh, Reshad Hosseini, Reza Monsefi, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Acceleration of Large Margin Metric Learning for Nearest Neighbor Classification Using Triplet Mining and Stratified Sampling. CoRR Parisa Abdolrahim Poorheravi, Benyamin Ghojogh, Vincent C. Gaudet, Fakhri Karray, Mark Crowley
2020	—	`conf`	Anomaly Detection and Prototype Selection Using Polyhedron Curvature. Canadian AI Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Anomaly Detection and Prototype Selection Using Polyhedron Curvature. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	—	`conf`	Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces. ICIAR (2) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Backprojection for Training Feedforward Neural Networks in the Input and Feature Spaces. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	B	`conf`	Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating Theorem. ICPR Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2020	J	`jnl`	Batch-Incremental Triplet Sampling for Training Triplet Networks Using Bayesian Updating Theorem. CoRR Milad Sikaroudi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2020	—	`conf`	Distributed Nonlinear Model Predictive Control and Metric Learning for Heterogeneous Vehicle Platooning with Cut-in/Cut-out Maneuvers. CDC Mohammad Hossein Basiri, Benyamin Ghojogh, Nasser L. Azad, Sebastian Fischmeister, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Distributed Nonlinear Model Predictive Control and Metric Learning for Heterogeneous Vehicle Platooning with Cut-in/Cut-out Maneuvers. CoRR Mohammad Hossein Basiri, Benyamin Ghojogh, Nasser L. Azad, Sebastian Fischmeister, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Distributed voting in beep model. Signal Process. Benyamin Ghojogh, Saber Salehkaleybar
2020	B	`conf`	Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks. IJCNN Benyamin Ghojogh, Milad Sikaroudi, Sobhan Shafiei, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks. CoRR Benyamin Ghojogh, Milad Sikaroudi, Sobhan Shafiei, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
2020	—	`conf`	Generalized Subspace Learning by Roweis Discriminant Analysis. ICIAR (1) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	B	`conf`	Isolation Mondrian Forest for Batch and Online Anomaly Detection. SMC Haoran Ma, Benyamin Ghojogh, Maria N. Samad, Dongyu Zheng, Mark Crowley
2020	J	`jnl`	Isolation Mondrian Forest for Batch and Online Anomaly Detection. CoRR Haoran Ma, Benyamin Ghojogh, Maria N. Samad, Dongyu Zheng, Mark Crowley
2020	J	`jnl`	Locally Linear Embedding and its Variants: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Multidimensional Scaling, Sammon Mapping, and Isomap: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2020	—	`conf`	Offline Versus Online Triplet Mining Based on Extreme Distances of Histopathology Patches. ISVC (1) Milad Sikaroudi, Benyamin Ghojogh, Amir Safarpoor, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2020	J	`jnl`	Offline versus Online Triplet Mining based on Extreme Distances of Histopathology Patches. CoRR Milad Sikaroudi, Benyamin Ghojogh, Amir Safarpoor, Fakhri Karray, Mark Crowley, Hamid R. Tizhoosh
2020	J	`jnl`	Quantile-Quantile Embedding for Distribution Transformation, Manifold Embedding, and Image Embedding with Choice of Embedding Distribution. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Roweisposes, Including Eigenposes, Supervised Eigenposes, and Fisherposes, for 3D Action Recognition. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Stochastic Neighbor Embedding with Gaussian and Student-t Distributions: Tutorial and Survey. CoRR Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley
2020	—	`conf`	Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study. EMBC Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, Hamid R. Tizhoosh
2020	J	`jnl`	Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study. CoRR Milad Sikaroudi, Amir Safarpoor, Benyamin Ghojogh, Sobhan Shafiei, Mark Crowley, Hamid R. Tizhoosh
2020	J	`jnl`	Theoretical Insights into the Use of Structural Similarity Index In Generative Models and Inferential Autoencoders. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	—	`conf`	Theoretical Insights into the Use of Structural Similarity Index in Generative Models and Inferential Autoencoders. ICIAR (2) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2020	—	`conf`	Weighted Fisher Discriminant Analysis in the Input and Feature Spaces. ICIAR (2) Benyamin Ghojogh, Milad Sikaroudi, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
2020	J	`jnl`	Weighted Fisher Discriminant Analysis in the Input and Feature Spaces. CoRR Benyamin Ghojogh, Milad Sikaroudi, Hamid R. Tizhoosh, Fakhri Karray, Mark Crowley
2019	A*	`conf`	Artificial Counselor System for Stock Investment. AAAI Hadi NekoeiQachkanloo, Benyamin Ghojogh, Ali Saheb Pasand, Mark Crowley
2019	J	`jnl`	Artificial Counselor System for Stock Investment. CoRR Hadi NekoeiQachkanloo, Benyamin Ghojogh, Ali Saheb Pasand, Mark Crowley
2019	J	`jnl`	Distributed Voting in Beep Model. CoRR Benyamin Ghojogh, Saber Salehkaleybar
2019	J	`jnl`	Eigenvalue and Generalized Eigenvalue Problems: Tutorial. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review. CoRR Benyamin Ghojogh, Maria N. Samad, Sayema Asif Mashhadi, Tania Kapoor, Wahab Ali, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Fisher and Kernel Fisher Discriminant Analysis: Tutorial. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Fitting A Mixture Distribution to Data: Tutorial. CoRR Benyamin Ghojogh, Aydin Ghojogh, Mark Crowley, Fakhri Karray
2019	—	`conf`	Image Structure Subspace Learning Using Structural Similarity Index. ICIAR (1) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	—	`conf`	Instance Ranking and Numerosity Reduction Using Matrix Decomposition and Subspace Learning. Canadian AI Benyamin Ghojogh, Mark Crowley
2019	J	`jnl`	Linear and Quadratic Discriminant Analysis: Tutorial. CoRR Benyamin Ghojogh, Mark Crowley
2019	—	`conf`	Locally Linear Image Structural Embedding for Image Structure Manifold Learning. ICIAR (1) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Locally Linear Image Structural Embedding for Image Structure Manifold Learning. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	—	`conf`	Principal Component Analysis Using Structural Similarity Index for Images. ICIAR (1) Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Principal Component Analysis Using Structural Similarity Index for Images. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	—	`conf`	Principal Sample Analysis for Data Ranking. Canadian AI Benyamin Ghojogh
2019	J	`jnl`	Quantized Fisher Discriminant Analysis. CoRR Benyamin Ghojogh, Ali Saheb Pasand, Fakhri Karray, Mark Crowley
2019	J	`jnl`	Roweis Discriminant Analysis: A Generalized Subspace Learning Method. CoRR Benyamin Ghojogh, Fakhri Karray, Mark Crowley
2019	J	`jnl`	The Theory Behind Overfitting, Cross Validation, Regularization, Bagging, and Boosting: Tutorial. CoRR Benyamin Ghojogh, Mark Crowley
2019	J	`jnl`	Unsupervised and Supervised Principal Component Analysis: Tutorial. CoRR Benyamin Ghojogh, Mark Crowley
2018	—	`conf`	Decision Assist for Self-driving Cars. Canadian AI Sriram Ganapathi Subramanian, Jaspreet Singh Sambee, Benyamin Ghojogh, Mark Crowley
2018	J	`jnl`	Pixel-Level Alignment of Facial Images for High Accuracy Recognition Using Ensemble of Patches. CoRR Hoda Mohammadzade, Amirhossein Sayyafan, Benyamin Ghojogh
2018	J	`jnl`	Pontogammarus Maeoticus Swarm Optimization: A Metaheuristic Optimization Algorithm. CoRR Benyamin Ghojogh, Saeed Sharifian
2018	—	`conf`	Principal Sample Analysis for Data Reduction. ICBK Benyamin Ghojogh, Mark Crowley
2018	J	`jnl`	Tree-Based Optimization: A Meta-Algorithm for Metaheuristic Optimization. CoRR Benyamin Ghojogh, Saeed Sharifian, Hoda Mohammadzade
2017	J	`jnl`	A Fusion-based Gender Recognition Method Using Facial Images. CoRR Benyamin Ghojogh, Saeed Bagheri Shouraki, Hoda Mohammadzade, Ensieh Iranmehr
2017	J	`jnl`	Recognizing Involuntary Actions from 3D Skeleton Data Using Body States. CoRR Mozhgan Mokari, Hoda Mohammadzade, Benyamin Ghojogh