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Benyamin Ghojogh
Benyamin Ghojogh
Engineer
Verified email at uwaterloo.ca
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Cited by
Cited by
Year
The Theory Behind Overfitting, Cross Validation, Regularization, Bagging, and Boosting: Tutorial
B Ghojogh, M Crowley
arXiv preprint arXiv:1905.12787, 2019
250*2019
Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review
B Ghojogh, MN Samad, SA Mashhadi, T Kapoor, W Ali, F Karray, ...
arXiv preprint arXiv:1905.02845, 2019
1492019
Eigenvalue and Generalized Eigenvalue Problems: Tutorial
B Ghojogh, F Karray, M Crowley
arXiv preprint arXiv:1903.11240, 2019
1352019
Linear and Quadratic Discriminant Analysis: Tutorial
B Ghojogh, M Crowley
arXiv preprint arXiv:1906.02590, 2019
1292019
Attention Mechanism, Transformers, BERT, and GPT: Tutorial and Survey
B Ghojogh, A Ghodsi
OSF Preprints, 2020
602020
Fisher and Kernel Fisher Discriminant Analysis: Tutorial
B Ghojogh, F Karray, M Crowley
arXiv preprint arXiv:1906.09436, 2019
502019
Fisherposes for human action recognition using Kinect sensor data
B Ghojogh, H Mohammadzade, M Mokari
IEEE Sensors Journal 18 (4), 1612-1627, 2018
492018
Multidimensional Scaling, Sammon Mapping, and Isomap
B Ghojogh, M Crowley, F Karray, A Ghodsi
Elements of Dimensionality Reduction and Manifold Learning, 185-205, 2023
432023
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese Networks
B Ghojogh, M Sikaroudi, S Shafiei, HR Tizhoosh, F Karray, M Crowley
IEEE International Joint Conference on Neural Networks (IJCNN) 2020, 2020
412020
Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nystr\" om Method, and Use of Kernels in Machine Learning: Tutorial and Survey
B Ghojogh, A Ghodsi, F Karray, M Crowley
arXiv preprint arXiv:2106.08443, 2021
382021
Factor Analysis, Probabilistic Principal Component Analysis, Variational Inference, and Variational Autoencoder: Tutorial and Survey
B Ghojogh, A Ghodsi, F Karray, M Crowley
arXiv preprint arXiv:2101.00734, 2021
372021
Fitting A Mixture Distribution to Data: Tutorial
B Ghojogh, A Ghojogh, M Crowley, F Karray
arXiv preprint arXiv:1901.06708, 2019
372019
Locally Linear Embedding and its Variants: Tutorial and Survey
B Ghojogh, A Ghodsi, F Karray, M Crowley
arXiv preprint arXiv:2011.10925, 2020
362020
Elements of Dimensionality Reduction and Manifold Learning
B Ghojogh, M Crowley, F Karray, A Ghodsi
Springer Nature, 2023
342023
Unsupervised and Supervised Principal Component Analysis: Tutorial
B Ghojogh, M Crowley
arXiv preprint arXiv:1906.03148, 2019
342019
Isolation Mondrian Forest for Batch and Online Anomaly Detection
H Ma, B Ghojogh, MN Samad, D Zheng, M Crowley
IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2020, 2020
312020
Distributed Nonlinear Model Predictive Control and Metric Learning for Heterogeneous Vehicle Platooning with Cut-in/Cut-out Maneuvers
MH Basiri, B Ghojogh, NL Azad, S Fischmeister, F Karray, M Crowley
59th IEEE Conference on Decision and Control (CDC) 2020, 2020
302020
KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey
B Ghojogh, A Ghodsi, F Karray, M Crowley
arXiv preprint arXiv:2110.01858, 2021
262021
Restricted Boltzmann Machine and Deep Belief Network
B Ghojogh, M Crowley, F Karray, A Ghodsi
Elements of Dimensionality Reduction and Manifold Learning, 501-529, 2022
252022
Offline versus Online Triplet Mining based on Extreme Distances of Histopathology Patches
M Sikaroudi, B Ghojogh, A Safarpoor, F Karray, M Crowley, HR Tizhoosh
15th International Symposium on Visual Computing (ISVC) 2020, 2020
252020
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Articles 1–20