Ghojogh, Benyamin
- Eigenvalue and Generalized Eigenvalue Problems: Tutorial
2019/03/25 by Benyamin Ghojogh, Ghojogh, Benyamin, Fakhri Karray +3 · 14 citations
Computer Science · #Blind Source Separation Techniques #Face and Expression Recognition #Matrix Theory and Algorithms
- Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nyström Method, and Use of Kernels in Machine Learning: Tutorial and Survey
2021/06/15 by Ghojogh, Benyamin, Ghodsi, Ali, Karray, Fakhri +1 · 7 citations
#FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The Theory Behind Overfitting, Cross Validation, Regularization, Bagging, and Boosting: Tutorial
2019/05/28 by Ghojogh, Benyamin, Crowley, Mark · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey
2021/10/05 by Benyamin Ghojogh, Ghojogh, Benyamin, Ali Ghodsi +5 · 4 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Parallel #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Factor Analysis, Probabilistic Principal Component Analysis, Variational Inference, and Variational Autoencoder: Tutorial and Survey
2021/01/04 by Ghojogh, Benyamin, Ghodsi, Ali, Karray, Fakhri +1 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Uniform Manifold Approximation and Projection (UMAP) and its Variants: Tutorial and Survey
2021/08/25 by Ghojogh, Benyamin, Ghodsi, Ali, Karray, Fakhri +1 · 3 citations
#FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
- Locally Linear Embedding and its Variants: Tutorial and Survey
2020/11/22 by Benyamin Ghojogh, Ghojogh, Benyamin, Ali Ghodsi +5 · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Animal Vocal Communication and Behavior #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Gait Recognition and Analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Johnson-Lindenstrauss Lemma, Linear and Nonlinear Random Projections, Random Fourier Features, and Random Kitchen Sinks: Tutorial and Survey
2021/08/09 by Benyamin Ghojogh, Ali Ghodsi, Ghojogh, Benyamin +5 · 2 citations
Computer Science · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Probability (math.PR)
- Linear and Quadratic Discriminant Analysis: Tutorial
2019/06/01 by Benyamin Ghojogh, Mark Crowley, Ghojogh, Benyamin +1 · 1 citation
Computer Science · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
- Multidimensional Scaling, Sammon Mapping, and Isomap: Tutorial and Survey
2020/09/17 by Benyamin Ghojogh, Ghojogh, Benyamin, Ali Ghodsi +5 · 3 citations
Computer Science · #Face and Expression Recognition #Data Mining Algorithms and Applications #Neural Networks and Applications
- Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey
2022/01/23 by Ghojogh, Benyamin, Ghodsi, Ali, Karray, Fakhri +1 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)