17 citations · 18 across the 4 of their papers we have counts for
4 papers
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow
Benyamin Ghojogh, Milad Amir Toutounchian
Density estimation, which estimates the distribution of data, is an important category of probabilistic machine learning. A family of density estimators is mixture models, such as…
On Philomatics and Psychomatics for Combining Philosophy and Psychology with Mathematics
Benyamin Ghojogh, Morteza Babaie
We propose the concepts of philomatics and psychomatics as hybrid combinations of philosophy and psychology with mathematics. We explain four motivations for this combination which…
Recurrent Neural Networks and Long Short-Term Memory Networks: Tutorial and Survey
Benyamin Ghojogh, Ali Ghodsi
This is a tutorial paper on Recurrent Neural Network (RNN), Long Short-Term Memory Network (LSTM), and their variants. We start with a dynamical system and backpropagation through…
Affective Manifolds: Modeling Machine's Mind to Like, Dislike, Enjoy, Suffer, Worry, Fear, and Feel Like A Human
Benyamin Ghojogh
After the development of different machine learning and manifold learning algorithms, it may be a good time to put them together to make a powerful mind for machine. In this work,…