1 citations · 1 across the 2 of their papers we have counts for
3 papers
Emergent Granger Causality in Neural Networks: Can Prediction Alone Reveal Structure?
Malik Shahid Sultan, Hernando Ombao, Maurizio Filippone
Granger Causality (GC) offers an elegant statistical framework to study the association between multivariate time series data. Vector autoregressive models (VAR) are simple and eas…
Classification of High-dimensional Time Series in Spectral Domain using Explainable Features
Sarbojit Roy, Malik Shahid Sultan, Hernando Ombao
Interpretable classification of time series presents significant challenges in high dimensions. Traditional feature selection methods in the frequency domain often assume sparsity…
Stylized Projected GAN: A Novel Architecture for Fast and Realistic Image Generation
Md Nurul Muttakin, Malik Shahid Sultan, Robert Hoehndorf +1
Generative Adversarial Networks are used for generating the data using a generator and a discriminator, GANs usually produce high-quality images, but training GANs in an adversaria…