most citedTanhSoft -- a family of activation functions combining Tanh and Softplus

4 citations · 5 across the 7 of their papers we have counts for

collaborators

8 papers

cs.LG2021

SAU: Smooth activation function using convolution with approximate identities

Koushik Biswas, Sandeep Kumar, Shilpak Banerjee +1

Well-known activation functions like ReLU or Leaky ReLU are non-differentiable at the origin. Over the years, many smooth approximations of ReLU have been proposed using various sm…

physics.ao-ph2021

Tropical cyclone intensity estimations over the Indian ocean using Machine Learning

Koushik Biswas, Sandeep Kumar, Ashish Kumar Pandey

Tropical cyclones are one of the most powerful and destructive natural phenomena on earth. Tropical storms and heavy rains can cause floods, which lead to human lives and economic…

cs.LG2021

Intensity Prediction of Tropical Cyclones using Long Short-Term Memory Network

Koushik Biswas, Sandeep Kumar, Ashish Kumar Pandey

Tropical cyclones can be of varied intensity and cause a huge loss of lives and property if the intensity is high enough. Therefore, the prediction of the intensity of tropical cyc…

cs.NE20211 cited

Orthogonal-Padé Activation Functions: Trainable Activation functions for smooth and faster convergence in deep networks

Koushik Biswas, Shilpak Banerjee, Ashish Kumar Pandey

We have proposed orthogonal-Padé activation functions, which are trainable activation functions and show that they have faster learning capability and improves the accuracy in stan…

cs.LG2021

Prediction of Landfall Intensity, Location, and Time of a Tropical Cyclone

Sandeep Kumar, Koushik Biswas, Ashish Kumar Pandey

The prediction of the intensity, location and time of the landfall of a tropical cyclone well advance in time and with high accuracy can reduce human and material loss immensely. I…

cs.LG2021

Predicting Landfall's Location and Time of a Tropical Cyclone Using Reanalysis Data

Sandeep Kumar, Koushik Biswas, Ashish Kumar Pandey

Landfall of a tropical cyclone is the event when it moves over the land after crossing the coast of the ocean. It is important to know the characteristics of the landfall in terms…