4 papers
λ-Scaled-Attention: A Novel Fast Attention Mechanism for Efficient Modeling of Protein Sequences
Ashish Ranjan, Md Shah Fahad, Akshay Deepak
Attention-based deep networks have been successfully applied on textual data in the field of NLP. However, their application on protein sequences poses additional challenges due to…
Pitch-Synchronous Single Frequency Filtering Spectrogram for Speech Emotion Recognition
Shruti Gupta, Md. Shah Fahad, Akshay Deepak
Convolutional neural networks (CNN) are widely used for speech emotion recognition (SER). In such cases, the short time fourier transform (STFT) spectrogram is the most popular cho…
Deep Robust Framework for Protein Function Prediction using Variable-Length Protein Sequences
Ashish Ranjan, Md Shah Fahad, David Fernandez-Baca +2
Amino acid sequence portrays most intrinsic form of a protein and expresses primary structure of protein. The order of amino acids in a sequence enables a protein to acquire a part…
DNN-HMM based Speaker Adaptive Emotion Recognition using Proposed Epoch and MFCC Features
Md. Shah Fahad, Jainath Yadav, Gyadhar Pradhan +1
Speech is produced when time varying vocal tract system is excited with time varying excitation source. Therefore, the information present in a speech such as message, emotion, lan…