Search Results for author: Mostafa M. Mohamed

Found 7 papers, 2 papers with code

Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems

no code implementations2 Feb 2022 Mostafa M. Mohamed, Björn W. Schuller

We present a theoretical analysis of the method, in addition to an empirical comparison against two standard methods for fairness, namely data balancing and adversarial training.

Binary Classification Decision Making +2

Tokenization Repair in the Presence of Spelling Errors

2 code implementations CoNLL (EMNLP) 2021 Hannah Bast, Matthias Hertel, Mostafa M. Mohamed

We identify three key ingredients of high-quality tokenization repair, all missing from previous work: deep language models with a bidirectional component, training the models on text with spelling errors, and making use of the space information already present.

Optical Character Recognition (OCR) Spelling Correction

On Deep Speech Packet Loss Concealment: A Mini-Survey

no code implementations15 May 2020 Mostafa M. Mohamed, Mina A. Nessiem, Björn W. Schuller

In this mini-survey, we review all the literature we found to date, that attempt to solve the packet-loss in speech using deep learning methods.

Packet Loss Concealment

ConcealNet: An End-to-end Neural Network for Packet Loss Concealment in Deep Speech Emotion Recognition

no code implementations15 May 2020 Mostafa M. Mohamed, Björn W. Schuller

Additionally, extending this with an end-to-end emotion prediction neural network provides a network that performs SER from audio with lost frames, end-to-end.

Packet Loss Concealment Speech Emotion Recognition

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