Search Results for author: Mehrin Kiani

Found 5 papers, 0 papers with code

A Temporal Type-2 Fuzzy System for Time-dependent Explainable Artificial Intelligence

no code implementations22 Oct 2022 Mehrin Kiani, Javier Andreu-Perez, Hani Hagras

In this work, we present novel Temporal Type-2 FLS Based Approach for time-dependent XAI (TXAI) systems, which can account for the likelihood of a measurement's occurrence in the time domain using (the measurement's) frequency of occurrence.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

Fuzzy temporal convolutional neural networks in P300-based Brain-computer interface for smart home interaction

no code implementations9 Apr 2022 Christian Flores Vega, Jonathan Quevedo, Elmer Escandón, Mehrin Kiani, Weiping Ding, Javier Andreu-Perez

The remarkable performance of the proposed model, EEG-TCFNet, and the general integration of fuzzy units to other classifiers would pave the way for enhanced P300-based BCIs for smart home interaction within natural settings.

Brain Computer Interface Classification +1

A Generic Deep Learning Based Cough Analysis System from Clinically Validated Samples for Point-of-Need Covid-19 Test and Severity Levels

no code implementations10 Nov 2021 Javier Andreu-Perez, Humberto Pérez-Espinosa, Eva Timonet, Mehrin Kiani, Manuel I. Girón-Pérez, Alma B. Benitez-Trinidad, Delaram Jarchi, Alejandro Rosales-Pérez, Nick Gatzoulis, Orion F. Reyes-Galaviz, Alejandro Torres-García, Carlos A. Reyes-García, Zulfiqar Ali, Francisco Rivas

We seek to evaluate the detection performance of a rapid primary screening tool of Covid-19 solely based on the cough sound from 8, 380 clinically validated samples with laboratory molecular-test (2, 339 Covid-19 positives and 6, 041 Covid-19 negatives).

Specificity

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