Utilizing Mutations to Evaluate Interpretability of Neural Networks on Genomic Data

no code implementations • 12 Dec 2022 • Utku Ozbulak, Solha Kang, Jasper Zuallaert, Stephen Depuydt, Joris Vankerschaver

Even though deep neural networks (DNNs) achieve state-of-the-art results for a number of problems involving genomic data, getting DNNs to explain their decision-making process has been a major challenge due to their black-box nature.

Decision Making Translation

Web Applicable Computer-aided Diagnosis of Glaucoma Using Deep Learning

no code implementations • 6 Dec 2018 • Mijung Kim, Olivier Janssens, Ho-min Park, Jasper Zuallaert, Sofie Van Hoecke, Wesley De Neve

Glaucoma is a major eye disease, leading to vision loss in the absence of proper medical treatment.

Interpretable Convolutional Neural Networks for Effective Translation Initiation Site Prediction

no code implementations • 27 Nov 2017 • Jasper Zuallaert, Mijung Kim, Yvan Saeys, Wesley De Neve

Thanks to rapidly evolving sequencing techniques, the amount of genomic data at our disposal is growing increasingly large.

Decision Making Translation