Search Results - "Malafaia, Mafalda"

Robustness analysis of Deep Learning-based lung cancer classification using explainable methods by Malafaia, Mafalda, Silva, Francisco, Neves, Ines, Pereira, Tania, Oliveira, Helder P.

“…Deep Learning (DL) based classification algorithms have been shown to achieve top results in clinical diagnosis, namely with lung cancer datasets. However, the…”
Get full text

Towards Machine Learning-Aided Lung Cancer Clinical Routines: Approaches and Open Challenges by Silva, Francisco, Pereira, Tania, Neves, Inês, Morgado, Joana, Freitas, Cláudia, Malafaia, Mafalda, Sousa, Joana, Fonseca, João, Negrão, Eduardo, Flor de Lima, Beatriz, Correia da Silva, Miguel, Madureira, António J, Ramos, Isabel, Costa, José Luis, Hespanhol, Venceslau, Cunha, António, Oliveira, Hélder P

“…Advancements in the development of computer-aided decision (CAD) systems for clinical routines provide unquestionable benefits in connecting human medical…”
Get full text

MagNeed - Needle-Shaped Electromagnets for Localized Actuation Within Compact Workspaces by Huaroto, Juan J., Richter, Michiel, Malafaia, Mafalda, Kim, Jayoung, Kim, Chang-Sei, Park, Jong-Oh, Sikorski, Jakub, Misra, Sarthak

“…Electromagnetic actuation of micro-/milli-sized agents has traditionally relied on large electromagnets positioned at considerable distances from the agents…”
Get full text

Neuroblastoma Cancer Radiogenomics by Oliveira, Mafalda Malafaia Baptista de

“…O Neuroblastoma (NB) é o tipo de tumor extracraniano mais comum em casos pediátricos. Devido à sua baixa taxa de incidência e ao seu comportamento heterogéneo,…”
Get full text

MultiFIX: An XAI-friendly feature inducing approach to building models from multimodal data by Malafaia, Mafalda, Schlender, Thalea, Bosman, Peter A. N, Alderliesten, Tanja

“…In the health domain, decisions are often based on different data modalities. Thus, when creating prediction models, multimodal fusion approaches that can…”
Get full text

Improving the efficiency of GP-GOMEA for higher-arity operators by Schlender, Thalea, Malafaia, Mafalda, Alderliesten, Tanja, Bosman, Peter A. N

“…Deploying machine learning models into sensitive domains in our society requires these models to be explainable. Genetic Programming (GP) can offer a way to…”
Get full text

Ensemble Strategies for EGFR Mutation Status Prediction in Lung Cancer by Malafaia, Mafalda, Pereira, Tania, Silva, Francisco, Morgado, Joana, Cunha, Antonio, Oliveira, Helder P.

“…Lung cancer treatments that are accurate and effective are urgently needed. The diagnosis of advanced-stage patients accounts for the majority of the cases,…”
Get full text