no code implementations • 5 Apr 2024 • João Vitorino, Miguel Silva, Eva Maia, Isabel Praça
Two different feature sets were selected and were used to train multiple ML models with regular and adversarial training.
no code implementations • 25 Feb 2024 • João Vitorino, Miguel Silva, Eva Maia, Isabel Praça
As cyber-attacks become more sophisticated, improving the robustness of Machine Learning (ML) models must be a priority for enterprises of all sizes.
no code implementations • 13 Aug 2023 • João Vitorino, Isabel Praça, Eva Maia
Machine Learning (ML) can be incredibly valuable to automate anomaly detection and cyber-attack classification, improving the way that Network Intrusion Detection (NID) is performed.
no code implementations • 27 Jun 2023 • Andreia Martins, Eva Maia, Isabel Praça
Complementary and alternative medicine are commonly used concomitantly with conventional medications leading to adverse drug reactions and even fatality in some cases.
no code implementations • 6 Jun 2023 • Tiago Dias, Arthur Batista, Eva Maia, Isabel Praça
The prevalence of software systems has become an integral part of modern-day living.
no code implementations • 6 Jun 2023 • Tiago Dias, Tiago Fonseca, João Vitorino, Andreia Martins, Sofia Malpique, Isabel Praça
The emergence of smart cities demands harnessing advanced technologies like the Internet of Things (IoT) and Artificial Intelligence (AI) and promises to unlock cities' potential to become more sustainable, efficient, and ultimately livable for their inhabitants.
no code implementations • 3 May 2023 • Ivone Amorim, Eva Maia, Pedro Barbosa, Isabel Praça
The review reveals that HE has the potential to provide strong data privacy guarantees for NNs, but several challenges need to be addressed, such as limited support for advanced NN operations, scalability issues, and performance trade-offs.
no code implementations • 23 Mar 2023 • João Vitorino, Lourenço Rodrigues, Eva Maia, Isabel Praça, André Lourenço
Drowsy driving is a major cause of road accidents, but drivers are dismissive of the impact that fatigue can have on their reaction times.
no code implementations • 14 Mar 2023 • João Vitorino, Tiago Dias, Tiago Fonseca, Eva Maia, Isabel Praça
Every novel technology adds hidden vulnerabilities ready to be exploited by a growing number of cyber-attacks.
no code implementations • 30 Jan 2023 • João Vitorino, Isabel Praça, Eva Maia
The Internet of Things (IoT) faces tremendous security challenges.
no code implementations • 4 Jul 2022 • Nuno Oliveira, Norberto Sousa, Isabel Praça
Electricity is a volatile power source that requires great planning and resource management for both short and long term.
no code implementations • 1 Jun 2022 • João Vitorino, Tiago Dias, Tiago Fonseca, Nuno Oliveira, Isabel Praça
Connectivity plays an ever-increasing role in modern society, with people all around the world having easy access to rapidly disseminated information.
no code implementations • 8 Mar 2022 • João Vitorino, Nuno Oliveira, Isabel Praça
Nonetheless, an example generated for a domain with tabular data must be realistic within that domain.
no code implementations • 25 Nov 2021 • João Vitorino, Rui Andrade, Isabel Praça, Orlando Sousa, Eva Maia
The digital transformation faces tremendous security challenges.
no code implementations • 19 Nov 2021 • Tiago Dias, Nuno Oliveira, Norberto Sousa, Isabel Praça, Orlando Sousa
Hence, many intrusion detection systems have been created in an attempt to mitigate these threats and contribute to a timelier detection.
no code implementations • 30 Jun 2021 • Nuno Oliveira, Norberto Sousa, Isabel Praça
Cybersecurity is a very challenging topic of research nowadays, as digitalization increases the interaction of people, software and services on the Internet by means of technology devices and networks connected to it.