25 citations · 76 across the 10 of their papers we have counts for
10 papers
Red Teaming with Artificial Intelligence-Driven Cyberattacks: A Scoping Review
Mays Al-Azzawi, Dung Doan, Tuomo Sipola +2
The progress of artificial intelligence (AI) has made sophisticated methods available for cyberattacks and red team activities. These AI attacks can automate the process of penetra…
Machine Learning Applications of Quantum Computing: A Review
Thien Nguyen, Tuomo Sipola, Jari Hautamäki
At the intersection of quantum computing and machine learning, this review paper explores the transformative impact these technologies are having on the capabilities of data proces…
Cyber Protection Applications of Quantum Computing: A Review
Ummar Ahmed, Tuomo Sipola, Jari Hautamäki
Quantum computing is a cutting-edge field of information technology that harnesses the principles of quantum mechanics to perform computations. It has major implications for the cy…
Applications of Post-quantum Cryptography
Emils Bagirovs, Grigory Provodin, Tuomo Sipola +1
With the constantly advancing capabilities of quantum computers, conventional cryptographic systems relying on complex math problems may encounter unforeseen vulnerabilities. Unlik…
Recent Trends in Artificial Intelligence Technology: A Scoping Review
Teemu Niskanen, Tuomo Sipola, Olli Väänänen
Artificial intelligence is more ubiquitous in multiple domains. Smartphones, social media platforms, search engines, and autonomous vehicles are just a few examples of applications…
Improved Difference Images for Change Detection Classifiers in SAR Imagery Using Deep Learning
Janne Alatalo, Tuomo Sipola, Mika Rantonen
Satellite-based Synthetic Aperture Radar (SAR) images can be used as a source of remote sensed imagery regardless of cloud cover and day-night cycle. However, the speckle noise and…
Chromatic and spatial analysis of one-pixel attacks against an image classifier
Janne Alatalo, Joni Korpihalkola, Tuomo Sipola +1
One-pixel attack is a curious way of deceiving neural network classifier by changing only one pixel in the input image. The full potential and boundaries of this attack method are…
One-Pixel Attack Deceives Computer-Assisted Diagnosis of Cancer
Joni Korpihalkola, Tuomo Sipola, Samir Puuska +1
Computer vision and machine learning can be used to automate various tasks in cancer diagnostic and detection. If an attacker can manipulate the automated processing, the results c…
Anomaly Detection Framework Using Rule Extraction for Efficient Intrusion Detection
Antti Juvonen, Tuomo Sipola
Huge datasets in cyber security, such as network traffic logs, can be analyzed using machine learning and data mining methods. However, the amount of collected data is increasing,…
Diffusion map for clustering fMRI spatial maps extracted by independent component analysis
Tuomo Sipola, Fengyu Cong, Tapani Ristaniemi +4
Functional magnetic resonance imaging (fMRI) produces data about activity inside the brain, from which spatial maps can be extracted by independent component analysis (ICA). In dat…