Safer Skin Lesion Classification with Global Class Activation Probability Map Evaluation and SafeML
Summary
book-chapter
About
Koorosh Aslansefat is an Assistant Professor of Computer Science and a member of the Dependable Intelligent System Group (DEIS) at the University of Hull. He received the M.Sc. degree in control engineering from Shahid Beheshti University, Tehran, Iran, in 2014. He got a fellowship with Grant No. 723764 for the EU H2020 project entitled: GO0D MAN (aGent Oriented Zero Defect Multi-stage mANufacturing) from 2016 to 2018. In 2018, he got a Studentship Award from EDF Energy R&D UK to do a PhD at the University of Hull and have an industrial collaboration with EDF Energy for a project entitled: DREAM (Data-driven Reliability-centred Evolutionary Automated Maintenance for Offshore Wind Farms). In his PhD career, he managed to get the IET Leslie H. Paddle Award for being an Outstanding Researcher for his research work on Real-time dependability evaluation and the DREAM project. In 2021, he became a Research Associate and, as a named researcher, got a fellowship with Grant No. 101017258 for another EU H2020 project entitled: (SESAME) Secure and Safe Multi-Robot Systems. In this position, he managed to get a Post-Doctoral Enrichment Award from the Alan Turing Institute for his innovative research onthe safety evaluation of machine learning known as SafeML. Koorosh Aslansefat is internationally renowned for innovative research on the engineering of dependable systems that includes real-time dependability analysis of complex systems and safety assurance of machine learning algorithms. His main research interests are in artificial intelligence safety and explainability, Markov modelling, performance assessment, optimisation, stochastic modelling, and runtime dependability evaluation.
Work
University of Hull
|Assistant Professor
United Kingdom of Great Britain and Northern Ireland
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University of Hull
|Research Associate
United Kingdom of Great Britain and Northern Ireland
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UNINOVA Instituto de Desenvolvimento de Novas Tecnologias
|Research Assistant
Portugal
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Shahid Beheshti University
|Researcher
Iran (Islamic Republic of)
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Education
Shahid Beheshti University
Iran (Islamic Republic of)
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Master of Science (MSc)
Publications
RAGuard: A Novel Approach for In-Context Safe Retrieval Augmented Generation for LLMs
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book-chapter
Measuring AI Fairness in a Continuum Maintaining Nuances: A Robustness Case Study
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IEEE Internet Computing
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journal-article
Adaptive Design of Uni-Variate Alarm Systems Based on Statistical Distance Measures
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book-chapter
Explaining Black Boxes With a SMILE: Statistical Model-Agnostic Interpretability With Local Explanations
Published by
IEEE Software
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journal-article
A Review of the Applications of Explainable Machine Learning for Lithium–Ion Batteries: From Production to State and Performance Estimation
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Energies
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A Review of the Applications of Explainable Machine Learning for Lithium–Ion Batteries: From Production to State and Performance Estimation
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Energies
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journal-article
StaDRe and StaDRo: Reliability and Robustness Estimation of ML-Based Forecasting Using Statistical Distance Measures
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book-chapter
Keep Your Distance: Determining Sampling and Distance Thresholds in Machine Learning Monitoring
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book-chapter
Toward Improving Confidence in Autonomous Vehicle Software: A Study on Traffic Sign Recognition Systems
Published by
Computer
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A constraint multi-objective evolutionary optimization of a state-of-the-art dew point cooler using digital twins
Published by
Energy Conversion and Management
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A Hierarchical Approach for Dynamic Fault Trees Solution Through Semi-Markov Process
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IEEE Transactions on Reliability
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journal-article
SafeML: Safety Monitoring of Machine Learning Classifiers Through Statistical Difference Measures
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book-chapter
A Hybrid Modular Approach for Dynamic Fault Tree Analysis
Published by
IEEE Access
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journal-article
A Markov Process-Based Approach for Reliability Evaluation of the Propulsion System in Multi-rotor Drones
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book-chapter
Performance evaluation and design for variable threshold alarm systems through semi-Markov process
Published by
ISA Transactions
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journal-article
A Markov Process-Based Approach for Reliability Evaluation of the Propulsion System in Multi-rotor Drones
Published by
IFIP Advances in Information and Communication Technology
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book-chapter
A Conceptual Framework to Incorporate Complex Basic Events in HiP-HOPS
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book-chapter
A Hierarchical Approach for Dynamic Fault Trees Solution Through Semi-Markov Process
Published by
IEEE Transactions on Reliability
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journal-article
Model-Based Safety and Assessment
Published by
Lecture Notes in Computer Science
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book
Safety + AI: A Novel Approach to Update Safety Models Using Artificial Intelligence
Published by
IEEE Access
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journal-article
Safety + AI: A Novel Approach to Update Safety Models Using Artificial Intelligence
Published by
IEEE Access
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journal-article
Resilience Supported System for Innovative Water Monitoring Technology
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book-chapter
Resilience Supported System for Innovative Water Monitoring Technology
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book-chapter
Resilience Supported System for Innovative Water Monitoring Technology
Published by
Technological Innovation for Resilient Systems
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book-chapter
A novel extended adaptive thresholding for industrial alarm systems
Published by
2017 Iranian Conference on Electrical Engineering (ICEE)
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conference-paper
A novel extended adaptive thresholding for industrial alarm systems
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2017 25th Iranian Conference on Electrical Engineering, ICEE 2017
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conference-paper
A novel extended adaptive thresholding for industrial alarm systems
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conference-paper
A Systematic Approach to Design and Analysis of Univariate Alarm Systems Using Penalty Approaches
Published by
Journal of Control
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journal-article
A novel extended adaptive thresholding for industrial alarm systems
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conference-paper
Optimization of the Drag Force of Planing Boat with Trim Control System Using Genetic Algorithm
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American Journal of Mechanical Engineering
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Optimization of the Drag Force of Planing Boat with Trim Control System Using Genetic Algorithm
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American Journal of Mechanical Engineering
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journal-article
Hierarchical steady-state availability evaluation of dynamic fault trees through equal Markov model
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2016 24th Iranian Conference on Electrical Engineering (ICEE)
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conference-paper
Hierarchical steady-state availability evaluation of dynamic fault trees through equal Markov model
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2016 24th Iranian Conference on Electrical Engineering, ICEE 2016
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conference-paper
A New Methodology to Availability Analysis of Dynamic Fault Tree by Using Their Hierarchical Equal Markov Model
Published by
4th International Reliability Engineering Conference
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conference-paper
Hierarchical steady-state availability evaluation of dynamic fault trees through equal Markov model
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conference-paper
Hierarchical steady-state availability evaluation of dynamic fault trees through equal Markov model
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conference-paper
A Systematic Approach to Sensitivity Analysis of Fault Tolerant Systems in NMR Architecture
Published by
Journal of Intelligent Procedures in Electrical Technology (JIPET)
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journal-article
Reliability and Safety Modelling in Reliable Systems Supported with Cold Standby Spares by the Markov Model
Published by
Journal of Industrial Engineering
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Multi-objective evolutionary optimization technique applied to propeller design
Published by
Acta Polytechnica Hungarica
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A Strategy for Reliability Evaluation and Fault Diagnosis of Autonomous Underwater Gliding Robot based on its Fault Tree
Published by
International Journal of Advances in Science, Engineering and Technology
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Multi-objective evolutionary optimization technique applied to propeller design
Published by
Acta Polytechnica Hungarica
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journal-article
Multi-objective evolutionary optimization technique applied to propeller design
Published by
Acta Polytechnica Hungarica
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Evolutionary Design of Mathematical tunable FPGA Based MIMO Fuzzy Estimator Sliding Mode Based Lyapunov Algorithm: Applied to Robot Manipulator
Published by
International Journal of Robotics and Automation
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