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Publications

Publication name Authors Publication channel Year
Getting Ready for the EU AI Act in Healthcare. A call for Sustainable AI Development and Deployment Brandt Brodersen, John; Caggiano, Ilaria Amelia; Kringen, Pedro; Istvan Madai, Vince; Osika, Walter; Sartor, Giovanni; Svensson, Ellen; Westerlund, Magnus; Zicari, Roberto V. eprint arXiv 2025
Valohai-CSC Integration: A Machine Learning Management Platform for Finnish Academic Institutions Espinosa-Leal, Leonardo; Shcherbakov, Andrey; Westerlund, Magnus Lecture Notes in Networks and Systems 2024
LLM Integration in Workbook Design for Teaching Coding Subjects Westerlund, Magnus; Shcherbakov, Andrey Lecture Notes in Networks and Systems 2024
Mindful Use of AI: A Practical Approach Westerlund, Magnus; Hildt, Elisabeth; Tsolakis, Apostolos C.; Zicari, Roberto V. Capco Institute journal of financial transformation 2024
Lessons Learned in Performing a Trustworthy AI and Fundamental Rights Assessment Boonstra,Marjolein; Bruneault, Frédérick; Chaktraborty, Subrata; Faber, Tjitske; Gallucci, Alessio; Hickman, Eleanore; Kema, Gerard; Kim, Heejin; Kooiker, Jaap; Hildt, Elisabeth; Lamadé, Annegret; Wiinblad Mathez, Emilie; Möslein, Florian; Pathuis, Genien; Sartor, Giovanni; Steege, Marjike; Stocco, Alice; Tadema, Willy; Tuimala, Jarno; van Vledder, Isabel; Vetter, Dennis; Vetter, Jana; Westerlund, Magnus; Zicari, Roberto V. arXiv.org 2024
Lessons Learned from Assessing Trustworthy AI in Practice Vetter, Dennis; Amann, Julia; Bruneault, Frédérick; Coffee, Megan; Düdder, Boris; Gallucci, Alessio; Gilbert, Thomas Krendl; Hagendorff, Thilo; van Halem, Irmhild; Hickman, Eleanore; Hildt, Elisabeth; Holm, Sune; Kararigas, Georgios; Kringen, Pedro; Madai, Vince I.; Wiinblad Mathez, Emilie; Tithi, Jesmin Jahan; Westerlund, Magnus; Wurth, Renee; Zicari, Roberto V. Digital Society 2023
Rollen av yrkeshögskoleforskning Westerlund, Magnus Toolilainen 2023
Using Sentence Embeddings and Semantic Similarity for Seeking Consensus when Assessing Trustworthy AI Vetter, Dennis; Tithi, Jesmin Jahan; Westerlund, Magnus; Zicari, Roberto V. CEUR workshop proceedings 2022
Privacy and security challenges for autonomous agents : A study of two social humanoid service robots Bistrom, Dennis; Westerlund, Magnus; Duncan, Bob; Jaatun, Martin Gilje 2022 IEEE International Conference on Cloud Computing Technology and Science (CloudCom) 2022
Cost-Effective Permanent Audit Trails for Securing SME Systems when Adopting Mobile Technologies Duncan, Bob; Westerlund, Magnus IARIA 2022
How to Assess Trustworthy AI in Practice Zicari, Roberto V.; Amann, Julia; Bruneault, Frédérick; Coffee, Megan; Düdder, Boris; Hickman, Eleanore; Gallucci, Alessio; Krendl Gilbert, Thomas; Hagendorff, Thilo; Halem, Irmhild van; Hildt, Elisabeth; Holm, Sune; Kararigas, Georgios; Kringen, Pedro; Madai, Vince I; Wiinblad Mathez, Emilie; Jahan Tithi, Jesmin; Vetter, Dennis; Westerlund, Magnus; Wurth, Renee arXiv.org 2022
Decentralizing Machine Learning Operations using Web3 for IoT Platforms Wickstrom, John; Westerlund, Magnus; Raj, Emmanuel Proceedings : IEEE International Conference on Cloud Computing Technology and Science 2022
Assessing Trustworthy AI in times of COVID-19. Deep Learning for predicting a multi-regional score conveying the degree of lung compromise in COVID-19 patients Allahabadi, Himanshi; Amann, Julia; Balot, Isabelle; Beretta, Andrea; Binkley, Charles; Bozenhard, Jonas; Bruneault, Frederick; Brusseau, James; Candemir, Sema; Cappellini, Luca Alessandro; Castagnet, Genevieve Fieux; Chakraborty, Subrata; Cherciu, Nicoleta; Cociancig, Christina; Coffee, Megan; Ek, Irene; Espinosa-Leal, Leonardo; Farina, Davide; Fieux-Castagnet, Genevieve; Frauenfelder, Thomas; Gallucci, Alessio; Giuliani, Guya; Golda, Adam; van Halem, Irmhild; Hildt, Elisabeth; Holm, Sune; Kararigas, Georgios; Krier, Sebastien A.; Kuhne, Ulrich; Lizzi, Francesca; Madai, Vince I.; Markus, Aniek F.; Masis, Serg; Mathez, Emilie Wiinblad; Mureddu, Francesco; Neri, Emanuele; Osika, Walter; Ozols, Matiss; Panigutti, Cecilia; Parent, Brendan; Pratesi, Francesca; Moreno-Sanchez, Pedro A.; Sartor, Giovanni; Savardi, Mattia; Signoroni, Alberto; Sormunen, Hanna; Spezzatti, Andy; Srivastava, Adarsh; Stephansen, Annette F.; Theng, Lau Bee; Tithi, Jesmin Jahan; Tuominen, Jarno; Umbrello, Steven; Vaccher, Filippo; Vetter, Dennis; Westerlund, Magnus; Wurth, Renee; Zicari, Roberto V. IEEE transactions on technology and society 2022
Topic Modeling of StormFront Forum Posts Nazarko, Grigorii; Frank, Richard; Westerlund, Magnus 2021
Organizational Building Blocks for Blockchain Governance: A Survey of 241 Blockchain White Papers Honkanen, Petri; Nylund, Mats; Westerlund, Magnus Frontiers in Blockchain 2021
Ethical maintenance of artificial intelligence systems Düdder, Boris; Möslein, Florian; Stürtz, Norman; Westerlund, Magnus; V. Zicari, Roberto 2021
Z-Inspection®: A Process to Assess Trustworthy AI Zicari, Roberto V.; Brodersen, John; Brusseau, James; Dudder, Boris; Eichhorn, Timo; Ivanov, Todor; Kararigas, Georgios; Kringen, Pedro; McCullough, Melissa; Moslein, Florian; Mushtaq, Naveed; Roig, Gemma; Sturtz, Norman; Tolle, Karsten; Tithi, Jesmin Jahan; van Halem, Irmhild; Westerlund, Magnus IEEE Transactions on Technology and Society 2021
On Assessing Trustworthy AI in Healthcare. Machine Learning as a Supportive Tool to Recognize Cardiac Arrest in Emergency Calls Zicari, Roberto V.; Brusseau, James; Blomberg, Stig Nikolaj; Christensen, Helle Collatz; Coffee, Megan; Ganapini, Marianna B.; Gerke, Sara; Gilbert, Thomas Krendl; Hickman, Eleanore; Hildt, Elisabeth; Holm, Sune; Kühne, Ulrich; Madai, Vince I.; Osika, Walter; Spezzatti, Andy; Schnebel, Eberhard; Tithi, Jesmin Jahan; Vetter, Dennis; Westerlund, Magnus; Wurth, Renee; Amann, Julia; Antun, Vegard; Beretta, Valentina; Bruneault, Frédérick; Campano, Erik; Düdder, Boris; Gallucci, Alessio; Goffi, Emmanuel; Haase, Christoffer Bjerre; Hagendorff, Thilo; Kringen, Pedro; Möslein, Florian; Ottenheimer, Davi; Ozols, Matiss; Palazzani, Laura; Petrin, Martin; Tafur, Karin; Tørresen, Jim; Volland, Holger; Kararigas, Georgios Frontiers in Human Dynamics 2021
Co-design of a trustworthy AI system in healthcare : deep learning based skin lesion classifier Zicari, Roberto V.; Ahmed, Sheraz; Amann, Julia; Braun, Stephan Alexander; Brodersen, John; Bruneault, Frédérick; Brusseau, James; Campano, Erik; Coffee, Megan; Dengel, Andreas; Düdder, Boris; Gallucci, Alessio; Gilbert, Thomas Krendl; Gottfrois, Philippe; Goffi, Emmanuel; Haase, Christoffer Bjerre; Hagendorff, Thilo; Hickman, Eleanore; Hildt, Elisabeth; Holm, Sune; Kringen, Pedro; Kühne, Ulrich; Lucieri, Adriano; Madai, Vince I.; Moreno-Sánchez, Pedro A.; Medlicott, Oriana; Ozols, Matiss; Schnebel, Eberhard; Spezzatti, Andy; Tithi, Jesmin Jahan; Umbrello, Steven; Vetter, Dennis; Volland, Holger; Westerlund, Magnus; Wurth, Renee Frontiers in human dynamics 2021
Incorporating Permanent Audit Trails for Corporates Duncan, Bob; Westerlund, Magnus; Wickström, John 2021
Smart Contract based Distributed IoT Security: A Protocol for Autonomous Device Management Wickstrom, John; Westerlund, Magnus; Pulkkis, Goran 2021
Edge MLOps: An Automation Framework for AIoT Applications Raj, Emmanuel; Buffoni, David; Westerlund, Magnus; Ahola, Kimmo 2021
Autonomous Industrial Management via Reinforcement Learning Espinosa-Leal, Leonardo; Chapman, Anthony; Westerlund, Magnus Journal of intelligent and fuzzy systems 2020
Reliable Fleet Analytics for Edge IoT Solutions Raj, Emmanuel; Westerlund, Magnus; Espinosa-Leal, Leonardo Cloud Computing - International Conference on Cloud Computing, GRIDs, and Virtualization 2020
Yrkeshögskolorna saknar finansieringsinstrument för teknisk utveckling Westerlund, Magnus Toolilainen 2020
Rethinking IoT Security: A Protocol Based onBlockchain Smart Contracts for Secure andAutomated IoT Deployments Wickström, John; Westerlund, Magnus; Pulkkis, Göran arXiv 2020
Version Control Using Distributed Ledger Technologies for Internet of Things Device Software Updates Westerlund, Magnus; Wickström, John; Pulkkis, Göran 2019
Governance in Decentralized Ecosystems: A Survey of Blockchain and Distributed Ledger White Papers Honkanen, Petri; Westerlund, Magnus; Nylund, Mats 2019
Muddie Week-Multiprofessional Digital Development: Service Design Innovation Model for Higher Education in the Context of Digital Health and Wellbeing Ahonen, Outi; Mononen, Asko; Valpas, Pirjo; Jalakas, Richard; Mahla, Marge; Havukumpu, Juha; Litina, Sanita; Brauna, Egita; Ekman, Petra; Valtakari, Kasper; Westerlund, Magnus Laurea Journal 2019
Tackling the Cloud Forensic Problem While Keeping Your Eye on the GDPR Westerlund, Magnus; Jaatun, Martin Gilje 2019 IEEE International Conference on Cloud Computing Technology and Science (CloudCom) 2019
Autonomous Industrial Management via Reinforcement Learning: Self-Learning Agents for Decision-Making -- A Review Espinosa Leal, Leonardo; Westerlund, Magnus; Chapman, Anthony 2019
Determining an influence in the adoption readiness of extended reality technology through educational studies Forsström, Mikael; Ahonen, Mirko; Westerlund, Magnus; Tana, Jonas; Jeglinsky-Kankainen, Ira Journal advances in higher education 2019
Specialisation studies in big data analytics Westerlund, Magnus; Espinosa-Leal, Leonardo Toolilainen 2018
Blockchain and the Future of News Honkanen, Petri; Nylund, Mats; Westerlund, Magnus WAN-IFRA report 2018
Blockchain-Based Security Solutions for IoT Systems Pulkkis, Göran; Karlsson, Jonny; Westerlund, Magnus 2018
Towards Distributed Clouds: A Review About the Evolution of Centralized Cloud Computing, Distributed Ledger Technologies, and A Foresight on Unifying Opportunities and Security Implications Westerlund, Magnus; Kratzke, Nane 2018
Reinforcement learning for extended reality: designing self-play scenarios Espinosa Leal, Leonardo A.; Chapman, Anthony; Westerlund, Magnus 2018
Providing Tamper-Resistant Audit Trails with Distributed Ledger based Solutions for Forensics of IoT Systems using Cloud Resources Westerlund, Magnus; Neovius, Mats; Pulkkis, Göran International Journal On Advances in Security 2018
Analytics for network security: a survey and taxonomy Grahn, Kaj; Westerlund, Magnus; Pulkkis, Göran Studies in computational intelligence 2017
Smarta avtal - en utmaning för avtalslagen? Enkvist, Joachim; Westerlund, Magnus; Honkanen, Petri Tidskrift utgiven av juridiska föreningen finland 2017
Secure and Reliable Internet of Things Systems for Healthcare Pulkkis, Goran; Karlsson, Jonny; Westerlund, Magnus; Tana, Jonas 2017
Challenges and opportunities of internet of things in healthcare Göran Pulkkis; Magnus Westerlund; Jonny Karlsson; Jonas Tana Arcada Working Papers 2016
Platform privacy : the missing piece of data protection legislation Magnus Westerlund; Joachim Enkvist Journal of intellectual property, information technology and electronic commerce law 2016
Active intrusion management for web server software : Case WordPress Patrik Paarnio; Sam Stenvall; Magnus Westerlund; Göran Pulkkis 2015
Designing a modern IT curriculum : including information analytics as a core knowledge area Magnus Westerlund; Göran Pulkkis 2015
Feature engineering for detection of wormhole attacking in mobile ad hoc networks with machine learning methods Jonny Karlsson; Magnus Westerlund; Laurence Dooley; Göran Pulkkis Arcada Working papers 2014
Using Extreme Learning Machine for intrusion detection in a big data environment Junlong Xiang; Magnus Westerlund; Dusan Sovilj; Göran Pulkkis 2014
Big data analytics : what is it? Niklas Eriksson; Magnus Westerlund; Carl-Johan Rosenbröijer Arcada Working papers 2014
Using ELM for intrusion in a big data environment Junlong Xiang; Magnus Westerlund; Dusan Sovilj; Timo Karvi; Göran Pulkkis Arcada Working papers 2014
A generalized scalable software architecture for analyzing temporally structured big data in the cloud Magnus Westerlund; Ulf Hedlund; Göran Pulkkis; Kaj-Mikael Björk New perspectives in information systems and technologies 2014
HP Trend Filtering Using Gaussian Mixture Model Weighted Heuristic Sayfullina, Luiza; Westerlund, Magnus; Bjork, Kaj Mikael; Toivonen, Hannu T. Proceedings : International Conference on Tools with Artificial Intelligence 2014
Personuppgiftsskydd :bmed särskild betoning på profilering Joachim Enkvist, Magnus Westerlund JFT 2013
Profiling web users : in light of the proposed EU data protection regulation Magnus Westerlund & Joachim Enkvist Retfærd 2013
Profilering : några synpunkter ur ett juridiskt och ett tekniskt perspektiv Joachim Enkvist, Magnus Westerlund 2013
Information analytics methods for network and information security Jonny Karlsson, Magnus Westerlund and Göran Pulkkis 2013
A local outdoor mobile tour guide in HTML5 : drivers and barriers Niklas Eriksson, Magnus Westerlund, Carl-Johan Rosenbröijer, Hellevi Aittoniemi, Ted Mellin, Krista Fransman 2013
More publications by Magnus Westerlund on Research.fi