Magnus Westerlund är överlärare i informationsteknik och leder labbet för pålitlig artificiell intelligens vid Arcada University of Applied Sciences i Helsingfors, Finland.
https://www.arcada.fi/en/research/key-r…
Han har en bakgrund från den privata sektorn inom telekommunikation och informationshantering och tog sin doktorsexamen i informationssystem vid Åbo Akademi-universitetet i Finland. Magnus publicerar aktivt inom områdena pålitlig AI, analytik/maskininlärning, IT-säkerhet, cyberreglering och blockkedjeteknik.
De flesta av hans nuvarande forskningsämnen återfinns inom pålitlig mjukvara och utvecklingsaspekter av intelligenta och säkra autonoma system.
Publikationer
| Publikationens namn | Upphovspersoner | Publikationskanal | År |
|---|---|---|---|
| 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 |