91传媒在线

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Ume氓 universitet
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Personalbild Kary Främling

Kary Främling

Jag är professor i datavetenskap med inriktning mot dataanalys och maskininlärning. Ledare för Explainable AI-gruppen.
WASP-professor (Wallenberg AI, Autonomous Systems and Software Program) 

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kary.framling@91传媒在线

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Anknytning
Professor vid
Plats
MIT-huset, Umeå universitet, MIT.E.241 Umeå universitet, 901 87 Umeå

Min huvudsakliga forskning vid Umeå universitet fokuserar på Explainable Artificial intelligence (XAI) och särskilt på så kallad "utfallsförklaring", det vill säga att förklara och/eller motivera resultat, handlingar eller rekommendationer från någon form av AI-system, inklusive (djupa eller inte) neurala nätverk. En huvudsaklig teknik är metoden Contextual Importance and Utility (CIU) som jag utvecklade under min doktorsavhandling 1991–1996.  

Under 2000–2018 var ämnen som intelligenta produkter, sakernas internet, digital tvilling (eller virtuell motpart/produktagent) och system-av-system mina huvudsakliga forskningsområden. Min forskning på XAI upprätthåller en stark koppling till dessa domäner, det vill säga för att möjliggöra användning av AI i vardagslivet och i vardagliga produkter. För att säkerställa att AI förblir "humant" är det avgörande att AI-systemen ska kunna kommunicera orsakerna till sina handlingar och avsikter på ett sätt som är förståeligt för olika slutanvändare och lämpligt för den verkliga situationen. 

ACM Computing Surveys, ACM Digital Library 2025, Vol. 57, (12)
Canha, Dulce; Kubler, Sylvain; Fr盲mling, Kary; et al.
Fr盲mling, Kary
Advances in explainability, agents, and large language models: first international workshop on causality, agents and large models, CALM 2024, Kyoto, Japan, November 18鈥19, 2024, proceedings, Cham: Springer 2025 : 20-32
Malhi, Avleen; Matekenya, John Patrice; Fr盲mling, Kary
Lecture Notes in Computer Science, 14847
Calvaresi, Davide; Najjar, Amro; Omicini, Andrea; et al.
Explainable and transparent AI and multi-agent systems: 6th international workshop, EXTRAAMAS 2024, Auckland, New Zealand, May 6鈥10, 2024, revised selected papers, Cham: Springer 2024 : v-v
Calvaresi, Davide; Najjar, Amro; Omicini, Andrea; et al.
XAI 2024 Workshop of 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024), Jeju, South Corea
Fr盲mling, Kary
Explainable and transparent AI and multi-agent systems: 6th international workshop, EXTRAAMAS 2024, Auckland, New Zealand, May 6鈥10, 2024, revised selected papers, Cham: Springer 2024 : 184-188
Fr盲mling, Kary; Apopei, Ioan-Vlad; Grund Pihlgren, Gustav; et al.
Archives of Computational Methods in Engineering, Springer Nature 2024, Vol. 31, (5) : 2537-2556
Huotari, Matti; Malhi, Avleen; Fr盲mling, Kary
IJCNN 2024: conference proceedings
Patil, Minal; Fr盲mling, Kary
Explainable and transparent ai and multi-agent systems: 5th international workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, revised selected papers, Springer Science+Business Media B.V. 2023 : VI-VI
Calvaresi, Davide; Omicini, Andrea; Najjar, Amro; et al.
Explainable and transparent ai and multi-agent systems: 5th international workshop, EXTRAAMAS 2023, London, UK, May 29, 2023, revised selected papers, Springer Nature 2023 : 180-184
Fr盲mling, Kary
Explainable artificial intelligence: first world conference, xAI 2023 Lisbon, Portugal, July 26鈥 28, 2023 proceedings, part I, Cham: Springer Nature 2023 : 241-259
Fr盲mling, Kary
NII Shonan Meeting Report, 200
Fr盲mling, Kary; Lim, Brian; Katharina, Rohlfing
Explainable artificial intelligence: First world conference, xAI 2023, Lisbon, Portugal, july 26-28, 2023, proceedings, part I, Springer Nature 2023 : 606-617
Malhi, Avleen; Apopei, Vlad; Fr盲mling, Kary
Explainable artificial intelligence: First World Conference, xAI 2023, Lisbon, Portugal, July 26鈥28, 2023, Proceedings, Part I, Springer Nature 2023 : 544-557
Malhi, Avleen; Fr盲mling, Kary
Proceedings - 2023 International Conference on Future Internet of Things and Cloud, FiCloud 2023, Institute of Electrical and Electronics Engineers (IEEE) 2023 : 130-135
Malhi, Avleen; Javed, Asad; Yousefnezhad, Narges; et al.
Explainable Artificial Intelligence: First World Conference, xAI 2023, Lisbon, Portugal, July 26鈥28, 2023, Proceedings, Part I, Cham: Springer 2023 : 115-130
Patil, Minal; Fr盲mling, Kary
ICSRS 2023: 7th international conference on system reliability and safety, Institute of Electrical and Electronics Engineers (IEEE) 2023 : 434-438
Patil, Minal Suresh; Fr盲mling, Kary
Artificial Neural Networksand Machine Learning 鈥 ICANN 2023: 32nd International Conference on Artificial Neural Networks, Heraklion, Crete, Greece, September 26鈥29, 2023, Proceedings, Part I, Springer 2023 : 504-515
Patil, Minal Suresh; Fr盲mling, Kary
Sensors, MDPI 2023, Vol. 23, (6)
Yousefnezhad, Narges; Malhi, Avleen; Keyril盲inen, Tuomas; et al.
Explainable and transparent AI and multi-agent systems: 4th International Workshop, EXTRAAMAS 2022, Virtual Event, May 9鈥10, 2022, Revised Selected Papers, Springer Nature 2022 : vi-vi
Calvaresi, Davide; Najjar, Amro; Winikoff, Michael; et al.
Neural Computing & Applications, Springer 2022, Vol. 34, (3) : 2157-2176
Fouladgar, Nazanin; Alirezaie, Marjan; Fr盲mling, Kary
IEEE Access, IEEE 2022, Vol. 10 : 23995-24009
Fouladgar, Nazanin; Alirezaie, Marjan; Fr盲mling, Kary
AI 2021: Advances in Artificial Intelligence: 34th Australasian Joint Conference, AI 2021, Sydney, NSW, Australia, February 2鈥4, 2022, Proceedings, Cham: Springer Nature 2022 : 117-128
Fr盲mling, Kary
Intelligent Buildings International, Taylor & Francis 2022, Vol. 14, (6) : 753-765
Halmetoja, Esa; Salonen, Heidi; Ihasalo, Heikki; et al.
2022 IEEE 5th International Conference on Big Data and Artificial Intelligence (BDAI), IEEE 2022 : 82-86
Huotari, Matti; Fr盲mling, Kary
Explainable and transparent AI and multi-agent systems: 4th international workshop, EXTRAAMAS 2022, virtual event, May 9鈥10, 2022, revised selected papers, Springer Nature 2022 : 57-71
Malhi, Avleen; Apopei, Vlad; Madhikermi, Manik; et al.
Mobile and Ubiquitous Systems: Computing, Networking and Services: 18th EAI International Conference, MobiQuitous 2021, Virtual Event, November 8-11, 2021, Proceedings, Springer 2022 : 513-519
Malhi, Avleen; Madhikermi, Manik; Huotari, Matti; et al.
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3鈥7, 2021, Revised Selected Papers, Springer 2021 : 83-96
Anjomshoae, Sule; Jiang, Lili; Fr盲mling, Kary
Lecture Notes in Computer Science, Springer 2021, Vol. 12688 : v-vi
Calvaresi, Davide; Najjar, Amro; Winikoff, Michael; et al.
AIxIA 2020 鈥 Advances in Artificial Intelligence: XIXth International Conference of the Italian Association for Artificial Intelligence, Virtual Event, November 25鈥27, 2020, Revised Selected Papers, Springer 2021 : 3-18
Fouladgar, Nazanin; Alirezaie, Marjan; Fr盲mling, Kary
Proceedings of 1st Workshop on Explainable Agency in Artificial Intelligence, at 35th AAAI Conference on Artificial Intelligence, Virtual: 2021 : 110-114
Fr盲mling, Kary
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3鈥7, 2021, Revised Selected Papers, Springer 2021 : 55-62
Fr盲mling, Kary; Knapic虇, Samanta; Malhi, Avleen
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3鈥7, 2021, Revised Selected Papers, Springer 2021 : 39-54
Fr盲mling, Kary; Westberg, Marcus; Jullum, Martin; et al.
Applied Soft Computing, Elsevier 2021, Vol. 111
Huotari, Matti; Arora, Shashank; Malhi, Avleen; et al.
Machine Learning & Knowledge Extraction, MDPI 2021, Vol. 3, (3) : 740-770
Knapi膷, Samanta; Malhi, Avleen; Saluja, Rohit; et al.
ESANN 2021 proceedings, 29th聽European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021 : 593-598
Madhikermi, Manik; Malhi, Avleen; Fr盲mling, Kary
2021 Eighth International Conference on Social Network Analysis, Management and Security (SNAMS)
Malhi, Avleen; Madhikermi, Manik; Maharjan, Yaman; et al.
Computers in industry (Print), Elsevier 2021, Vol. 125
Mattila, Juri; Sepp盲l盲, Timo; Valkama, Pellervo; et al.
IEEE Access, IEEE 2021, Vol. 9 : 59231-59243
Najjar, Amro; Mualla, Yazan; Singh, Kamal Deep; et al.
CHI Conference on Human Factors in Computing Systems Extended Abstracts (CHI '21 Extended Abstracts)
Omeiza, Daniel; Anjomshoae, Sule; Kollnig, Konrad; et al.
Sensors, MDPI 2021, Vol. 21, (8)
Yousefnezhad, Narges; Malhi, Avleen; Fr盲mling, Kary
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop on Explainable, Transparent AI and Multi-Agent Systems, EXTRAAMAS 2021, Virtual Event, May 3鈥7, 2021, Revised Selected Papers, Springer 2021 : 223-240
Zelvelder, Amber; Westberg, Marcus; Fr盲mling, Kary
Proceedings
Anjomshoae, Sule; Kampik, Timotheus; Fr盲mling, Kary
Proceedings of the Italian Workshop on Explainable Artificial Intelligence, Technical University of Aachen 2020 : 1-13
Fouladgar, Nazanin; Alirezaie, Marjan; Fr盲mling, Kary
Fouladgar, Nazanin; Fr盲mling, Kary
Sensors, MDPI 2020, Vol. 20, (10)
Fouladgar, Nazanin; Fr盲mling, Kary
Explainable, Transparent Autonomous Agents and Multi-Agent Systems: Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9鈥13, 2020, Revised Selected Papers, Cham: Springer 2020 : 57-74
Fr盲mling, Kary
ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE)
Huotari, Matti; Arora, Shashank; Malhi, Avleen; et al.
IEEE Access, IEEE 2020, Vol. 8 : 224318-224342
Javed, Asad; Kubler, Sylvain; Malhi, Avleen; et al.

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Förklarande AI

Från om med vårterminen 2021 undervisar jag på kursen Bearbetning och visualisering av data (5DV217).