Umeå universitet
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Huvudmenyn dold.
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) 

Kontakt

E-post
kary.framling@umu.se

Verksam vid

Anknytning
Professor vid Institutionen för datavetenskap
Plats
MIT-huset, Umeå universitet, MIT.D.452 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. 

Visual Explanations for DNNs with Contextual Importance
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3–7, 2021, Revised Selected Papers, Springer 2021 : 83-96
Anjomshoae, Sule; Jiang, Lili; Främling, Kary
Preface
Lecture Notes in Computer Science, Springer 2021, Vol. 12688 : v-vi
Calvaresi, Davide; Najjar, Amro; Winikoff, Michael; et al.
Exploring Contextual Importance and Utility in Explaining Affect Detection
AIxIA 2020 – Advances in Artificial Intelligence: XIXth International Conference of the Italian Association for Artificial Intelligence, Virtual Event, November 25–27, 2020, Revised Selected Papers, Springer 2021 : 3-18
Fouladgar, Nazanin; Alirezaie, Marjan; Främling, Kary
CN-waterfall: a deep convolutional neural network for multimodal physiological affect detection
Neural computing & applications (Print)
Fouladgar, Nazanin; Alirezaie, Marjan; Främling, Kary
Contextual Importance and Utility in R: the `ciu' Package
Proceedings of 1st Workshop on Explainable Agency in Artificial Intelligence, at 35th AAAI Conference on Artificial Intelligence, Virtual: 2021 : 110-114
Främling, Kary
ciu.image: An R Package for Explaining Image Classification with Contextual Importance and Utility
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3–7, 2021, Revised Selected Papers, Springer 2021 : 55-62
Främling, Kary; Knapic̆, Samanta; Malhi, Avleen
Comparison of Contextual Importance and Utility with LIME and Shapley Values
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop, EXTRAAMAS 2021, Virtual Event, May 3–7, 2021, Revised Selected Papers, Springer 2021 : 39-54
Främling, Kary; Westberg, Marcus; Jullum, Martin; et al.
Critical study of the applicability of additional IAQ sensors in older buildings
Intelligent Buildings International
Halmetoja, Esa; Salonen, Heidi; Ihasalo, Heikki; et al.
Comparing seven methods for state-of-health time series prediction for the lithium-ion battery packs of forklifts
Applied Soft Computing, Elsevier 2021, Vol. 111
Huotari, Matti; Arora, Shashank; Malhi, Avleen; et al.
Explainable Artificial Intelligence for Human Decision Support System in the Medical Domain
Machine Learning & Knowledge Extraction, MDPI 2021, Vol. 3, (3) : 740-770
Knapič, Samanta; Malhi, Avleen; Saluja, Rohit; et al.
Context-specific sampling method for contextual explanations
ESANN 2021 proceedings, 29th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021 : 593-598
Madhikermi, Manik; Malhi, Avleen; Främling, Kary
Blockchain-based deployment of product-centric information systems
Computers in industry (Print), Elsevier 2021, Vol. 125
Mattila, Juri; Seppälä, Timo; Valkama, Pellervo; et al.
One-to-Many Negotiation QoE Management Mechanism for End-User Satisfaction
IEEE Access, IEEE 2021, Vol. 9 : 59231-59243
Najjar, Amro; Mualla, Yazan; Singh, Kamal Deep; et al.
Towards Explainable and Trustworthy Autonomous Physical Systems
CHI Conference on Human Factors in Computing Systems Extended Abstracts (CHI '21 Extended Abstracts)
Omeiza, Daniel; Anjomshoae, Sule; Kollnig, Konrad; et al.
Automated IoT device identification based on full packet information using real-time network traffic
Sensors, MDPI 2021, Vol. 21, (8)
Yousefnezhad, Narges; Malhi, Avleen; Främling, Kary
Assessing Explainability in Reinforcement Learning
Explainable and Transparent AI and Multi-Agent Systems: Third International Workshop on Explainable, Transparent AI and Multi-Agent Systems, EXTRAAMAS 2021, Virtual Event, May 3–7, 2021, Revised Selected Papers, Springer 2021 : 223-240
Zelvelder, Amber; Westberg, Marcus; Främling, Kary
Py-CIU: A Python Library for Explaining Machine Learning Predictions Using Contextual Importance and Utility
Proceedings
Anjomshoae, Sule; Kampik, Timotheus; Främling, Kary
Decision Explanation: Applying Contextual Importance and Contextual Utility in Affect Detection
Proceedings of the Italian Workshop on Explainable Artificial Intelligence, Technical University of Aachen 2020 : 1-13
Fouladgar, Nazanin; Alirezaie, Marjan; Främling, Kary
A Novel LSTM for Multivariate Time Series with Massive Missingness
Sensors, MDPI 2020, Vol. 20, (10)
Fouladgar, Nazanin; Främling, Kary
XAI-P-T: A Brief Review of Explainable Artificial Intelligence from Practice to Theory
Fouladgar, Nazanin; Främling, Kary
Decision Theory Meets Explainable AI
Explainable, Transparent Autonomous Agents and Multi-Agent Systems: Second International Workshop, EXTRAAMAS 2020, Auckland, New Zealand, May 9–13, 2020, Revised Selected Papers, Cham: Springer 2020 : 57-74
Främling, Kary
A dynamic battery state-of-health forecasting model for electric trucks: li-ion batteries case-study
ASME International Mechanical Engineering Congress and Exposition, Proceedings (IMECE)
Huotari, Matti; Arora, Shashank; Malhi, Avleen; et al.
bIoTope: Building an IoT Open Innovation Ecosystem for Smart Cities
IEEE Access, IEEE 2020, Vol. 8 : 224318-224342
Javed, Asad; Kubler, Sylvain; Malhi, Avleen; et al.
Scalable IoT Platform for Heterogeneous Devices in Smart Environments
IEEE Access, IEEE 2020, Vol. 8 : 211973-211985
Javed, Asad; Malhi, Avleen; Kinnunen, Tuomas; et al.
IoTEF: A Federated Edge-Cloud Architecture for Fault-Tolerant IoT Applications
Journal of Grid Computing, Springer 2020, Vol. 18 : 57-80
Javed, Asad; Robert, Jérémy; Heljanko, Keijo; et al.
Explainable Agents for Less Bias in Human-Agent Decision Making
EXTRAAMAS: International Workshop on Explainable, Transparent Autonomous Agents and Multi-Agent Systems: Explainable, Transparent Autonomous Agents and Multi-Agent Systems, Switzerland: Springer Nature 2020 : 129-146
Malhi, Avleen; Knapic, Samanta; Främling, Kary
An OAuth-based Authentication Mechanism for Open Messaging Interface Standard
Proceedings of the 12th International Conference on Agents and Artificial Intelligence, SciTePress 2020 : 216-225
Monga, Hitesh Chander; Kinnunen, Tuomas; Malhi, Avleen; et al.
Cognitive Perspectives on Context-based Decisions and Explanations
IJCAI-PRICAI 2020 Workshop on explainable artificial intelligence (XAI): Proceedings
Westberg, Marcus; Främling, Kary
Security in product lifecycle of IoT devices: A survey
Journal of Network and Computer Applications, Elsevier 2020, Vol. 171
Yousefnezhad, Narges; Malhi, Avleen; Främling, Kary
Product Lifecycle Information Management with Digital Twin: A Case Study
2020 IEEE 18th International Conference on Industrial Informatics (INDIN), IEEE 2020 : 321-326
Yousefnezhad, Narges; Malhi, Avleen; Kinnunen, Tuomas; et al.
Explanations of black-box model predictions by contextual importance and utility
Explainable, transparent autonomous agents and multi-agent systems: first international workshop, EXTRAAMAS 2019, Montreal, QC, Canada, May 13–14, 2019, revised selected papers, Springer 2019 : 95-109
Anjomshoae, Sule; Främling, Kary; Najjar, Amro
Explainable Agents and Robots: Results from a Systematic Literature Review
AAMAS '19: Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, International Foundation for Autonomous Agents and MultiAgent Systems 2019 : 1078-1088
Anjomshoae, Sule; Najjar, Amro; Calvaresi, Davide; et al.
Access Time Improvement Framework for Standardized IoT Gateways
2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), IEEE 2019 : 220-226
Javed, Asad; Yousefnezhad, Narges; Robert, Jérémy; et al.
Agent-based Business Process Orchestration for IoT
WI '19 IEEE/WIC/ACM International Conference on Web Intelligence, New York: ACM Press 2019 : 393-397
Kampik, Timotheus; Malhi, Avleen; Främling, Kary
Data discovery method for Extract-Transform-Load
2019 IEEE 10th International Conference on Mechanical and Intelligent Manufacturing Technologies (ICMIMT), IEEE 2019 : 174-181
Madhikermi, Manik; Främling, Kary
Explainable artificial intelligence based heat recycler fault detection in air handling unit
Lecture Notes in Computer Science, Vol. 11763 LNAI, Springer-Verlag New York 2019 : 110-125
Madhikermi, Manik; Malhi, Avleen; Främling, Kary
Between the Megalopolis and the Deep Blue Sky: Challenges of Transport with UAVs in Future Smart Cities
AAMAS '19: PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS, ASSOC COMPUTING MACHINERY 2019 : 1649-1653
Mualla, Yazan; Najjar, Amro; Galland, Stephane; et al.
Exploring numerical calculations with CalcNet
2019 IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI), IEEE Computer Society 2019 : 1374-1379
Rana, Ashish; Malhi, Avleen; Främling, Kary
A framework for integrating BIM and IoT through open standards
Automation in Construction, Elsevier 2018, Vol. 95 : 35-45
Dave, Bhargav; Buda, Andrea; Nurminen, Antti; et al.
Heat Recovery Unit Failure Detection in Air Handling Unit
IFIP International Conference on Advances in Production Management Systems: APMS 2018: Advances in Production Management Systems. Smart Manufacturing for Industry 4.0, Springer 2018 : 343-350
Främling, Kary
CEFIoT: A Fault Tolerant IoT Architecture for Edge and Cloud
2018 IEEE 4th World Forum on Internet of Things (WF-IoT)
Javed, Asad; Heljanko, Keijo; Buda, Andrea; et al.
Open IoT Ecosystem for Smart EV Charging
2018 Global Internet of Things Summit (GIoTS)
Karpenko, Anastasiia; Kinnunen, Tuomas; Främling, Kary; et al.
Data Exchange Interoperability in IoT Ecosystem for Smart Parking and EV Charging
Sensors, MDPI 2018, Vol. 18, (12)
Karpenko, Anastasiia; Kinnunen, Tuomas; Madhikermi, Manik; et al.
Data Exchange Standard for Industrial Internet of Things
2018 3rd International Conference on System Reliability and Safety (ICSRS), IEEE 2018 : 53-61
Madhikermi, Manik; Yousefnezhad, Narges; Främling, Kary
MeDI: Measurement-based Device Identification Framework for Internet of Things
2018 IEEE 16TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), IEEE 2018 : 95-100
Yousefnezhad, Narges; Madhikermi, Manik; Främling, Kary
Combined Use of Lifecycle Management and IoT in Smart Cities
2017 11th International Conference on Software, Knowledge, Information Management and Applications (SKIMA)
Hefnawy, Ahmed; Elhariri, Taha; Cherifi, Chantal; et al.
Data Model Logger - Data Discovery for Extract-Transform-Load
2017 IEEE 19th International Conference on High Performance Computing and Communications; IEEE 15th International Conference on Smart City; IEEE 3rd International Conference on Data Science and Systems (HPCC/SmartCity/DSS)
Madhikermi, Manik; Buda, Andrea; Dave, Bhargav; et al.
Key data quality pitfalls for condition based maintenance
2017 2nd International Conference on System Reliability and Safety (ICSRS), IEEE 2017 : 474-480
Madhikermi, Manik; Buda, Andrea; Dave, Bhargav; et al.
Open IoT ecosystem for enhanced interoperability in smart cities - Example of Métropole de Lyon
Sensors, MDPI 2017, Vol. 17, (12)
Robert, Jérémy; Kubler, Sylvain; Kolbe, Niklas; et al.
Authentication and Access Control for Open Messaging Interface Standard
MobiQuitous 2017: Proceedings of the 14th EAI International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services
Yousefnezhad, Narges; Filippov, Roman; Javed, Asad; et al.
Visa publikationer i DiVA

Forskargrupper

Forskningsledare
XAI – Explainable AI

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