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

kary.framling@umu.se

Verksam vid

Professor vid Institutionen för datavetenskap

MIT-huset, Umeå universitet, MIT.D.450 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.

Metrics and Evaluations of Time Series Explanations: An Application in Affect Computing

IEEE Access, IEEE 2022, Vol. 10 : 23995-24009

Fouladgar, Nazanin; Alirezaie, Marjan; Främling, Kary

CN-waterfall: a deep convolutional neural network for multimodal physiological affect detection

Neural Computing & Applications, Springer 2022, Vol. 34, (3) : 2157-2176

Fouladgar, Nazanin; Alirezaie, Marjan; Främling, Kary

Contextual importance and utility: a theoretical foundation

AI 2021: Advances in Artificial Intelligence: 34th Australasian Joint Conference, AI 2021, Sydney, NSW, Australia, February 2–4, 2022, Proceedings, Cham: Springer Nature 2022 : 117-128

Främling, Kary

Air Handling Unit Explainability Using Contextual Importance and Utility

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.

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

Contextual Importance and Utility in R: the `ciu' Package

Proceedings of 1^st Workshop on Explainable Agency in Artificial Intelligence, at 35^th 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, 29^th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2021 : 593-598

Madhikermi, Manik; Malhi, Avleen; Främling, Kary

Online Product Advertisement Prediction and Explanation in Large-scale Social Networks

2021 Eighth International Conference on Social Network Analysis, Management and Security (SNAMS)

Malhi, Avleen; Madhikermi, Manik; Maharjan, Yaman; et al.

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

XAI-P-T: A Brief Review of Explainable Artificial Intelligence from Practice to Theory

Fouladgar, Nazanin; Främling, Kary

A Novel LSTM for Multivariate Time Series with Massive Missingness

Sensors, MDPI 2020, Vol. 20, (10)

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