Modélisation et apprentissage des préférences par réseaux de neurones pour l'aide à la décision multicritère. (Learning and Explaining Preferences with Neural Networks for Multiple Criteria Decision Making). - Kary Främling (1996)

Integrating Material and Information Flows Using a Distributed Peer-to-Peer Information System. - Mikko Kärkkäinen; Timo Ala-Risku; Kary Främling (APMS, 2002)

The product centric approach: a solution to supply network information management problems? - Mikko Kärkkäinen; Timo Ala-Risku; Kary Främling (Comput. Ind., 2003)

Intelligent products - a step towards a more effective project delivery chain. - Mikko Kärkkäinen; Jan Holmström; Kary Främling; Karlos Artto (Comput. Ind., 2003)

Scaled Gradient Descent Learning Rate - Reinforcement Learning with Light-Seeking Robot. - Kary Främling (ICINCO (1), 2004)

Wireless item identification: a solution for e-commerce fulfilment problems. - Mikko Kärkkäinen; Jan Holmström; Kary Främling (Int. J. Electron. Bus., 2004)

Adaptive robot learning in a non-stationary environment. - Kary Främling (ESANN, 2005)

Dual Memory Model for Using Pre-existing Knowledge in Reinforcement Learning Tasks. - Kary Främling (ICANN (2), 2005)

Product Centric Integration: Exploring The Impact Of RFID And Agent Technology On Supply Chain Management. - Jan Holmström; Kary Främling (PRO-VE, 2006)

Agent-based model for managing composite product information. - Kary Främling; Timo Ala-Risku; Mikko Kärkkäinen; Jan Holmström (Comput. Ind., 2006)

Open-Source Demo System to Support Automated Identification and Tracking Workshops. - Mikko Laakso; Jan Holmström; Risto Kajosaari; Kary Främling (CASE, 2007)

Replacing eligibility trace for action-value learning with function approximation. - Kary Främling (ESANN, 2007)

Design patterns for managing product life cycle information. - Kary Främling; Timo Ala-Risku; Mikko Kärkkäinen; Jan Holmström (Commun. ACM, 2007)

Requirements on unique identifiers for managing product lifecycle information: comparison of alternative approaches. - Kary Främling; Mark Harrison; James Brusey; Jouni Petrow (Int. J. Comput. Integr. Manuf., 2007)

Guiding exploration by pre-existing knowledge without modifying reward. - Kary Främling (Neural Networks, 2007)

Gathering Product Data from Smart Products. - Jan Nyman; Kary Främling; Vincent Michel (ICEIS (1), 2008)

Light-weight Reinforcement Learning with Function Approximation for Real-life Control Tasks. - Kary Främling (ICINCO-ICSO, 2008)

From Tracking with RFID to Intelligent Products. - Kary Främling; Jan Nyman (ETFA, 2009)

Integration and uses of RF Memory Tags with Smart Space Semantic Web Middleware. - Ian Oliver; Kary Främling; Joni Jantunen; Sergey Boldyrev; Jukka Honkola (ETFA, 2009)

Editorial. - Kary Främling; Duncan C. McFarlane (Comput. Ind., 2009)

Roadmap to tracking based business and intelligent products. - Jan Holmström; Risto Kajosaari; Kary Främling; Erik Langius (Comput. Ind., 2009)

Intelligent Products: A survey. - Gerben G. Meyer; Kary Främling; Jan Holmström (Comput. Ind., 2009)

Instance-Informed Information Systems: A Pre-requisite for Energy-Efficient and Green Information Systems. - Kary Främling; Jan Nyman; André Kaustell; Jan Holmström (MobiQuitous, 2011)

Enabling through life product-instance management: Solutions and challenges. - Damith Chinthana Ranasinghe; Mark Harrison; Kary Främling; Duncan C. McFarlane (J. Netw. Comput. Appl., 2011)

Proposal of an Interoperability Standard Supporting PLM and Knowledge Sharing. - Simone Parrotta; Jacopo Cassina; Sergio Terzi; Marco Taisch; David Potter; Kary Främling (APMS, 2013)

Two-Way Communications Through Firewalls Using QLM Messaging. - Sylvain Kubler; Manik Madhikermi; Andrea Buda; Kary Främling (MobiQuitous, 2013)

Embedded Data on Intelligent Products - Impact on Real-Time Applications. - Sylvain Kubler; William Derigent; Eric Rondeau; André Thomas 001; Kary Främling (MobiWIS (Workshops), 2013)

Deferred Retrieval of IoT Information Using QLM Messaging Interface. - Sylvain Kubler; Manik Madhikermi; Kary Främling (MobiWIS (Workshops), 2013)

Information dissemination framework for context-aware products. - Sylvain Kubler; William Derigent; Eric Rondeau; André Thomas 001; Kary Främling (Comput. Ind. Eng., 2013)

Sustainable PLM through Intelligent Products. - Kary Främling; Jan Holmström; Juha Loukkola; Jan Nyman; André Kaustell (Eng. Appl. Artif. Intell., 2013)

Supply chain tracking: aligning buyer and supplier incentives. - Ville Hinkka; Kary Främling; Jaakko Tätilä (Ind. Manag. Data Syst., 2013)

Assessment of EPCIS Standard for Interoperable Tracking in the Supply Chain. - Kary Främling; Sagar Parmar; Ville Hinkka; Jaakko Tätilä; Dirk Rodgers (Service Orientation in Holonic and Multi Agent Manufacturing and Robotics, 2013)

Towards data exchange interoperability in building lifecycle management. - Sylvain Kubler; Manik Madhikermi; Andrea Buda; Kary Främling; William Derigent; André Thomas 001 (ETFA, 2014)

Standardized Framework for Integrating Domain-Specific Applications into the IoT. - Neela Shrestha; Sylvain Kubler; Kary Främling (FiCloud, 2014)

CaPLIM: The Next Generation of Product Lifecycle Information Management?. - Sylvain Kubler; Kary Främling (ICEIS (2), 2014)

Peer-to-Peer Data Synchronization Agents. - Sylvain Kubler; Irfan Davalsab Nargund; Kary Främling; William Derigent (WI-IAT (3), 2014)

Group fuzzy AHP approach to embed relevant data on "communicating material". - Sylvain Kubler; Alexandre Voisin; William Derigent; André Thomas 001; Eric Rondeau; Kary Främling (Comput. Ind., 2014)

Universal Messaging Standards for the IoT From a Lifecycle Management Perspective. - Kary Främling; Sylvain Kubler; Andrea Buda (IEEE Internet Things J., 2014)

QLM Messaging Standards: Introduction and Comparison with Existing Messaging Protocols. - Sylvain Kubler; Manik Madhikermi; Andrea Buda; Kary Främling (Service Orientation in Holonic and Multi-Agent Manufacturing and Robotics, 2014)

Data Quality Assessment of Company's Maintenance Reporting: A Case Study. - Manik Madhikermi; Sylvain Kubler; Andrea Buda; Kary Främling (DATA, 2015)

Opportunity to Leverage Information-as-an-Asset in the IoT - The Road Ahead. - Sylvain Kubler; Min-Jung Yoo; Cyril Cassagnes; Kary Främling; Dimitris Kiritsis; Mark Skilton (FiCloud, 2015)

Technological Theory of Cloud Manufacturing. - Sylvain Kubler; Jan Holmström; Kary Främling; Petra Turkama (SOHOMA, 2015)

Data supply chain in Industrial Internet. - Andrea Buda; Kary Främling; Jukka Borgman; Manik Madhikermi; Saeed Mirzaeifar; Sylvain Kubler (WFCS, 2015)

Enhanced Product Lifecycle Information Management using "communicating materials". - Sylvain Kubler; William Derigent; Kary Främling; André Thomas 001; Eric Rondeau (Comput. Aided Des., 2015)

P2P Data synchronization for product lifecycle management. - Sylvain Kubler; Kary Främling; William Derigent (Comput. Ind., 2015)

Typology of configurable RFID tracking in fashion logistics. - Ville Hinkka; M. Häkkinen; Kary Främling (Int. J. RF Technol. Res. Appl., 2015)

A standardized approach to deal with firewall and mobility policies in the IoT. - Sylvain Kubler; Kary Främling; Andrea Buda (Pervasive Mob. Comput., 2015)

IoT-based interoperability framework for asset and fleet management. - Jere Backman; Janne Väre; Kary Främling; Manik Madhikermi; Ossi Nykänen (ETFA, 2016)

O-MI/O-DF standards as interoperability enablers for Industrial Internet: A performance analysis. - Jérémy Robert; Sylvain Kubler; Yves Le Traon; Kary Främling (IECON, 2016)

Lifecycle Management in the Smart City Context: Smart Parking Use-Case. - Ahmed Hefnawy; Taha Elhariri; Abdelaziz Bouras; Chantal Cherifi; Jérémy Robert; Sylvain Kubler; Kary Främling (PLM, 2016)

Building Lifecycle Management System for Enhanced Closed Loop Collaboration. - Sylvain Kubler; Andrea Buda; Jérémy Robert; Kary Främling; Yves Le Traon (PLM, 2016)

IoT-based Smart Parking System for Sporting Event Management. - Sylvain Kubler; Jérémy Robert; Ahmed Hefnawy; Chantal Cherifi; Abdelaziz Bouras; Kary Främling (MobiQuitous, 2016)

Data quality assessment of maintenance reporting procedures. - Manik Madhikermi; Sylvain Kubler; Jérémy Robert; Andrea Buda; Kary Främling (Expert Syst. Appl., 2016)

Data Model Logger - Data Discovery for Extract-Transform-Load. - Manik Madhikermi; Andrea Buda; Bhargav Dave; Kary Främling (HPCC/SmartCity/DSS, 2017)

Key data quality pitfalls for condition based maintenance. - Manik Madhikermi; Andrea Buda; Bhargav Dave; Kary Främling (ICSRS, 2017)

Authentication and Access Control for Open Messaging Interface Standard. - Narges Yousefnezhad; Roman Filippov; Asad Javed; Andrea Buda; Manik Madhikermi; Kary Främling (MobiQuitous, 2017)

Combined use of lifecycle management and IoT in smart cities. - Ahmed Hefnawy; Taha Elhariri; Chantal Cherifi; Jérémy Robert; Abdelaziz Bouras; Sylvain Kubler; Kary Främling (SKIMA, 2017)

Open IoT Ecosystem for Sporting Event Management. - Sylvain Kubler; Jérémy Robert; Ahmed Hefnawy; Kary Främling; Chantal Cherifi; Abdelaziz Bouras (IEEE Access, 2017)

Open IoT Ecosystem for Enhanced Interoperability in Smart Cities - Example of Métropole De Lyon. - Jérémy Robert; Sylvain Kubler; Niklas Kolbe; Alessandro Cerioni; Emmanuel Gastaud; Kary Främling (Sensors, 2017)

Open IoT Ecosystem for Smart EV Charging. - Anastasiia Karpenko; Tuomas Kinnunen; Kary Främling; Bhargav Dave (GIoTS, 2018)

Data Exchange Standard for Industrial Internet of Things. - Manik Madhikermi; Narges Yousefnezhad; Kary Främling (ICSRS, 2018)

Heat Recovery Unit Failure Detection in Air Handling Unit. - Manik Madhikermi; Narges Yousefnezhad; Kary Främling (APMS (2), 2018)

MeDI: Measurement-based Device Identification Framework for Internet of Things. - Narges Yousefnezhad; Manik Madhikermi; Kary Främling (INDIN, 2018)

CEFIoT: A fault-tolerant IoT architecture for edge and cloud. - Asad Javed; Keijo Heljanko; Andrea Buda; Kary Främling (WF-IoT, 2018)

Data Exchange Interoperability in IoT Ecosystem for Smart Parking and EV Charging. - Anastasiia Karpenko; Tuomas Kinnunen; Manik Madhikermi; Jérémy Robert; Kary Främling; Bhargav Dave; Antti Nurminen (Sensors, 2018)

Explanations of Black-Box Model Predictions by Contextual Importance and Utility. - Sule Anjomshoae; Kary Främling; Amro Najjar (EXTRAAMAS@AAMAS, 2019)

Explainable Agents and Robots: Results from a Systematic Literature Review. - Sule Anjomshoae; Amro Najjar; Davide Calvaresi; Kary Främling (AAMAS, 2019)

Explainable Artificial Intelligence Based Heat Recycler Fault Detection in Air Handling Unit. - Manik Madhikermi; Avleen Kaur Malhi; Kary Främling (EXTRAAMAS@AAMAS, 2019)

Between the Megalopolis and the Deep Blue Sky: Challenges of Transport with UAVs in Future Smart Cities. - Yazan Mualla; Amro Najjar; Stéphane Galland; Christophe Nicolle; Igor Haman Tchappi; Ansar-Ul-Haque Yasar; Kary Främling (AAMAS, 2019)

Explaining Machine Learning-Based Classifications of In-Vivo Gastral Images. - Avleen Kaur Malhi; Timotheus Kampik; Husanbir Singh Pannu; Manik Madhikermi; Kary Främling (DICTA, 2019)

Exploring Numerical Calculations with CalcNet. - Ashish Rana; Avleen Kaur Malhi; Kary Främling (ICTAI, 2019)

Access Time Improvement Framework for Standardized IoT Gateways. - Asad Javed; Narges Yousefnezhad; Jérémy Robert; Keijo Heljanko; Kary Främling (PerCom Workshops, 2019)

Agent-based Business Process Orchestration for IoT. - Timotheus Kampik; Avleen Kaur Malhi; Kary Främling (WI, 2019)

Decision Explanation: Applying Contextual Importance and Contextual Utility in Affect Detection. - Nazanin Fouladgar; Marjan Alirezaie; Kary Främling (XAI.it@AI*IA, 2020)

Exploring Contextual Importance and Utility in Explaining Affect Detection. - Nazanin Fouladgar; Marjan Alirezaie; Kary Främling (AI*IA, 2020)

Decision Theory Meets Explainable AI. - Kary Främling (EXTRAAMAS@AAMAS, 2020)

Explainable Agents for Less Bias in Human-Agent Decision Making. - Avleen Malhi; Samanta Knapic; Kary Främling (EXTRAAMAS@AAMAS, 2020)

An OAuth-based Authentication Mechanism for Open Messaging Interface Standard. - Hitesh Chander Monga; Tuomas Kinnunen; Avleen Malhi; Asad Javed; Kary Främling (ICAART (1), 2020)

Product Lifecycle Information Management with Digital Twin: A Case Study. - Narges Yousefnezhad; Avleen Malhi; Tuomas Kinnunen; Matti Huotari; Kary Främling (INDIN, 2020)

A Clean Air Journey Planner for pedestrians using high resolution near real time air quality data. - Antti Nurminen; Avleen Malhi; Lasse Johansson; Kary Främling (Intelligent Environments, 2020)

Edge Computing-based Fault-Tolerant Framework: A Case Study on Vehicular Networks. - Asad Javed; Avleen Malhi; Kary Främling (IWCMC, 2020)

bIoTope: Building an IoT Open Innovation Ecosystem for Smart Cities. - Asad Javed; Sylvain Kubler; Avleen Malhi; Antti Nurminen; Jérémy Robert; Kary Främling (IEEE Access, 2020)

Scalable IoT Platform for Heterogeneous Devices in Smart Environments. - Asad Javed; Avleen Malhi; Tuomas Kinnunen; Kary Främling (IEEE Access, 2020)

Explainable AI without Interpretable Model. - Kary Främling (CoRR, 2020)

XAI-P-T: A Brief Review of Explainable Artificial Intelligence from Practice to Theory. - Nazanin Fouladgar; Kary Främling (CoRR, 2020)

IoTEF: A Federated Edge-Cloud Architecture for Fault-Tolerant IoT Applications. - Asad Javed; Jérémy Robert; Keijo Heljanko; Kary Främling (J. Grid Comput., 2020)

Security in product lifecycle of IoT devices: A survey. - Narges Yousefnezhad; Avleen Malhi; Kary Främling (J. Netw. Comput. Appl., 2020)

A Novel LSTM for Multivariate Time Series with Massive Missingness. - Nazanin Fouladgar; Kary Främling (Sensors, 2020)

Visual Explanations for DNNs with Contextual Importance. - Sule Anjomshoae; Lili Jiang 002; Kary Främling (EXTRAAMAS@AAMAS, 2021)

ciu.image: An R Package for Explaining Image Classification with Contextual Importance and Utility. - Kary Främling; Samanta Knapic; Avleen Malhi (EXTRAAMAS@AAMAS, 2021)

Comparison of Contextual Importance and Utility with LIME and Shapley Values. - Kary Främling; Marcus Westberg; Martin Jullum; Manik Madhikermi; Avleen Malhi (EXTRAAMAS@AAMAS, 2021)

Assessing Explainability in Reinforcement Learning. - Amber E. Zelvelder; Marcus Westberg; Kary Främling (EXTRAAMAS@AAMAS, 2021)

Towards Explainable and Trustworthy Autonomous Physical Systems. - Daniel Omeiza; Sule Anjomshoae; Konrad Kollnig; Oana-Maria Camburu; Kary Främling; Lars Kunze (CHI Extended Abstracts, 2021)

Context-specific sampling method for contextual explanations. - Manik Madhikermi; Avleen Malhi; Kary Främling (ESANN, 2021)

Air Handling Unit Explainability Using Contextual Importance and Utility. - Avleen Malhi; Manik Madhikermi; Matti Huotari; Kary Främling (MobiQuitous, 2021)

Online Product Advertisement Prediction and Explanation in Large-scale Social Networks. - Avleen Malhi; Manik Madhikermi; Yaman Maharjan; Kary Främling (SNAMS, 2021)

One-to-Many Negotiation QoE Management Mechanism for End-User Satisfaction. - Amro Najjar; Yazan Mualla; Kamal Deep Singh; Gauthier Picard; Davide Calvaresi; Avleen Malhi; Stéphane Galland; Kary Främling (IEEE Access, 2021)

Comparing seven methods for state-of-health time series prediction for the lithium-ion battery packs of forklifts. - Matti Huotari; Shashank Arora; Avleen Malhi; Kary Främling (Appl. Soft Comput., 2021)

Blockchain-based deployment of product-centric information systems. - Juri Mattila; Timo Seppälä; Pellervo Valkama; Taneli Hukkinen; Kary Främling; Jan Holmström (Comput. Ind., 2021)

Cognitive Perspectives on Context-based Decisions and Explanations. - Marcus Westberg; Kary Främling (CoRR, 2021)

A Dynamic Battery State-of-Health Forecasting Model for Electric Trucks: Li-Ion Batteries Case-Study. - Matti Huotari; Shashank Arora; Avleen Malhi; Kary Främling (CoRR, 2021)

Towards a Rigorous Evaluation of Explainability for Multivariate Time Series. - Rohit Saluja; Avleen Malhi; Samanta Knapic; Kary Främling; Cicek Cavdar (CoRR, 2021)

Explainable Artificial Intelligence for Human Decision Support System in the Medical Domain. - Samanta Knapic; Avleen Malhi; Rohit Saluja; Kary Främling (Mach. Learn. Knowl. Extr., 2021)

Automated IoT Device Identification Based on Full Packet Information Using Real-Time Network Traffic. - Narges Yousefnezhad; Avleen Malhi; Kary Främling (Sensors, 2021)

Smartphone Based Grape Leaf Disease Diagnosis and Remedial System Assisted with Explanations. - Avleen Malhi; Vlad Apopei; Manik Madhikermi; Mandeep; Kary Främling (EXTRAAMAS@AAMAS, 2022)

Contextual Importance and Utility: A Theoretical Foundation. - Kary Främling (AI, 2022)

Metrics and Evaluations of Time Series Explanations: An Application in Affect Computing. - Nazanin Fouladgar; Marjan Alirezaie; Kary Främling (IEEE Access, 2022)

Contextual Importance and Utility: aTheoretical Foundation. - Kary Främling (CoRR, 2022)

CN-waterfall: a deep convolutional neural network for multimodal physiological affect detection. - Nazanin Fouladgar; Marjan Alirezaie; Kary Främling (Neural Comput. Appl., 2022)

Counterfactual, Contrastive, and Hierarchical Explanations with Contextual Importance and Utility. - Kary Främling (EXTRAAMAS, 2023)

IoT Open Messaging Standards: Performance Comparison with MQTT and CoAP Protocols. - Avleen Malhi; Asad Javed; Narges Yousefnezhad; Kary Främling (FiCloud, 2023)

Improving Neural Network Verification Efficiency Through Perturbation Refinement. - Minal Suresh Patil; Kary Främling (ICANN (1), 2023)

Investigating Lipschitz Constants in Neural Ensemble Models to Improve Adversarial Robustness. - Minal Suresh Patil; Kary Främling (ICSRS, 2023)

Feature Importance versus Feature Influence and What It Signifies for Explainable AI. - Kary Främling (xAI (1), 2023)

Understanding Unsupervised Learning Explanations Using Contextual Importance and Utility. - Avleen Malhi; Vlad Apopei; Kary Främling (xAI (1), 2023)

An Evaluation of Contextual Importance and Utility for Outcome Explanation of Black-Box Predictions for Medical Datasets. - Avleen Malhi; Kary Främling (xAI (1), 2023)

Do Intermediate Feature Coalitions Aid Explainability of Black-Box Models? - Minal Suresh Patil; Kary Främling (xAI (1), 2023)

Context, Utility and Influence of an Explanation. - Minal Suresh Patil; Kary Främling (CoRR, 2023)

A Comprehensive Security Architecture for Information Management throughout the Lifecycle of IoT Products. - Narges Yousefnezhad; Avleen Malhi; Tuomas Keyriläinen; Kary Främling (Sensors, 2023)

py_ciu_image: A Python Library for Explaining Image Classification with Contextual Importance and Utility. - Kary Främling; Ioan-Vlad Apopei; Gustav Grund Pihlgren; Avleen Malhi (EXTRAAMAS, 2024)

Enhancing Vulnerable Class Robustness in Adversarial Machine Learning. - Minal Suresh Patil; Kary Främling (IJCNN, 2024)

Contextual Importance and Utility in Python: New Functionality and Insights with the py-ciu Package. - Kary Främling (CoRR, 2024)

Smooth-edged Perturbations Improve Perturbation-based Image Explanations. - Gustav Grund Pihlgren; Kary Främling (CoRR, 2024)

Synthetic imagery for fuzzy object detection: A comparative study. - Siavash H. Khajavi; Mehdi Moshtaghi; Dikai Yu; Zixuan Liu; Kary Främling; Jan Holmström (CoRR, 2024)

SSET: Swapping-Sliding Explanation for Time Series Classifiers in Affect Detection. - Nazanin Fouladgar; Marjan Alirezaie; Kary Främling (CoRR, 2024)

Bounded fuzzy logic control for optimal scheduling of green hydrogen production and revenue maximisation. - Sleiman Farah; Jens Jakob Sørensen; Kary Främling; Matej Simurda (CoRR, 2025)

A Functionally-Grounded Benchmark Framework for XAI Methods: Insights and Foundations from a Systematic Literature Review. - Dulce Canha; Sylvain Kubler; Kary Främling; Guy Fagherazzi (ACM Comput. Surv., 2025)