Susanna Pirttikangas

89 papers A* 1A 2B 6C 4Journal 30Unranked 43

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Agentic TinyML for Intent-Aware Handover in 6G Wireless Networks. IEEE Wirel. Commun. Alaa Saleh, Roberto Morabito, Sasu Tarkoma, Anders Lindgren, Susanna Pirttikangas, Lauri Lovén
2026	J	`jnl`	Bio-inspired Agentic Self-healing Framework for Resilient Distributed Computing Continuum Systems. CoRR Alaa Saleh, Praveen Kumar Donta, Roberto Morabito, Sasu Tarkoma, Anders Lindgren, Qiyang Zhang, Schahram Dustdar, Susanna Pirttikangas, Lauri Lovén
2026	J	`jnl`	Integrating Generative AI-enhanced Cognitive Systems in Higher Education: From Stakeholder Perceptions to a Conceptual Framework considering the EU AI Act. CoRR Da-Lun Chen, Prasasthy Balasubramanian, Lauri Lovén, Susanna Pirttikangas, Jaakko Sauvola, Panagiotis Kostakos
2026	J	`jnl`	Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities. ACM Comput. Surv. Alaa Saleh, Roberto Morabito, Schahram Dustdar, Sasu Tarkoma, Susanna Pirttikangas, Lauri Lovén
2025	J	`jnl`	A Framework for AI-Native Semantic-Based Dynamic Slicing for 6G Networks. CoRR Mayukh Roy Chowdhury, Eman Hammad, Lauri Lovén, Susanna Pirttikangas, Aloizio Pereira da Silva, Walid Saad
2025	J	`jnl`	Agentic TinyML for Intent-aware Handover in 6G Wireless Networks. CoRR Alaa Saleh, Roberto Morabito, Sasu Tarkoma, Anders Lindgren, Susanna Pirttikangas, Lauri Lovén
2025	A	`conf`	FedDTKG: Federated Temporal Graph Learning with Adaptive Loss for Robust 5G Attack Detection under Extreme Class Imbalance. MSWiM Saeid Sheikhi, Lauri Lovén, Susanna Pirttikangas, Panos Kostakos
2025	J	`jnl`	Generative AI for cyber threat intelligence: applications, challenges, and analysis of real-world case studies. Artif. Intell. Rev. Prasasthy Balasubramanian, Sonali Liyana, Hamsini Sankaran, Shambavi Sivaramakrishnan, Sruthi Pusuluri, Susanna Pirttikangas, Ella Peltonen
2025	B	`conf`	Graph-based Gossiping for Communication Efficiency in Decentralized Federated Learning. ICCCN Huong Mai Nguyen, Hong-Tri Nguyen, Praveen Kumar Donta, Susanna Pirttikangas, Lauri Lovén
2025	J	`jnl`	Graph-based Gossiping for Communication Efficiency in Decentralized Federated Learning. CoRR Huong Mai Nguyen, Hong-Tri Nguyen, Praveen Kumar Donta, Susanna Pirttikangas, Lauri Lovén
2025	J	`jnl`	Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things. CoRR Talha Zeeshan, Abhishek Kumar, Susanna Pirttikangas, Sasu Tarkoma
2025	J	`jnl`	The Power Play: AI Agents, Digital Twins, and the Energy Hustle. IEEE Pervasive Comput. Susanna Pirttikangas, Florian Michahelles
2025	J	`jnl`	Towards a data fabric framework for industrial metaverse integration. Sustain. Comput. Informatics Syst. Abhishek Kumar, Lauri Lovén, Muhammad Talha Arshad, Susanna Pirttikangas, Sasu Tarkoma
2025	J	`jnl`	Understanding Well-Being in Urban Context: A Survey. IEEE Access Amirhossein Ghaffari, Susanna Pirttikangas, Ekaterina Gilman
2025	J	`jnl`	UserCentrix: An Agentic Memory-augmented AI Framework for Smart Spaces. CoRR Alaa Saleh, Sasu Tarkoma, Praveen Kumar Donta, Naser Hossein Motlagh, Schahram Dustdar, Susanna Pirttikangas, Lauri Lovén
2024	J	`jnl`	A novel Edge architecture and solution for detecting concept drift in smart environments. Future Gener. Comput. Syst. Hassan Mehmood, Ahmed Khalid, Panos Kostakos, Ekaterina Gilman, Susanna Pirttikangas
2024	—	`conf`	Data Fabric for Industrial Metaverse. ICDCSW Abhishek Kumar, Lauri Lovén, Susanna Pirttikangas, Sasu Tarkoma
2024	—	`conf`	Effective Anomaly Detection in 5G Networks via Transformer-Based Models and Contrastive Learning. CSNet Saeid Sheikhi, Panos Kostakos, Susanna Pirttikangas
2024	—	`conf`	Fair Consensus in Blockchain with Heterogeneous Miners using Reinforcement Learning aided Adaptive Proof-of-Work. CCNC Prateek Sethi, Tri Nguyen, Mayukh Roy Chowdhury, Susanna Pirttikangas, Aloizio P. Silva
2024	—	`conf`	Longitudinal Energy Efficiency of an IoT-enhanced Residential Building. IoT Ella Peltonen, Marko Jurvansuu, Susanna Pirttikangas
2024	C	`conf`	Stake-Driven Rewards and Log-Based Free Rider Detection in Federated Learning. PST Huong Mai Nguyen, Hong-Tri Nguyen, Lauri Lovén, Susanna Pirttikangas
2024	—	`conf`	Wait or Not to Wait: Evaluating Trade-Offs between Speed and Precision in Blockchain-based Federated Aggregation. ICDCSW Huong Mai Nguyen, Tri Nguyen, Lauri Lovén, Susanna Pirttikangas
2024	J	`jnl`	Wait or Not to Wait: Evaluating Trade-Offs between Speed and Precision in Blockchain-based Federated Aggregation. CoRR Huong Mai Nguyen, Tri Nguyen, Lauri Lovén, Susanna Pirttikangas
2023	J	`jnl`	EISim: A Platform for Simulating Intelligent Edge Orchestration Solutions. CoRR Henna Kokkonen, Susanna Pirttikangas, Lauri Lovén
2023	J	`jnl`	How Can AI be Distributed in the Computing Continuum? Introducing the Neural Pub/Sub Paradigm. CoRR Lauri Lovén, Roberto Morabito, Abhishek Kumar, Susanna Pirttikangas, Jukka Riekki, Sasu Tarkoma
2023	J	`jnl`	Pub/Sub Message Brokers for GenAI. CoRR Alaa Saleh, Susanna Pirttikangas, Lauri Lovén
2023	B	`conf`	Semantic Slicing across the Distributed Intelligent 6G Wireless Networks. SECON Lauri Lovén, Hafiz Faheem Shahid, Le Ngu Nguyen, Erkki Harjula, Olli Silvén, Susanna Pirttikangas, Miguel Bordallo López
2023	J	`jnl`	TSViT: A Time Series Vision Transformer for Fault Diagnosis. CoRR Shouhua Zhang, Jiehan Zhou, Xue Ma, Chenglin Wen, Susanna Pirttikangas, Chen Yu, Weishan Zhang, Chunsheng Yang
2023	J	`jnl`	TrustedMaaS: Transforming trust and transparency Mobility-as-a-Service with blockchain. Future Gener. Comput. Syst. Tri Nguyen, Huong Mai Nguyen, Juha Partala, Susanna Pirttikangas
2022	J	`jnl`	A dark and stormy night: Reallocation storms in edge computing. EURASIP J. Wirel. Commun. Netw. Lauri Lovén, Ella Peltonen, Leena Ruha, Erkki Harjula, Susanna Pirttikangas
2022	J	`jnl`	Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration. CoRR Henna Kokkonen, Lauri Lovén, Naser Hossein Motlagh, Juha Partala, Alfonso González-Gil, Ester Sola, Iñigo Angulo, Madhusanka Liyanage, Teemu Leppänen, Tri Nguyen, Panos Kostakos, Mehdi Bennis, Sasu Tarkoma, Schahram Dustdar, Susanna Pirttikangas, Jukka Riekki
2022	C	`conf`	CNN4GCDD: a One-Dimensional Convolutional Neural Network-based Model for Gear Crack Depth Diagnosis. CSCWD Shouhua Zhang, Jiehan Zhou, Erhua Wang, Susanna Pirttikangas
2022	A*	`conf`	PassWalk: Spatial Authentication Leveraging Lateral Shift and Gaze on Mobile Headsets. ACM Multimedia Abhishek Kumar, Lik-Hang Lee, Jagmohan Chauhan, Xiang Su, Mohammad Ashraful Hoque, Susanna Pirttikangas, Sasu Tarkoma, Pan Hui
2022	—	`conf`	Revealing reliable information from taxi traces: from raw data to information discovery. ICDE Workshops Anja Keskinarkaus, Ekaterina Gilman, Lauri Lovén, Satu Tamminen, Marjo Hippi, Gang Xiong, Fenghua Zhu, Tapio Seppänen, Jukka Riekki, Susanna Pirttikangas
2022	A	`conf`	Situation Awareness for Autonomous Vehicles Using Blockchain-Based Service Cooperation. CAiSE Huong Mai Nguyen, Tri Nguyen, Teemu Leppänen, Juha Partala, Susanna Pirttikangas
2022	J	`jnl`	Situation Awareness for Autonomous Vehicles Using Blockchain-based Service Cooperation. CoRR Huong Mai Nguyen, Tri Nguyen, Teemu Leppänen, Juha Partala, Susanna Pirttikangas
2022	J	`jnl`	The Many Faces of Edge Intelligence. IEEE Access Ella Peltonen, Ijaz Ahmad, Atakan Aral, Michele Capobianco, Aaron Yi Ding, Felipe J. Gil-Castiñeira, Ekaterina Gilman, Erkki Harjula, Marko Jurmu, Teemu Karvonen, Markus Kelanti, Teemu Leppänen, Lauri Lovén, Tommi Mikkonen, Nitinder Mohan, Petteri Nurmi, Susanna Pirttikangas, Pawel Sroka, Sasu Tarkoma, Tingting Yang
2021	J	`jnl`	A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things. CoRR Jiehan Zhou, Shouhua Zhang, Qinghua Lu, Wenbin Dai, Min Chen, Xin Liu, Susanna Pirttikangas, Yang Shi, Weishan Zhang, Enrique Herrera-Viedma
2021	J	`jnl`	EDISON: An Edge-Native Method and Architecture for Distributed Interpolation. Sensors Lauri Lovén, Tero Lähderanta, Leena Ruha, Ella Peltonen, Ilkka Launonen, Mikko J. Sillanpää, Jukka Riekki, Susanna Pirttikangas
2021	—	`conf`	Meditation Detection Using Sensors from Wearable Devices. UbiComp/ISWC Adjunct Constantino Álvarez Casado, Petteri Paananen, Pekka Siirtola, Susanna Pirttikangas, Miguel Bordallo López
2021	J	`jnl`	Press-n-Paste: Copy-and-Paste Operations with Pressure-sensitive Caret Navigation for Miniaturized Surface in Mobile Augmented Reality. Proc. ACM Hum. Comput. Interact. Lik Hang Lee, Yiming Zhu, Yui-Pan Yau, Pan Hui, Susanna Pirttikangas
2021	—	`conf`	StressNAS: Affect State and Stress Detection Using Neural Architecture Search. UbiComp/ISWC Adjunct Lam Huynh, Tri Nguyen, Thu Nguyen, Susanna Pirttikangas, Pekka Siirtola
2021	J	`jnl`	StressNAS: Affect State and Stress Detection Using Neural Architecture Search. CoRR Lam Huynh, Tri Nguyen, Thu Nguyen, Susanna Pirttikangas, Pekka Siirtola
2021	—	`conf`	Weathering the Reallocation Storm: Large-Scale Analysis of Edge Server Workload. EuCNC/6G Summit Lauri Lovén, Ella Peltonen, Erkki Harjula, Susanna Pirttikangas
2021	—	`conf`	WellComp 2021: Fourth International Workshop on Computing for Well-Being. UbiComp/ISWC Adjunct Tadashi Okoshi, Jin Nakazawa, Jeong-Gil Ko, Fahim Kawsar, Susanna Pirttikangas
2020	—	`conf`	Edge-supported Microservice-based Resource Discovery for Mist Computing. DASC/PiCom/CBDCom/CyberSciTech Arash Sattari, Rouhollah Ehsani, Teemu Leppänen, Susanna Pirttikangas, Jukka Riekki
2020	—	`conf`	Emotional well-being in smart environments: an experiment with EEG. UbiComp/ISWC Adjunct Fatema Sultana Chowdhury, Lauri Lovén, Marta Cortés, Eija Halkola, Tapio Seppänen, Susanna Pirttikangas
2020	—	`conf`	Fuel consumption analysis of driven trips with respect to route choice. ICDE Workshops Ekaterina Gilman, Satu Tamminen, Anja Keskinarkaus, Theodoros Anagnostopoulos, Xiang Su, Susanna Pirttikangas, Jukka Riekki
2020	J	`jnl`	Internet of Things for Smart Spaces: A University Campus Case Study. Sensors Ekaterina Gilman, Satu Tamminen, Rumana Yasmin, Eemeli Ristimella, Ella Peltonen, Markus Harju, Lauri Lovén, Jukka Riekki, Susanna Pirttikangas
2020	J	`jnl`	Non-Interactive Zero-Knowledge for Blockchain: A Survey. IEEE Access Juha Partala, Tri Hong Nguyen, Susanna Pirttikangas
2020	—	`conf`	Privacy-Aware Blockchain Innovation for 6G: Challenges and Opportunities. 6G SUMMIT Tri Nguyen, Ngoc Tran, Lauri Lovén, Juha Partala, M. Tahar Kechadi, Susanna Pirttikangas
2020	—	`conf`	WellComp 2020: third international workshop on computing for well-being. UbiComp/ISWC Adjunct Tadashi Okoshi, Jin Nakazawa, JeongGil Ko, Fahim Kawsar, Susanna Pirttikangas
2019	B	`conf`	Blockchain-Based Mobility-as-a-Service. ICCCN Hong-Tri Nguyen, Juha Partala, Susanna Pirttikangas
2019	—	`book`	Human Activity Sensing - Corpus and Applications Human Activity Sensing Nobuo Kawaguchi, Nobuhiko Nishio, Daniel Roggen, Sozo Inoue, Susanna Pirttikangas, Kristof Van Laerhoven
2019	—	`conf`	Privacy preserving sentiment analysis on multiple edge data streams with Apache NiFi. EISIC Abhinay Pandya, Panos Kostakos, Hassan Mehmood, Marta Cortés, Ekaterina Gilman, Mourad Oussalah, Susanna Pirttikangas
2019	B	`conf`	Towards EDISON: An Edge-Native Approach to Distributed Interpolation of Environmental Data. ICCCN Lauri Lovén, Ella Peltonen, Abhinay Pandya, Teemu Leppänen, Ekaterina Gilman, Susanna Pirttikangas, Jukka Riekki
2019	—	`conf`	Towards measuring well-being in smart environments. UbiComp/ISWC Adjunct Eija Halkola, Lauri Lovén, Marta Cortés, Ekaterina Gilman, Susanna Pirttikangas
2019	—	`conf`	WellComp 2019: second international workshop on computing for well-being. UbiComp/ISWC Adjunct Tadashi Okoshi, Jin Nakazawa, JeongGil Ko, Fahim Kawsar, Susanna Pirttikangas
2019	—	`conf`	Wrist-worn Wearable Sensors to Understand Insides of the Human Body: Data Quality and Quantity. WearSys@MobiSys Pekka Siirtola, Ella Peltonen, Heli Koskimäki, Henna Mönttinen, Juha Röning, Susanna Pirttikangas
2018	—	`conf`	Combining IoT Deployment and Data Visualization: experiences within campus maintenance use-case. NOF Rumana Yasmin, Miikka Salminen, Ekaterina Gilman, Juha Petäjäjärvi, Konstantin Mikhaylov, Minna Pakanen, Arttu Niemelä, Jukka Riekki, Susanna Pirttikangas, Ari Pouttu
2018	—	`conf`	Design Challenges of Wellbeing Supporting Smart Environment in Collaborative Use Situations. UbiComp/ISWC Adjunct Minna Pakanen, Lauri Lovén, Paula Alavesa, Ekaterina Gilman, Jacques M. B. Terken, Berry Eggen, Susanna Pirttikangas
2018	B	`conf`	SemanPhone: Combining Semantic and Phonetic Word Association in Verbal Learning Context. ASONAM Jiyan Lu, Panos A. Kostakos, Mourad Oussalah, Susanna Pirttikangas
2018	C	`conf`	The 3D Point Clouds Registration for Human Foot. ICIS Yi Xie, Xiuqin Shang, Yuqing Li, Xiwei Liu, Fenghua Zhu, Gang Xiong, Susanna Pirttikangas, Jiehan Zhou
2018	—	`conf`	WellComp 2018: First International Workshop on Computing for Well-Being. UbiComp/ISWC Adjunct Tadashi Okoshi, JeongGil Ko, Susanna Pirttikangas, Jin Nakazawa, Fahim Kawsar
2018	—	`conf`	Wellbeing in Smart Environments: Definition, Measurement, Prediction and Control. UbiComp/ISWC Adjunct Lauri Lovén, Minna Pakanen, Ekaterina Gilman, Susanna Pirttikangas
2017	—	`conf`	5th Int. workshop on human activity sensing corpus and applications (HASCA): towards open-ended context awareness. UbiComp/ISWC Adjunct Nobuo Kawaguchi, Nobuhiko Nishio, Daniel Roggen, Sozo Inoue, Susanna Pirttikangas, Kristof Van Laerhoven
2017	—	`conf`	UbiMI'17: ubiquitous mobile instrumentation. UbiComp/ISWC Adjunct Aku Visuri, Denzil Ferreira, Susanna Pirttikangas, Vassilis Kostakos, Kåre Synnes, Janne Lindqvist, Yuuki Nishiyama
2016	—	`conf`	4 UbiComp Adjunct Nobuo Kawaguchi, Nobuhiko Nishio, Daniel Roggen, Sozo Inoue, Susanna Pirttikangas, Kristof Van Laerhoven
2016	—	`conf`	Experiences with smart city traffic pilot. IEEE BigData Susanna Pirttikangas, Ekaterina Gilman, Xiang Su, Teemu Leppänen, Anja Keskinarkaus, Mika Rautiainen, Mikko Pyykkönen, Jukka Riekki
2015	—	`conf`	Continuous Travel Time Prediction for Transit Signal Priority Based on a Deep Network. ITSC Gang Xiong, Wenwen Kang, Feiyue Wang, Fenghua Zhu, Yisheng Lv, Xisong Dong, Jukka Riekki, Susanna Pirttikangas
2015	—	`conf`	International workshop on human activity sensing corpus and its application (HASCA2015). UbiComp/ISWC Adjunct Nobuo Kawaguchi, Nobuhiko Nishio, Daniel Roggen, Sozo Inoue, Susanna Pirttikangas
2015	—	`conf`	Low latency analytics for streaming traffic data with Apache Spark. IEEE BigData Altti Ilari Maarala, Mika Rautiainen, Miikka Salmi, Susanna Pirttikangas, Jukka Riekki
2014	—	`conf`	International workshop on human activity sensing corpus and its application (HASCA2014). UbiComp Adjunct Nobuo Kawaguchi, Sozo Inoue, Nobuhiko Nishio, Susanna Pirttikangas, Daniel Roggen
2013	—	`conf`	Chairs' summary/proposal for international workshop on human activity sensing corpus and its application (hasca2013). UbiComp (Adjunct Publication) Nobuo Kawaguchi, Nobuhiko Nishio, Daniel Roggen, Kaori Fujinami, Susanna Pirttikangas
2011	C	`conf`	Distributed Road Surface Condition Monitoring Using Mobile Phones. UIC Mikko Perttunen, Oleksiy Mazhelis, Fengyu Cong, Mikko Kauppila, Teemu Leppänen, Jouni Kantola, Jussi Collin, Susanna Pirttikangas, Janne Haverinen, Tapani Ristaniemi, Jukka Riekki
2010	—	`conf`	Aquiba: An Energy-Efficient Mobile Sensing System for Collaborative Human Probes. DASFAA (2) Niwat Thepvilojanapong, Shin'ichi Konomi, Jun'ichi Yura, Takeshi Iwamoto, Susanna Pirttikangas, Yasuyuki Ishida, Masayuki Iwai, Yoshito Tobe, Hiroyuki Yokoyama, Jin Nakazawa, Hideyuki Tokuda
2010	—	`ch.`	Smart Environments for Occupancy Sensing and Services. Handbook of Ambient Intelligence and Smart Environments Susanna Pirttikangas, Yoshito Tobe, Niwat Thepvilojanapong
2009	—	`conf`	Askus: Amplifying Mobile Actions. Pervasive Shin'ichi Konomi, Niwat Thepvilojanapong, Ryohei Suzuki, Susanna Pirttikangas, Kaoru Sezaki, Yoshito Tobe
2008	—	`conf`	Experiences on Data Collection Tools for Wearable and Ubiquitous Computing. SAINT Susanna Pirttikangas, Kaori Fujinami, Simo Hosio
2008	—	`conf`	Kuka: An Architecture for Associating an Augmented Artefact with Its User Using Wearable Sensors. SUTC Kaori Fujinami, Susanna Pirttikangas
2008	B	`conf`	Touch & Share: RFID based ubiquitous file containers. MUM Iván Sánchez Milara, Jukka Riekki, Jarkko Rousu, Susanna Pirttikangas
2007	—	`conf`	Discriminative Temporal Smoothing for Activity Recognition from Wearable Sensors. UCS Jaakko Suutala, Susanna Pirttikangas, Juha Röning
2006	—	`conf`	Extensions for commongis to enable visual data mining in context-aware systems. ACST Susanna Pirttikangas, Jukka Riekki, Jaakko Hietajarvi
2006	—	`conf`	Feature Selection and Activity Recognition from Wearable Sensors. UCS Susanna Pirttikangas, Kaori Fujinami, Tatsuo Nakajima
2004	—	`conf`	Reject-Optional LVQ-Based Two-Level Classifier to Improve Reliability in Footstep Identification. Pervasive Jaakko Suutala, Susanna Pirttikangas, Jukka Riekki, Juha Röning
2004	—	`conf`	Routine Learning: Analyzing Your Whereabouts. ITCC (2) Susanna Pirttikangas, Jukka Riekki, Juha Röning
2004	—	`—`	Routine Learning: from Reactive to Proactive Environments. Susanna Pirttikangas
2003	—	`conf`	Context-Recognition and Data Mining Methods for a Health Club Application. IASSE Susanna Pirttikangas, Jukka Riekki, Juha Röning, Jouni Kaartinen
2000	—	`conf`	Self-Organizing Maps in Adaptive Health Monitoring. IJCNN (4) Satu Tamminen, Susanna Pirttikangas, Juha Röning