Self-Organizing Maps in Adaptive Health Monitoring. - Satu Tamminen; Susanna Pirttikangas; Juha Röning (IJCNN (4), 2000)

Context-Recognition and Data Mining Methods for a Health Club Application. - Susanna Pirttikangas; Jukka Riekki; Juha Röning; Jouni Kaartinen (IASSE, 2003)

Routine Learning: Analyzing Your Whereabouts. - Susanna Pirttikangas; Jukka Riekki; Juha Röning (ITCC (2), 2004)

Reject-Optional LVQ-Based Two-Level Classifier to Improve Reliability in Footstep Identification. - Jaakko Suutala; Susanna Pirttikangas; Jukka Riekki; Juha Röning (Pervasive, 2004)

Routine Learning: from Reactive to Proactive Environments. - Susanna Pirttikangas (2004)

Extensions for commongis to enable visual data mining in context-aware systems. - Susanna Pirttikangas; Jukka Riekki; Jaakko Hietajarvi (ACST, 2006)

Feature Selection and Activity Recognition from Wearable Sensors. - Susanna Pirttikangas; Kaori Fujinami; Tatsuo Nakajima (UCS, 2006)

Discriminative Temporal Smoothing for Activity Recognition from Wearable Sensors. - Jaakko Suutala; Susanna Pirttikangas; Juha Röning (UCS, 2007)

Touch & Share: RFID based ubiquitous file containers. - Iván Sánchez Milara; Jukka Riekki; Jarkko Rousu; Susanna Pirttikangas (MUM, 2008)

Experiences on Data Collection Tools for Wearable and Ubiquitous Computing. - Susanna Pirttikangas; Kaori Fujinami; Simo Hosio (SAINT, 2008)

Kuka: An Architecture for Associating an Augmented Artefact with Its User Using Wearable Sensors. - Kaori Fujinami; Susanna Pirttikangas (SUTC, 2008)

Askus: Amplifying Mobile Actions. - Shin'ichi Konomi; Niwat Thepvilojanapong; Ryohei Suzuki; Susanna Pirttikangas; Kaoru Sezaki; Yoshito Tobe (Pervasive, 2009)

Smart Environments for Occupancy Sensing and Services. - Susanna Pirttikangas; Yoshito Tobe; Niwat Thepvilojanapong (Handbook of Ambient Intelligence and Smart Environments, 2010)

Aquiba: An Energy-Efficient Mobile Sensing System for Collaborative Human Probes. - Niwat Thepvilojanapong; Shin'ichi Konomi; Jun'ichi Yura; Takeshi Iwamoto; Susanna Pirttikangas; Yasuyuki Ishida; Masayuki Iwai; Yoshito Tobe; Hiroyuki Yokoyama; Jin Nakazawa; Hideyuki Tokuda (DASFAA (2), 2010)

Distributed Road Surface Condition Monitoring Using Mobile Phones. - Mikko Perttunen; Oleksiy Mazhelis; Fengyu Cong; Mikko Kauppila; Teemu Leppänen; Jouni Kantola; Jussi Collin; Susanna Pirttikangas; Janne Haverinen; Tapani Ristaniemi; Jukka Riekki (UIC, 2011)

Chairs' summary/proposal for international workshop on human activity sensing corpus and its application (hasca2013). - Nobuo Kawaguchi; Nobuhiko Nishio; Daniel Roggen; Kaori Fujinami; Susanna Pirttikangas (UbiComp (Adjunct Publication), 2013)

International workshop on human activity sensing corpus and its application (HASCA2014). - Nobuo Kawaguchi; Sozo Inoue; Nobuhiko Nishio; Susanna Pirttikangas; Daniel Roggen (UbiComp Adjunct, 2014)

Low latency analytics for streaming traffic data with Apache Spark. - Altti Ilari Maarala; Mika Rautiainen; Miikka Salmi; Susanna Pirttikangas; Jukka Riekki (IEEE BigData, 2015)

International workshop on human activity sensing corpus and its application (HASCA2015). - Nobuo Kawaguchi; Nobuhiko Nishio; Daniel Roggen; Sozo Inoue; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2015)

Continuous Travel Time Prediction for Transit Signal Priority Based on a Deep Network. - Gang Xiong 001; Wenwen Kang; Feiyue Wang 001; Fenghua Zhu; Yisheng Lv; Xisong Dong; Jukka Riekki; Susanna Pirttikangas (ITSC, 2015)

Experiences with smart city traffic pilot. - Susanna Pirttikangas; Ekaterina Gilman; Xiang Su; Teemu Leppänen; Anja Keskinarkaus; Mika Rautiainen; Mikko Pyykkönen; Jukka Riekki (IEEE BigData, 2016)

4th workshop on human activity sensing corpus and applications: towards open-ended context awareness. - Nobuo Kawaguchi; Nobuhiko Nishio; Daniel Roggen; Sozo Inoue; Susanna Pirttikangas; Kristof Van Laerhoven (UbiComp Adjunct, 2016)

5th Int. workshop on human activity sensing corpus and applications (HASCA): towards open-ended context awareness. - Nobuo Kawaguchi; Nobuhiko Nishio; Daniel Roggen; Sozo Inoue; Susanna Pirttikangas; Kristof Van Laerhoven (UbiComp/ISWC Adjunct, 2017)

UbiMI'17: ubiquitous mobile instrumentation. - Aku Visuri; Denzil Ferreira; Susanna Pirttikangas; Vassilis Kostakos; Kåre Synnes; Janne Lindqvist; Yuuki Nishiyama (UbiComp/ISWC Adjunct, 2017)

SemanPhone: Combining Semantic and Phonetic Word Association in Verbal Learning Context. - Jiyan Lu; Panos A. Kostakos 001; Mourad Oussalah 002; Susanna Pirttikangas (ASONAM, 2018)

Wellbeing in Smart Environments: Definition, Measurement, Prediction and Control. - Lauri Lovén; Minna Pakanen; Ekaterina Gilman; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2018)

WellComp 2018: First International Workshop on Computing for Well-Being. - Tadashi Okoshi; JeongGil Ko; Susanna Pirttikangas; Jin Nakazawa; Fahim Kawsar (UbiComp/ISWC Adjunct, 2018)

Design Challenges of Wellbeing Supporting Smart Environment in Collaborative Use Situations. - Minna Pakanen; Lauri Lovén; Paula Alavesa; Ekaterina Gilman; Jacques M. B. Terken; Berry Eggen; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2018)

The 3D Point Clouds Registration for Human Foot. - Yi Xie; Xiuqin Shang; Yuqing Li; Xiwei Liu; Fenghua Zhu; Gang Xiong 001; Susanna Pirttikangas; Jiehan Zhou (ICIS, 2018)

Combining IoT Deployment and Data Visualization: experiences within campus maintenance use-case. - Rumana Yasmin; Miikka Salminen; Ekaterina Gilman; Juha Petäjäjärvi; Konstantin Mikhaylov; Minna Pakanen; Arttu Niemelä; Jukka Riekki; Susanna Pirttikangas; Ari Pouttu (NOF, 2018)

Privacy preserving sentiment analysis on multiple edge data streams with Apache NiFi. - Abhinay Pandya; Panos Kostakos 001; Hassan Mehmood; Marta Cortés 001; Ekaterina Gilman; Mourad Oussalah 002; Susanna Pirttikangas (EISIC, 2019)

Towards measuring well-being in smart environments. - Eija Halkola; Lauri Lovén; Marta Cortés 001; Ekaterina Gilman; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2019)

WellComp 2019: second international workshop on computing for well-being. - Tadashi Okoshi; Jin Nakazawa; JeongGil Ko; Fahim Kawsar; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2019)

Towards EDISON: An Edge-Native Approach to Distributed Interpolation of Environmental Data. - Lauri Lovén; Ella Peltonen; Abhinay Pandya; Teemu Leppänen; Ekaterina Gilman; Susanna Pirttikangas; Jukka Riekki (ICCCN, 2019)

Blockchain-Based Mobility-as-a-Service. - Tri Hong Nguyen; Juha Partala; Susanna Pirttikangas (ICCCN, 2019)

Wrist-worn Wearable Sensors to Understand Insides of the Human Body: Data Quality and Quantity. - Pekka Siirtola; Ella Peltonen; Heli Koskimäki; Henna Mönttinen; Juha Röning; Susanna Pirttikangas (WearSys@MobiSys, 2019)

Privacy-Aware Blockchain Innovation for 6G: Challenges and Opportunities. - Tri Hong Nguyen; Ngoc Tran; Lauri Lovén; Juha Partala; M. Tahar Kechadi; Susanna Pirttikangas (6G SUMMIT, 2020)

Edge-supported Microservice-based Resource Discovery for Mist Computing. - Arash Sattari; Rouhollah Ehsani; Teemu Leppänen; Susanna Pirttikangas; Jukka Riekki (DASC/PiCom/CBDCom/CyberSciTech, 2020)

Emotional well-being in smart environments: an experiment with EEG. - Fatema Sultana Chowdhury; Lauri Lovén; Marta Cortés 001; Eija Halkola; Tapio Seppänen; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2020)

WellComp 2020: third international workshop on computing for well-being. - Tadashi Okoshi; Jin Nakazawa; JeongGil Ko; Fahim Kawsar; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2020)

Fuel consumption analysis of driven trips with respect to route choice. - Ekaterina Gilman; Satu Tamminen; Anja Keskinarkaus; Theodoros Anagnostopoulos; Xiang Su; Susanna Pirttikangas; Jukka Riekki (ICDE Workshops, 2020)

Non-Interactive Zero-Knowledge for Blockchain: A Survey. - Juha Partala; Tri Hong Nguyen; Susanna Pirttikangas (IEEE Access, 2020)

Internet of Things for Smart Spaces: A University Campus Case Study. - Ekaterina Gilman; Satu Tamminen; Rumana Yasmin; Eemeli Ristimella; Ella Peltonen; Markus Harju; Lauri Lovén; Jukka Riekki; Susanna Pirttikangas (Sensors, 2020)

Weathering the Reallocation Storm: Large-Scale Analysis of Edge Server Workload. - Lauri Lovén; Ella Peltonen; Erkki Harjula; Susanna Pirttikangas (EuCNC/6G Summit, 2021)

Meditation Detection Using Sensors from Wearable Devices. - Constantino Álvarez Casado; Petteri Paananen; Pekka Siirtola; Susanna Pirttikangas; Miguel Bordallo López (UbiComp/ISWC Adjunct, 2021)

StressNAS: Affect State and Stress Detection Using Neural Architecture Search. - Lam Huynh; Tri Nguyen; Thu Nguyen; Susanna Pirttikangas; Pekka Siirtola (UbiComp/ISWC Adjunct, 2021)

WellComp 2021: Fourth International Workshop on Computing for Well-Being. - Tadashi Okoshi; Jin Nakazawa; Jeong-Gil Ko; Fahim Kawsar; Susanna Pirttikangas (UbiComp/ISWC Adjunct, 2021)

A Survey on Federated Learning and its Applications for Accelerating Industrial Internet of Things. - Jiehan Zhou; Shouhua Zhang; Qinghua Lu 001; Wenbin Dai; Min Chen 003; Xin Liu 022; Susanna Pirttikangas; Yang Shi; Weishan Zhang; Enrique Herrera-Viedma (CoRR, 2021)

Press-n-Paste: Copy-and-Paste Operations with Pressure-sensitive Caret Navigation for Miniaturized Surface in Mobile Augmented Reality. - Lik Hang Lee; Yiming Zhu; Yui-Pan Yau; Pan Hui 001; Susanna Pirttikangas (Proc. ACM Hum. Comput. Interact., 2021)

EDISON: An Edge-Native Method and Architecture for Distributed Interpolation. - Lauri Lovén; Tero Lähderanta; Leena Ruha; Ella Peltonen; Ilkka Launonen; Mikko J. Sillanpää; Jukka Riekki; Susanna Pirttikangas (Sensors, 2021)

Situation Awareness for Autonomous Vehicles Using Blockchain-Based Service Cooperation. - Huong Nguyen; Tri Nguyen; Teemu Leppänen; Juha Partala; Susanna Pirttikangas (CAiSE, 2022)

CNN4GCDD: a One-Dimensional Convolutional Neural Network-based Model for Gear Crack Depth Diagnosis. - Shouhua Zhang; Jiehan Zhou; Erhua Wang; Susanna Pirttikangas (CSCWD, 2022)

Revealing reliable information from taxi traces: from raw data to information discovery. - Anja Keskinarkaus; Ekaterina Gilman; Lauri Lovén; Satu Tamminen; Marjo Hippi; Gang Xiong 001; Fenghua Zhu; Tapio Seppänen; Jukka Riekki; Susanna Pirttikangas (ICDE Workshops, 2022)

PassWalk: Spatial Authentication Leveraging Lateral Shift and Gaze on Mobile Headsets. - Abhishek Kumar 011; Lik-Hang Lee; Jagmohan Chauhan; Xiang Su; Mohammad Ashraful Hoque; Susanna Pirttikangas; Sasu Tarkoma; Pan Hui 001 (ACM Multimedia, 2022)

The Many Faces of Edge Intelligence. - Ella Peltonen; Ijaz Ahmad 001; Atakan Aral; Michele Capobianco; Aaron Yi Ding; Felipe J. Gil-Castiñeira; Ekaterina Gilman; Erkki Harjula; Marko Jurmu; Teemu Karvonen; Markus Kelanti; Teemu Leppänen; et al. (IEEE Access, 2022)

Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration. - Henna Kokkonen; Lauri Lovén; Naser Hossein Motlagh; Juha Partala; Alfonso González-Gil; Ester Sola; Iñigo Angulo; Madhusanka Liyanage; Teemu Leppänen; Tri Nguyen; Panos Kostakos 001; Mehdi Bennis; et al. (CoRR, 2022)

A dark and stormy night: Reallocation storms in edge computing. - Lauri Lovén; Ella Peltonen; Leena Ruha; Erkki Harjula; Susanna Pirttikangas (EURASIP J. Wirel. Commun. Netw., 2022)

Semantic Slicing across the Distributed Intelligent 6G Wireless Networks. - Lauri Lovén; Hafiz Faheem Shahid; Le Ngu Nguyen; Erkki Harjula; Olli Silvén; Susanna Pirttikangas; Miguel Bordallo López (SECON, 2023)

How Can AI be Distributed in the Computing Continuum? Introducing the Neural Pub/Sub Paradigm. - Lauri Lovén; Roberto Morabito; Abhishek Kumar 011; Susanna Pirttikangas; Jukka Riekki; Sasu Tarkoma (CoRR, 2023)

EISim: A Platform for Simulating Intelligent Edge Orchestration Solutions. - Henna Kokkonen; Susanna Pirttikangas; Lauri Lovén (CoRR, 2023)

TSViT: A Time Series Vision Transformer for Fault Diagnosis. - Shouhua Zhang; Jiehan Zhou; Xue Ma; Chenglin Wen; Susanna Pirttikangas; Chen Yu 003; Weishan Zhang; Chunsheng Yang (CoRR, 2023)

Pub/Sub Message Brokers for GenAI. - Alaa Saleh; Susanna Pirttikangas; Lauri Lovén (CoRR, 2023)

TrustedMaaS: Transforming trust and transparency Mobility-as-a-Service with blockchain. - Tri Nguyen; Huong Nguyen; Juha Partala; Susanna Pirttikangas (Future Gener. Comput. Syst., 2023)

Fair Consensus in Blockchain with Heterogeneous Miners using Reinforcement Learning aided Adaptive Proof-of-Work. - Prateek Sethi; Tri Nguyen; Mayukh Roy Chowdhury; Susanna Pirttikangas; Aloizio P. Silva (CCNC, 2024)

Effective Anomaly Detection in 5G Networks via Transformer-Based Models and Contrastive Learning. - Saeid Sheikhi; Panos Kostakos 001; Susanna Pirttikangas (CSNet, 2024)

Data Fabric for Industrial Metaverse. - Abhishek Kumar 011; Lauri Lovén; Susanna Pirttikangas; Sasu Tarkoma (ICDCSW, 2024)

Wait or Not to Wait: Evaluating Trade-Offs between Speed and Precision in Blockchain-based Federated Aggregation. - Huong Nguyen; Tri Nguyen; Lauri Lovén; Susanna Pirttikangas (ICDCSW, 2024)

Longitudinal Energy Efficiency of an IoT-enhanced Residential Building. - Ella Peltonen; Marko Jurvansuu; Susanna Pirttikangas (IoT, 2024)

Stake-Driven Rewards and Log-Based Free Rider Detection in Federated Learning. - Huong Nguyen; Tri Hong Nguyen; Lauri Lovén; Susanna Pirttikangas (PST, 2024)

A novel Edge architecture and solution for detecting concept drift in smart environments. - Hassan Mehmood; Ahmed Khalid; Panos Kostakos 001; Ekaterina Gilman; Susanna Pirttikangas (Future Gener. Comput. Syst., 2024)

Graph-based Gossiping for Communication Efficiency in Decentralized Federated Learning. - Huong Nguyen; Hong-Tri Nguyen; Praveen Kumar Donta; Susanna Pirttikangas; Lauri Lovén (ICCCN, 2025)

Understanding Well-Being in Urban Context: A Survey. - Amirhossein Ghaffari; Susanna Pirttikangas; Ekaterina Gilman (IEEE Access, 2025)

The Power Play: AI Agents, Digital Twins, and the Energy Hustle. - Susanna Pirttikangas; Florian Michahelles (IEEE Pervasive Comput., 2025)

Towards a data fabric framework for industrial metaverse integration. - Abhishek Kumar 011; Lauri Lovén; Muhammad Talha Arshad; Susanna Pirttikangas; Sasu Tarkoma (Sustain. Comput. Informatics Syst., 2025)

Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things. - Talha Zeeshan; Abhishek Kumar 011; Susanna Pirttikangas; Sasu Tarkoma (CoRR, 2025)

UserCentrix: An Agentic Memory-augmented AI Framework for Smart Spaces. - Alaa Saleh; Sasu Tarkoma; Praveen Kumar Donta; Naser Hossein Motlagh; Schahram Dustdar; Susanna Pirttikangas; Lauri Lovén (CoRR, 2025)

Agentic TinyML for Intent-aware Handover in 6G Wireless Networks. - Alaa Saleh; Roberto Morabito; Sasu Tarkoma; Anders Lindgren; Susanna Pirttikangas; Lauri Lovén (CoRR, 2025)

Generative AI for cyber threat intelligence: applications, challenges, and analysis of real-world case studies. - Prasasthy Balasubramanian; Sonali Liyana; Hamsini Sankaran; Shambavi Sivaramakrishnan; Sruthi Pusuluri; Susanna Pirttikangas; Ella Peltonen (Artif. Intell. Rev., 2025)