Iterative data analysis for sensing applications. - Ella Peltonen (PerCom Workshops, 2015)

Energy modeling of system settings: A crowdsourced approach. - Ella Peltonen; Eemil Lagerspetz; Petteri Nurmi; Sasu Tarkoma (PerCom, 2015)

Too big to mail: On the way to publish large-scale mobile analytics data. - Ella Peltonen; Eemil Lagerspetz; Petteri Nurmi; Sasu Tarkoma (IEEE BigData, 2016)

Sovereignty of the Apps: There's more to Relevance than Downloads. - Stephan Sigg; Eemil Lagerspetz; Ella Peltonen; Petteri Nurmi; Sasu Tarkoma (CoRR, 2016)

Constella: Crowdsourced system setting recommendations for mobile devices. - Ella Peltonen; Eemil Lagerspetz; Petteri Nurmi; Sasu Tarkoma (Pervasive Mob. Comput., 2016)

Where Has My Battery Gone?: A Novel Crowdsourced Solution for Characterizing Energy Consumption. - Ella Peltonen; Eemil Lagerspetz; Petteri Nurmi; Sasu Tarkoma (IEEE Pervasive Comput., 2016)

The hidden image of mobile apps: geographic, demographic, and cultural factors in mobile usage. - Ella Peltonen; Eemil Lagerspetz; Jonatan Hamberg; Abhinav Mehrotra; Mirco Musolesi; Petteri Nurmi; Sasu Tarkoma (MobileHCI, 2018)

Edge-Based Microservices Architecture for Internet of Things: Mobility Analysis Case Study. - Teemu Leppänen; Claudio Savaglio; Lauri Lovén; Tommi Järvenpää; Rouhollah Ehsani; Ella Peltonen; Giancarlo Fortino; Jukka Riekki (GLOBECOM, 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)

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)

Hot or Not? Robust and Accurate Continuous Thermal Imaging on FLIR cameras. - Titti Malmivirta; Jonatan Hamberg; Eemil Lagerspetz; Xin Li; Ella Peltonen; Huber Flores; Petteri Nurmi (PerCom, 2019)

Exploiting Usage to Predict Instantaneous App Popularity: Trend Filters and Retention Rates. - Stephan Sigg; Eemil Lagerspetz; Ella Peltonen; Petteri Nurmi; Sasu Tarkoma (ACM Trans. Web, 2019)

Towards understanding smartphone usage and sleep with a crowdsensing approach. - Parsa Sharmila; Vappu Schroderus; Eemil Lagerspetz; Ella Peltonen (UbiComp/ISWC Adjunct, 2020)

Public and Open Internet of Things for Smart Cities: The SME Perspective. - Pekka Okkonen; Jarkko Hyysalo; Ella Peltonen (ICDE Workshops, 2020)

DatEthics: Ethical Data-Centric Design of Intelligent Behaviour. - Jacky Bourgeois; Jered Vroon; Aaron Yi Ding; Ella Peltonen (MobileHCI (Extended Abstracts), 2020)

Scaling up an Edge Server Deployment. - Lauri Lovén; Tero Lähderanta; Leena Ruha; Teemu Leppänen; Ella Peltonen; Jukka Riekki; Mikko J. Sillanpää (PerCom Workshops, 2020)

White Paper on 6G Drivers and the UN SDGs. - Marja Matinmikko-Blue; Sirpa Aalto; Muhammad Imran Asghar; Hendrik Berndt; Yan Chen 010; Sudhir Dixit 001; Risto Jurva; Pasi Karppinen; Markku Kekkonen; Marianne Kinnula; Panagiotis Kostakos 001; Johanna Lindberg; et al. (CoRR, 2020)

6G White Paper on Edge Intelligence. - Ella Peltonen; Mehdi Bennis; Michele Capobianco; Mérouane Debbah; Aaron Yi Ding; Felipe J. Gil-Castiñeira; Marko Jurmu; Teemu Karvonen; Markus Kelanti; Adrian Kliks; Teemu Leppänen; Lauri Lovén; et al. (CoRR, 2020)

When phones get personal: Predicting Big Five personality traits from application usage. - Ella Peltonen; Parsa Sharmila; Kennedy Opoku Asare; Aku Visuri; Eemil Lagerspetz; Denzil Ferreira (Pervasive Mob. Comput., 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)

Understanding Smartwatch Battery Utilization in the Wild. - Morteza Homayounfar; Amirhossein Malekijoo; Aku Visuri; Chelsea Dobbins; Ella Peltonen; Eugene Pinsky; Kia Teymourian; Reza Rawassizadeh (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)

Challenges on Collecting Smartphone Data in Cold Environments. - Ella Peltonen; Vappu Schroderus; Parsa Sharmila (UbiComp/ISWC Adjunct, 2021)

Monitoring Social Distancing in Smart Spaces using Infrastructure-Based Sensors. - Naser Hossein Motlagh; Pupu Toivonen; Martha Arbayani Zaidan; Eemil Lagerspetz; Ella Peltonen; Ekaterina Gilman; Petteri Nurmi; Sasu Tarkoma (WF-IoT, 2021)

Towards Real-time Learning for Edge-Cloud Continuum with Vehicular Computing. - Ella Peltonen; Arun Sojan; Tero Päivärinta (WF-IoT, 2021)

Design Considerations for Data Daemons: Co-creating Design Futures to Explore Ethical Personal Data Management. - Wiebke Toussaint; Alejandra Gómez Ortega; Jered Vroon; Julian Harty; Gürkan Solmaz; Olya Kudina; Ella Peltonen; Jacky Bourgeois; Aaron Yi Ding (CoRR, 2021)

Roadmap for Edge AI: A Dagstuhl Perspective. - Aaron Yi Ding; Ella Peltonen; Tobias Meuser; Atakan Aral; Christian Becker 001; Schahram Dustdar; Thomas Hiessl; Dieter Kranzlmüller; Madhusanka Liyanage; Setareh Magshudi; Nitinder Mohan; Jörg Ott; et al. (CoRR, 2021)

Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 21342). - Aaron Yi Ding; Ella Peltonen; Sasu Tarkoma; Lars C. Wolf (Dagstuhl Reports, 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)

The Impact of Smartphone Usage on Circadian Cycles: A Case Study with Wearable Ring. - Ella Peltonen; Parsa Sharmila; Elina Kuosmanen; Heli Koskimäki; Aku Visuri (PerCom Workshops, 2022)

Skadi: Heterogeneous Human-sensing System for Automotive IoT. - Dennis Neumann; Ella Peltonen (SMARTCOMP, 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)

Roadmap for edge AI: a Dagstuhl perspective. - Aaron Yi Ding; Ella Peltonen; Tobias Meuser; Atakan Aral; Christian Becker 001; Schahram Dustdar; Thomas Hiessl; Dieter Kranzlmüller; Madhusanka Liyanage; Setareh Maghsudi; Nitinder Mohan; Jörg Ott; et al. (Comput. Commun. Rev., 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)

The role of gender in the International Conference on Pervasive Computing and Communications. - Ella Peltonen (Frontiers Comput. Sci., 2022)

Exploring the effects of below-freezing temperatures on smartphone usage. - Aku Visuri; Jonatan Hamberg; Ella Peltonen (Pervasive Mob. Comput., 2022)

Preface. - Ella Peltonen; Kai-Kristian Kemell (ICSOB Companion, 2023)

Left or right? Detecting driver's head movement on the road. - Leyla Shojaeifard; Adnanul Islam; Hassan Shaheen; Vappu Schroderus; Ella Peltonen (IoT, 2023)

LinkEdge: Open-sourced MLOps Integration with IoT Edge. - Ella Peltonen; Savidu Dias (eSAAM, 2023)

Autonomous Federated Learning for Distributed Intrusion Detection Systems in Public Networks. - Alireza Bakhshi Zadi Mahmoodi; Saeid Sheikhi; Ella Peltonen; Panos Kostakos 001 (IEEE Access, 2023)

Edge-AI: Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 23432). - Aaron Yi Ding; Eyal de Lara; Schahram Dustdar; Ella Peltonen; Tobias Meuser (Dagstuhl Reports, 2023)

Perspectives on Negative Research Results in Pervasive Computing. - Ella Peltonen; Nitinder Mohan; Peter Zdankin; Tanya Shreedhar; Tri Nguyen; Suzan Bayhan; Jon Crowcroft; Jussi Kangasharju; Daniela Nicklas 001 (IEEE Pervasive Comput., 2023)

The Second Round: Diverse Paths Towards Software Engineering. - Sonja M. Hyrynsalmi; Ella Peltonen; Fanny Vainionpää; Sami Hyrynsalmi (GE@ICSE, 2024)

Poster: Multimodal Data Analytics and Machine Learning for Software-Defined Vehicles. - Benjamin Kämä; Ella Peltonen (SEC, 2024)

Poster: LiDAR Utilisation for Enhanced Vehicle Capabilities. - Aleksi Vuorinen; Ella Peltonen (SEC, 2024)

Kubernetes Task-Offloading Framework for Edge-Cloud Continuum in Vehicular Computing. - Alireza Bakhshi Zadi Mahmoodi; Ella Peltonen (IoT, 2024)

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

Kubernetes edge/cloud continuum task offloading framework for vehicular computing. - Alireza Bakhshi Zadi Mahmoodi; Ella Peltonen (TKTP, 2024)

Kuura: Leveraging eclipse kuksa in vehicular data collection and digital twin creation environment. - Olli Timonen; Toni Bornström; Nicklas Stafford; Samuli Määttä; Alireza Bakhshi Zadi Mahmoodi; Tero Päivärinta; Ella Peltonen (TKTP, 2024)

Vehicle-to-Everything Services in 3GPP 5G Networks: An Empirical Analysis. - Vishaka Basnayake; Prabhash Rathnayake; Ella Peltonen (EdgeSys@EuroSys, 2025)

All About Digitraffic: Understanding Nationwide Open Road Data in Finland. - Henna Tammia; Benjamin Kämä; Ella Peltonen (ICDEW, 2025)

Towards Data-Centric and Context-Aware Decision Making in Software-Defined Vehicles. - Ella Peltonen; Vishaka Basnayake; Nada Elgendy; Benjamin Kämä; Pertti Seppänen; Tero Päivärinta (ICSA Companion, 2025)

Rethinking Computing Systems in the Era of Climate Crisis: A Call for a Sustainable Computing Continuum. - Ella Peltonen; Suzan Bayhan; David Bermbach; Sebastian Buschjäger; Victoria Degeler; Aaron Yi Ding; Özlem Durmaz Incel; Dewant Katare; Mikkel Baun Kjærgaard; Sam Leroux; Toktam Mahmoodi; Zoltán Ádám Mann; et al. (IEEE Internet Comput., 2025)

Cognitive Performance Measurements and the Impact of Sleep Quality Using Wearable and Mobile Sensors. - Aku Visuri; Heli Koskimäki; Niels van Berkel; Andy Alorwu; Ella Peltonen; Saeed Abdullah; Simo Hosio (CoRR, 2025)

Adopting Road-Weather Open Data in Route Recommendation Engine. - Henna Tammia; Benjamin Kämä; Ella Peltonen (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)