Ella Emilia Peltonen

I am a PhD student and researcher in the Nodes group, University of Helsinki. Currently I work in the Carat project of collaborative energy diagnostics for mobile devices. My PhD focuses on distributed machine learning and data mining for sensing applications, but my research interests also include ubiquitous computing, large-scale data analysis, everyday sensing, cluster computing, and mobile and wearable devices in general.

Contact information
~ ella.peltonen a cs.helsinki.fi
~ peltonen.ella a gmail.com
~ snorri @IRCnet

My home page in the Department of Computer Science website, including e.g. teaching information. I also have a Google Scholar page.

In social media, I have LinkedIn and Facebook pages. In most of the cases, I accept invitations only from people I actually know. Otherwise, please contact me by email.

Publications

Stephan Sigg, Eemil Lagerspetz, Ella Peltonen, Petteri Nurmi, and Sasu Tarkoma. Sovereignty of the Apps: There's more to Relevance than Downloads. 29 Nov 2016, in arXiv:1611.10161

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Too Big to Mail: On the Way to Publish Large-scale Mobile Analytics Data. Open Science in Big Data Workshop, Washington D.C., USA, December 2016. Online proceedings.

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Constella: Crowdsourced System Setting Recommendations for Mobile Devices. Pervasive and Mobile Computing, Volume 26, February 2016, pages 71 - 90. Online in ScienceDirect.

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Where Has My Battery Gone? A Novel Crowdsourced Solution for Characterizing Energy Consumption. IEEE Pervasive Computing. January/March 2016.

Ella Peltonen, Eemil Lagerspetz, Petteri Nurmi, and Sasu Tarkoma. Energy Modeling of System Settings: A Crowdsourced Approach. In Proceedings of the IEEE International Conference on Pervasive Computing and Communications, PerCom '15, St. Louis, MO, USA, March 23-27, 2015. Marc Weiser Best Paper Award. Online in IEEE Explore.

Ella Peltonen. Iterative Data Analysis for Sensing Applications. In Proceedings of the IEEE International Conference Pervasive Computing and Communication Workshops (PerCom Workshops). St. Louis, MO, USA. March 23-27, 2015. Runner-up for Best PhD Forum Presentation Award. Online in IEEE Explore. Poster.

Ella Peltonen. An Approach to Machine Learning with Big Data. Master's Thesis, University of Helsinki. October 2013. Online in eThesis.

Ella Peltonen. Datan visualisointi pikseliperusteisilla menetelmillä. Bachelor's Thesis, University of Helsinki. December 2011. Online (in Finnish).