Building Energy Consumption Models Based On Smartphone User's Usage Patterns

no code implementations • 15 Dec 2020 • Antonio Sa Barreto Neto, Felipe Farias, Marco Aurelio Tomaz Mialaret, Bruno Cartaxo, Priscila Alves Lima, Paulo Maciel

Based on this fact, we developed an automatic model building methodology that is capable of analyzing the user's usage data and build smart models that can estimate the smartphone's energy consumption based on the user's usage pattern.

Similarity Based Stratified Splitting: an approach to train better classifiers

no code implementations • 13 Oct 2020 • Felipe Farias, Teresa Ludermir, Carmelo Bastos-Filho

We propose a Similarity-Based Stratified Splitting (SBSS) technique, which uses both the output and input space information to split the data.