Smartphone Transportation Mode Recognition Using a Hierarchical Machine Learning Classifier and Pooled Features From Time and Frequency Domains

no code implementations • 12 Jun 2020 • Huthaifa I. Ashqar, Mohammed H. Almannaa, Mohammed Elhenawy, Hesham A. Rakha, Leanna House

This paper develops a novel two-layer hierarchical classifier that increases the accuracy of traditional transportation mode classification algorithms.

Classification General Classification

Modeling bike availability in a bike-sharing system using machine learning

no code implementations • 12 Jun 2020 • Huthaifa I. Ashqar, Mohammed Elhenawy, Mohammed H. Almannaa, Ahmed Ghanem, Hesham A. Rakha, Leanna House

The univariate models were used to model the number of available bikes at each station.

BIG-bench Machine Learning regression