BehavDT: A Behavioral Decision Tree Learning to Build User-Centric Context-Aware Predictive Model

no code implementations • 17 Dec 2019 • Iqbal H. Sarker, Alan Colman, Jun Han, Asif Irshad Khan, Yoosef B. Abushark, Khaled Salah

This paper formulates the problem of building a context-aware predictive model based on user diverse behavioral activities with smartphones.

BIG-bench Machine Learning

CalBehav: A Machine Learning based Personalized Calendar Behavioral Model using Time-Series Smartphone Data

no code implementations • 2 Sep 2019 • Iqbal H. Sarker, Alan Colman, Jun Han, A. S. M. Kayes, Paul Watters

Moreover, an individual user may respond the incoming communications differently in different contexts subject to what type of event is scheduled in her personal calendar.

BIG-bench Machine Learning Time Series +1

An Improved Naive Bayes Classifier-based Noise Detection Technique for Classifying User Phone Call Behavior

no code implementations • 12 Oct 2017 • Iqbal H. Sarker, Muhammad Ashad Kabir, Alan Colman, Jun Han

In order to improve the classification accuracy, we effectively identify noisy instances from the training dataset by analyzing the behavioral patterns of individuals.

Classification General Classification