Time Series Data Mining Algorithms Towards Scalable and Real-Time Behavior Monitoring

no code implementations • 26 Dec 2021 • Alireza Abdoli

Such data is typically extracted in the form of time series data, which can be investigated with data mining techniques to summarize behaviors of a range of subjects including humans and animals.

Time Series Time Series Analysis

Features or Shape? Tackling the False Dichotomy of Time Series Classification

no code implementations • 20 Dec 2019 • Sara Alaee, Alireza Abdoli, Christian Shelton, Amy C. Murillo, Alec C. Gerry, Eamonn Keogh

Time series classification is an important task in its own right, and it is often a precursor to further downstream analytics.

Classification General Classification +3

Time Series Classification: Lessons Learned in the (Literal) Field while Studying Chicken Behavior

no code implementations • 21 Nov 2019 • Alireza Abdoli, Amy C. Murillo, Alec C. Gerry, Eamonn J. Keogh

Poultry farms are a major contributor to the human food chain.

Clustering General Classification +3

Time Series Classification to Improve Poultry Welfare

no code implementations • 7 Nov 2018 • Alireza Abdoli, Amy C. Murillo, Chin-Chia M. Yeh, Alec C. Gerry, Eamonn J. Keogh

This task superficially appears to be easy, given the dramatic progress in recent years in classifying human behaviors, and given that human behaviors are presumably more complex.

Classification Dictionary Learning +4