Cameron Roach | ARC Centre of Excellence for Mathematical and Statistical Frontiers

PhD Student

Monash University

Doing a PhD in econometrics/business statistics over at Monash University. Also working on data science projects with Building Alive.

Research Interests:

Building Management Systems

Deep learning

energy

Forecasting

Generalized Linear Mixed Models

Hierarchical Time series

Machine Learning

Probabilistic Forecasting

Qualifications:

Bachelor of Science, The University of Melbourne

Master of Science (Mathematics and Statistics), The University of Melbourne

Publications

Invited talks, refereed proceedings and other conference outputs

2018

Roach, C. (2018). Exploring unusual sensor behaviour in buildings using BMS data and unsupervised learning techniques.

Journal Articles

2020

Roach, C. (2020). Estimating energy impact profiles for building characteristics using smart meter data and mixed models. Energy and Buildings. 211, 109686. doi: 10.1016/j.enbuild.2019.109686

2018

Huggins, R., Stoklosa J., Roach C., & Yip P. (2018). Estimating the size of an open population using sparse capture–recapture data. Biometrics. 74(1), 280–288. doi: 10.1111/biom.12718

Publicly available softwares

2021

Carroll, J., Dmitrijeva M.., Hanson J., Hyndman R. J., Lyons S., Roach C., et al. (2021). ozdata: Import and explore freely available Australian data sets.

Welcome to the ACEMS Reportal

All contributors should enter data on all of the Centre’s reportable key performance indicators (KPIs).

Mr Cameron Roach

Publications

2018

2020

2018

2021

Research links

Links

ARC Centre of Excellence for Mathematical & Statistical Frontiers

Welcome to the ACEMS Reportal

All contributors should enter data on all of the Centre’s reportable key performance indicators (KPIs).

Mr Cameron Roach

2018

2020

2018

2021

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Links

ARC Centre of Excellence for Mathematical & Statistical Frontiers