Dr. Haydar Demirhan
Details
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Department: School of Science
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Campus: City Campus Australia
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haydar.demirhan@rmit.edu.au
Open to
- Masters Research or PhD student supervision
About
Dr. Haydar Demirhan is a Senior Lecturer of Analytics at the School of Science at RMIT. His expertise includes Bayesian learning and its applications to AI, time series analysis and forecasting, fuzzy inference, and environmental modelling. His research has led to the development of highly accurate models with multidisciplinary impact. He has developed Bayesian and fuzzy machine learning and deep learning models based on satellite data for the prediction of the likelihood of a bushfire given forest health, crop yield in Australia under the impact of climate change, the potential reduction in temperature anomalies for installed solar capacity and solar and wind energy potential for renewable energy farm investments. Policy bodies and renowned research organisations have utilised his research outputs in six policy documents and a patent. He has attracted over A$0.7M in funding for research collaborations with various industries. He serves the scientific community as an Associate Editor of Springer Nature’s top-tier multidisciplinary journal, Scientific Reports, and Elsevier's top-tier informatics journal, Information Processing in Agriculture.
Research fields
- 490501 Applied statistics
- 460204 Fuzzy computation
- 4611 Machine learning
- 490503 Computational statistics
- 490506 Probability theory
UN sustainable development goals
- 13 Climate Action
- 7 Affordable and Clean Energy
- 9 Industry, Innovation and Infrastructure
Academic positions
- Senior Lecturer of Analytics
- RMIT University
- School of Science, Mathematical Sciences
- Melbourne, Australia
- 1 Jan 2020 – Present
- Lecturer of Analytics
- RMIT University
- School of Science, Mathematical Sciences
- Melbourne, Australia
- 1 Jan 2016 – 1 Jan 2020
- Assistant Professor, Faculty of Science
- Hacettepe University
- Department of Statistics
- Ankara, Turkey
- 1 Feb 2013 – 30 Sep 2013
- Docent, Faculty of Science
- Hacettepe University
- Department of Statistics
- Ankara, Turkey
- 1 Jan 2013 – 31 Dec 2016
- Memeber of The Board of Drictors
- Hacettepe University
- Psychometrics Research Center
- Ankara, Turkey
- 2013 – 2016
- Lecturer, Faculty of Science
- Hacettepe University
- Department of Statistics
- Ankara, Turkey
- 1 Jan 2009 – 31 Jan 2013
- Research Assistant, Faculty of Science
- Hacettepe University
- Department of Statistics
- Ankara, Turkey
- 1 Jan 2002 – 31 Dec 2009
Non-academic positions
- Coordinator, Determination of Statistical Performance of Tests Used to Examine Cryptographic Randomness
- Scientific and Technological Research Council of Turkey
- Ankara, Turkey
- 1 Jan 2015 – 1 Feb 2016
Supervisor projects
- Fuzzy Approaches to the Regression Problem
- 20 Dec 2023
- Fuzzy Logistic Regression with Triangular and Gaussian Fuzzy Numbers
- 15 Nov 2022
- Model-based analysis of vaccination effectiveness across US states and Brazilian cities
- 4 Jul 2022
- Experimental Designs for Response Surface Methodology
- 1 Jul 2022
- Fuzzy Approaches to the Classification Problem
- 25 Feb 2022
- Causal Inference of Multiple Heterogeneous Responses Using Additive Gaussian Processes
- 10 Feb 2021
- Fuzzy Approaches against Outliers and Applications in Wind Energy
- 20 Feb 2020
- Central Composite Designs with Missing Observations: Evaluation and Comparisons
- 7 Nov 2019
- Bayesian Spatiotemporal Models for Infectious Diseases in Relation to Health Inequality
- 30 Aug 2019
- Bayesian Meta-Analysis for Rare Events
- 10 Jul 2019
- Inter-rater Agreement Measures for Ordinal Outcomes
- 1 Mar 2017
- Bayesian Approaches in Health Information Management
- 6 Feb 2017
- Bayesian Inference in Ecological and Epidemiological Models
- 17 Jan 2017
Teaching interests
At RMIT University,
- MATH2305 APPLIED BAYESIAN STATISTICS: Semester 2, 2016, 2020, 2022, 2024
- MATH2269 APPLIED BAYESIAN STATISTICS: Semester 2, 2016, 2018, 2020, 2022, 2024
- MATH1318 TIME SERIES ANALYSIS: Semester 1, 2017 - 2019, 2021 - 2025
- MATH2204 TIME SERIES ANALYSIS AND FORECASTING: Semester 2, 2021 - 2025
- MATH1307 FORECASTING: Semester 2, 2017
- BIOL2524 BIOINFORMATICS AND MULTI-OMICS DATA ANALYSIS (Stats modules): Semester 1, 2025
Research interests
Research interests:
- Bayesian inference
- Fuzzy regression and classification
- Artificial intelligence
- Categorical data analysis
- Ecological informatics
For more information about Dr Haydar Demirhan's research activity, please visit his personal website.
