Dr Andreas Heinecke
Senior Lecturer in Mathematics
School of Information and Physical Sciences
Career Summary
Biography
Andreas is an applied mathematician specializing in applied and computational harmonic analysis, mathematical signal processing, and the development of mathematical and statistical models for data science applications. His research includes designing algorithms for solving these models using tools from Bayesian inference, machine learning and optimization.
Before joining the University of Newcastle, Andreas completed his undergraduate degree in Germany, his PhD degree in the USA, and held academic positions in Singapore.
Keywords
- Applied Mathematics
- Bayesian statistics
- Frame theory
- Functional Analysis
- Harmomic Analysis
- Machine Learning
- Signal Processing
Languages
- German (Mother)
- English (Fluent)
Fields of Research
| Code | Description | Percentage |
|---|---|---|
| 490406 | Lie groups, harmonic and Fourier analysis | 30 |
| 461199 | Machine learning not elsewhere classified | 20 |
| 400607 | Signal processing | 20 |
| 490508 | Statistical data science | 30 |
Professional Experience
UON Appointment
| Title | Organisation / Department |
|---|---|
| Senior Lecturer in Mathematics | University of Newcastle School of Information and Physical Sciences Australia |
Professional appointment
| Dates | Title | Organisation / Department |
|---|---|---|
| 1/7/2015 - 31/10/2024 | Assistant Professor | Yale-NUS College Singapore |
| 1/1/2013 - 30/6/2015 | Postdoctoral Scholar | National University of Singapore Singapore |
Publications
For publications that are currently unpublished or in-press, details are shown in italics.
Journal article (2 outputs)
| Year | Citation | Altmetrics | Link | ||
|---|---|---|---|---|---|
| 2023 |
Heinecke A, Weber MR, 'FINITE ELEMENTS IN ORDERED BANACH SPACES WITH POSITIVE BASES', Journal of Mathematical Sciences United States, 271, 708-713 (2023) [C1]
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| 2020 |
Heinecke A, Ho J, Hwang WL, 'Refinement and Universal Approximation via Sparsely Connected ReLU Convolution Nets', IEEE Signal Processing Letters, 27, 1175-1179 (2020) [C1]
|
Dr Andreas Heinecke
Position
Senior Lecturer in Mathematics
School of Information and Physical Sciences
College of Engineering, Science and Environment
Contact Details
| andreas.heinecke@newcastle.edu.au |