Alexander Barnhill
Alexander Barnhill, M. Sc.
Academic CV
- Since 04/2022: PhD Student, Pattern Recognition Lab, Friedrich-Alexander University Erlangen-Nürnberg
- Research focus on Deep Learning Applied to Animal Linguistics
- 10/2020 – 10/2021: Master of Science in Computer Science, Pattern Recognition Lab, Friedrich-Alexander University Erlangen-Nürnberg
- Focus on Pattern Recognition
- Master’s Thesis: Killer Whale Sound Source Localization Using Deep Learning
- 10/2017 – 10/2020: Bachelor of Science in Computer Science, Pattern Recognition Lab, Friedrich-Alexander University Erlangen-Nürnberg
- Focus on Pattern Recognition
- Bachelor’s Thesis: Generative Adversarial Networks for Killer Whale Signal Generation
Practical Experience
- 07/2021 – 03/2022: Data Scientist, Siemens Healthineers
- Development of machine (deep) learning forecasting models for radiology appointment demand over long periods of time.
- Analysis of hospital and patient data to determine patterns in patient movements and procedures.
- Determination of relevant patient-centric features in order to develop machine learning models to predict length of stay of cardiac and stroke patients
- 10/2020 – 06/2021: Software Engineer, Siemens Healthineers
- Development of simulation software for HL7 Data generation to simulate a functional hospital IT system which generates messages based on realistic patient pathways and consideration of constraints such as lack of resources causing delays in service.
- 11/2018 – 09/2020: Working Student, Siemens Mobility
- Development of applications using Angular / TypeScript and Flask / Python deployed on the MindSphere IoT Platform as well as the coordination of development teams to maintain quality and standards for these digitization solutions.
- Implementation and maintenance of CI/CD pipelines for the automation of testing and deployment of applications.
Projects
No projects found.
Publications
2024
Conference Contributions
Utilizing Deep Incomplete Classifiers To Implement Semantic Clustering For Killer Whale Photo Identification Data
27th International Conference on Pattern Recognition (Kolkata, India, December 1, 2024 - December 5, 2024)
In: Proceedings of the 27th International Conference on Pattern Recognition 2024 2024
BibTeX: Download
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ANIMAL-CLEAN – A Deep Denoising Toolkit for Animal-Independent Signal Enhancement
25th Annual Conference of the International Speech Communication Association, INTERSPEECH 2024 (Kos, Greece, September 1, 2024 - September 5, 2024)
In: Proceedings of the Annual Conference of the International Speech Communication Association 2024
BibTeX: Download
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2023
Journal Articles
ORCA-SPY enables killer whale sound source simulation, detection, classification and localization using an integrated deep learning-based segmentation
In: Scientific Reports 13 (2023), Article No.: 11106
ISSN: 2045-2322
DOI: 10.1038/s41598-023-38132-7
BibTeX: Download
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ORCA-SPY: Killer Whale Sound Source Simulation and Detection, Classification and Localization in PAMGuard Utilizing Integrated Deep Learning Based Segmentation
In: Scientific Reports UNDER REVIEW (2023)
ISSN: 2045-2322
BibTeX: Download
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Conference Contributions
The ACM Multimedia 2023 Computational Paralinguistics Challenge: Emotion Share & Requests
31st ACM International Conference on Multimedia, MM 2023 (Ottawa, ON, CAN, October 29, 2023 - November 3, 2023)
In: MM 2023 - Proceedings of the 31st ACM International Conference on Multimedia 2023
DOI: 10.1145/3581783.3612835
BibTeX: Download
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2022
Journal Articles
ANIMAL‐SPOT enables animal‐independent signal detection and classification using deep learning
In: Scientific Reports 12 (2022), p. 1-16
ISSN: 2045-2322
DOI: 10.1038/s41598-022-26429-y
BibTeX: Download
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Conference Contributions
ORCA-WHISPER: An Automatic Killer Whale Sound Type Generation Toolkit Using Deep Learning
23nd Annual Conference of the International Speech Communication Association, INTERSPEECH 2022 (Incheon, Korea, September 18, 2022 - September 22, 2022)
In: Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH 2022 2022
DOI: 10.21437/interspeech.2022-846
BibTeX: Download
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Lectures
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