Research output per year
Research output per year
Personal profile
Profile
Andreas Baum’s research focuses on different aspects of high-dimensional data. His interests include a variety of supervised and unsupervised machine learning techniques with special emphasis on chemometrics, latent variable space methods and industrial image analysis. His research applications typically involve data from analytical chemistry, spectroscopy, remote sensing and industrial processes.
Expertise related to UN Sustainable Devlopment Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
External positions
Industrial Postdoc, Foss A/S
1 May 2015 → 31 Dec 2015
Industrial Postdoc, Foss A/S
1 Jun 2013 → 30 Sep 2013
Keywords
- User defined:
- Industrial Image Analysis
- Spectroscopy
- Machine learning/AI
- Chemometrics
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Research output
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Predicting pectin performance strength using near-infrared spectroscopic data: A comparative evaluation of 1-D convolutional neural network, partial least squares, and ridge regression modeling
Einarson, K. A., Baum, A., Olsen, T. B., Larsen, J., Armagan, I., Santacoloma, P. A. & Clemmensen, L. K. H., 2022, (Accepted/In press) In: Journal of Chemometrics. 15 p.Research output: Contribution to journal › Journal article › peer-review
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Gap-Filling of NDVI Satellite Data Using Tucker Decomposition: Exploiting Spatio-Temporal Patterns
Þórðarson, A. F., Baum, A., García, M., Vicente-Serrano, S. M. & Stockmarr, A., 2021, In: Remote Sensing. 13, 19, 23 p., 4007.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile5 Downloads (Pure) -
Hyperspectral and Thermal Sensing of Stomatal Conductance, Transpiration, and Photosynthesis for Soybean and Maize under Drought
Sobejano Paz, V., Mikkelsen, T. N., Baum, A., Mo, X., Liu, S., Köppl, C. J., Johnson, M. S., Gulyas, L. & Garcia, M., 2020, In: Remote Sensing. 12, 19, 32 p., 3182.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile35 Downloads (Pure) -
Modelling the monthly abundance of Culicoides biting midges in nine European countries using Random Forests machine learning
Cuéllar, A. C., Kjær, L. J., Baum, A., Stockmarr, A., Skovgard, H., Nielsen, S. A., Andersson, M. G., Lindström, A., Chirico, J., Lühken, R., Steinke, S., Kiel, E., Gethmann, J., Conraths, F. J., Larska, M., Smreczak, M., Orłowska, A., Hamnes, I., Sviland, S., Hopp, P. & 21 others, , 15 Apr 2020, In: Parasites & Vectors. 13, 1, 18 p., 194.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile48 Downloads (Pure) -
Spatial data of Ixodes ricinus instar abundance and nymph pathogen prevalence, Scandinavia, 2016–2017
Kjær, L. J., Klitgaard, K., Soleng, A., Edgar, K. S., Lindstedt, H. E. H., Paulsen, K. M., Andreassen, Å. K., Korslund, L., Kjelland, V., Slettan, A., Stuen, S., Kjellander, P., Christensson, M., Teräväinen, M., Baum, A., Jensen, L. M. & Bødker, R., 1 Dec 2020, In: Scientific Data. 7, 1, 7 p., 238.Research output: Contribution to journal › Journal article › Research › peer-review
Open AccessFile50 Downloads (Pure)
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Artificial Intelligence and Machine Learning in Field Service
Rasmussen, T. E., Baum, A., Ersbøll, B. K. & Jørgensen, T. M.
01/09/2021 → 31/08/2024
Project: PhD
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TransSense - Assistive Technology for the Visually Impaired
Baum, A. & Vermue, L.
01/05/2019 → 30/04/2020
Project: Research
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Novel Analytical Technologies
Baum, A., Mikkelsen, J. D., Hansen, P. W., Gernaey, K. V., Berg, M. A. V. D. & van den Berg, F. W. J.
01/06/2010 → 30/09/2013
Project: PhD
Activities
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02935 Introduction to applied statistics and R for PhD students
Anders Stockmarr (Course lecturer), Andreas Baum (Lecturer), Helle Rootzén (Other), Stephen Hall (Other) & Celine Didier Dupont (Other)
8 Jan 2021 → 29 Jan 2021Activity: Other
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Attribution of recent evapotranspiration trends in Spain using multivariate statistics
Andreas Baum (Main supervisor) & Monica Garcia (Supervisor)
21 Mar 2020 → 20 Jun 2020Activity: Examinations and supervision › Supervisor activities
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02935 Introduction to applied statistics and R for PhD students
Anders Stockmarr (Course lecturer), Helle Rootzén (Lecturer), Andreas Baum (Lecturer), Niels Aske Lundtorp Olsen (Other), Celine Didier Dupont (Other) & Stephen Francois Marcel Hall (Other)
4 Jun 2020 → 26 Jun 2020Activity: Other
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02935 Introduction to applied statistics and R for PhD students
Anders Stockmarr (Course lecturer), Helle Rootzén (Lecturer), Andreas Baum (Lecturer), Sofie Pødenphant Jensen (Other) & Kira Dynnes Svendsen (Other)
4 Jan 2020 → 24 Jan 2020Activity: Other
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Application of machine learning methods for gap filling of satellite data
Monica Garcia (Main supervisor) & Andreas Baum (Supervisor)
1 Feb 2020Activity: Examinations and supervision › Supervisor activities
Press / Media
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TransSense wins pitch competition at DTU Startup Fair 2019
31/10/2019
1 item of Media coverage
Press/Media: Press / Media