Research output per year
Research output per year
Personal profile
Fields of Science
- 113 Computer and information sciences
- 112 Statistics and probability
- 1171 Geosciences
- atmospheric sciences
International and National Collaboration
Publications and projects within past five years.
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A novel probabilistic source apportionment approach: Bayesian Auto-correlated Matrix Factorization
Rusanen, A., Björklund, A., Manousakas, M., Jiang, J., Kulmala, M., Puolamäki, K. & Daellenbach, K. R., 2023, (Accepted/In press) In: Atmospheric Measurement Techniques Discussions.Research output: Contribution to journal › Article › Scientific
Open AccessFile -
Explaining any black box model using real data
Björklund, A., Henelius, A., Oikarinen, E., Kallonen, K. & Puolamäki, K., 8 Aug 2023, In: Frontiers in computer science. 5, 17 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Model selection with bootstrap validation
Savvides, R., Mäkelä, J. S. & Puolamäki, K., Apr 2023, In: Statistical analysis and data mining. 16, 2, p. 162-186 25 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
SLISEMAP: Combining Supervised Dimensionality Reduction with Local Explanations
Björklund, A., Mäkelä, J. S. & Puolamäki, K., 2023, Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2022. Springer, p. 612–616 5 p. (Lecture Notes in Computer Science; vol. 13718).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
SLISEMAP: supervised dimensionality reduction through local explanations
Björklund, A., Mäkelä, J. & Puolamäki, K., Jan 2023, In: Machine Learning. 112, 1, p. 1-43 43 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile
Datasets
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Interactive Causal Structure Discovery with Hyytiälä measurements (experiment code and data)
Melkas, L. (Creator), Mäkelä, J. S. (Creator), Halasinamara Chandramouli, S. (Creator), Mammarella, I. (Creator), Nieminen, T. (Creator), Puolamäki, K. (Creator) & Savvides, R. (Creator), Zenodo, 2022
Dataset
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Datasets of Air Pollutants on Boulevard Type Streets and Software to Replicate Large-Eddy Simulations of Air Pollutant Concentrations Along Boulevard-Type Streets
Lange, M. J. (Creator), Suominen, H. J. (Creator), Kurppa, M. (Creator), Järvi, L. (Creator), Oikarinen, E. (Creator), Savvides, R. (Creator) & Puolamäki, K. (Creator), Zenodo, 2020
Dataset
Press/Media
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Academia and business join forces to develop AI in Finland
05/03/2018
1 item of Media coverage
Press/Media: Press / Media