Articles | Volume 13, issue 6
https://doi.org/10.5194/amt-13-2995-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/amt-13-2995-2020
© Author(s) 2020. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
09 Jun 2020
Research article |
| 09 Jun 2020
| 09 Jun 2020
Comparison of dimension reduction techniques in the analysis of mass spectrometry data
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Eetu Kari
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
currently at: Neste Oyj, Espoo, 02150, Finland
Angela Buchholz
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Liqing Hao
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Siegfried Schobesberger
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Annele Virtanen
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Santtu Mikkonen
Department of Applied Physics, University of Eastern Finland,
Kuopio, 70210, Finland
Department of Environmental and Biological Sciences, University of
Eastern Finland, Kuopio, 70210, Finland
Viewed
Total article views: 4,015 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 15 Nov 2019)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,696 | 1,229 | 90 | 4,015 | 379 | 75 | 90 |
- HTML: 2,696
- PDF: 1,229
- XML: 90
- Total: 4,015
- Supplement: 379
- BibTeX: 75
- EndNote: 90
Total article views: 3,304 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 09 Jun 2020)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 2,340 | 884 | 80 | 3,304 | 236 | 70 | 76 |
- HTML: 2,340
- PDF: 884
- XML: 80
- Total: 3,304
- Supplement: 236
- BibTeX: 70
- EndNote: 76
Total article views: 711 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 15 Nov 2019)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 356 | 345 | 10 | 711 | 143 | 5 | 14 |
- HTML: 356
- PDF: 345
- XML: 10
- Total: 711
- Supplement: 143
- BibTeX: 5
- EndNote: 14
Viewed (geographical distribution)
Total article views: 4,015 (including HTML, PDF, and XML)
Thereof 3,779 with geography defined
and 236 with unknown origin.
Total article views: 3,304 (including HTML, PDF, and XML)
Thereof 3,157 with geography defined
and 147 with unknown origin.
Total article views: 711 (including HTML, PDF, and XML)
Thereof 622 with geography defined
and 89 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
14 citations as recorded by crossref.
- Resolving emission factors and formation pathways of organic gaseous compounds from residential combustion of European brown coal A. Hartikainen et al. 10.1016/j.combustflame.2024.113485
- The axes of biology: a novel axes-based network embedding paradigm to decipher the functional mechanisms of the cell S. Doria-Belenguer et al. 10.1093/bioadv/vbae075
- Measurements of Volatile Organic Compounds During the COVID‐19 Lockdown in Changzhou, China A. Jensen et al. 10.1029/2021GL095560
- Spatial distribution and source apportionment of DTPA-extractable metals in soils surrounding the largest Serbian steel production plant S. Dragović et al. 10.1016/j.heliyon.2023.e16307
- Polar Nitrated Aromatic Compounds in Urban Fine Particulate Matter: A Focus on Formation via an Aqueous-Phase Radical Mechanism X. Shi et al. 10.1021/acs.est.2c07324
- Modeling atmospheric aging of small-scale wood combustion emissions: distinguishing causal effects from non-causal associations V. Leinonen et al. 10.1039/D2EA00048B
- A functional analysis of omic network embedding spaces reveals key altered functions in cancer S. Doria-Belenguer et al. 10.1093/bioinformatics/btad281
- Chemical characterisation of benzene oxidation products under high- and low-NOx conditions using chemical ionisation mass spectrometry M. Priestley et al. 10.5194/acp-21-3473-2021
- A Coupled Volatility and Molecular Composition Based Source Apportionment of Atmospheric Organic Aerosol P. Rund et al. 10.1021/acsearthspacechem.3c00034
- A novel probabilistic source apportionment approach: Bayesian auto-correlated matrix factorization A. Rusanen et al. 10.5194/amt-17-1251-2024
- Simplicity within biological complexity N. Pržulj et al. 10.1093/bioadv/vbae164
- 10 years long-term assessment on characterizing spatiotemporal trend and source apportionment of metal(loid)s in terrestrial soils along the west coast of South Korea S. Yoon et al. 10.1016/j.scitotenv.2022.154214
- Heterogeneous data integration methods for patient similarity networks J. Gliozzo et al. 10.1093/bib/bbac207
- Distribution, sources, and pollution levels of toxic metal(loid)s in an urban river (Ichamati), Bangladesh using SOM and PMF modeling with GIS tool M. Nasiruddin et al. 10.1007/s11356-022-23617-1
13 citations as recorded by crossref.
- Resolving emission factors and formation pathways of organic gaseous compounds from residential combustion of European brown coal A. Hartikainen et al. 10.1016/j.combustflame.2024.113485
- The axes of biology: a novel axes-based network embedding paradigm to decipher the functional mechanisms of the cell S. Doria-Belenguer et al. 10.1093/bioadv/vbae075
- Measurements of Volatile Organic Compounds During the COVID‐19 Lockdown in Changzhou, China A. Jensen et al. 10.1029/2021GL095560
- Spatial distribution and source apportionment of DTPA-extractable metals in soils surrounding the largest Serbian steel production plant S. Dragović et al. 10.1016/j.heliyon.2023.e16307
- Polar Nitrated Aromatic Compounds in Urban Fine Particulate Matter: A Focus on Formation via an Aqueous-Phase Radical Mechanism X. Shi et al. 10.1021/acs.est.2c07324
- Modeling atmospheric aging of small-scale wood combustion emissions: distinguishing causal effects from non-causal associations V. Leinonen et al. 10.1039/D2EA00048B
- A functional analysis of omic network embedding spaces reveals key altered functions in cancer S. Doria-Belenguer et al. 10.1093/bioinformatics/btad281
- Chemical characterisation of benzene oxidation products under high- and low-NOx conditions using chemical ionisation mass spectrometry M. Priestley et al. 10.5194/acp-21-3473-2021
- A Coupled Volatility and Molecular Composition Based Source Apportionment of Atmospheric Organic Aerosol P. Rund et al. 10.1021/acsearthspacechem.3c00034
- A novel probabilistic source apportionment approach: Bayesian auto-correlated matrix factorization A. Rusanen et al. 10.5194/amt-17-1251-2024
- Simplicity within biological complexity N. Pržulj et al. 10.1093/bioadv/vbae164
- 10 years long-term assessment on characterizing spatiotemporal trend and source apportionment of metal(loid)s in terrestrial soils along the west coast of South Korea S. Yoon et al. 10.1016/j.scitotenv.2022.154214
- Heterogeneous data integration methods for patient similarity networks J. Gliozzo et al. 10.1093/bib/bbac207
Latest update: 30 May 2025
Short summary
Online mass spectrometry produces large amounts of data. These data can be interpreted with statistical methods, enabling scientists to more easily understand the underlying processes. We compared these techniques on car exhaust measurements. We show differences and similarities between the methods and give recommendations on applicability of the methods on certain types of data. We show that applying multiple methods leads to more robust results, thus increasing reliability of the findings.
Online mass spectrometry produces large amounts of data. These data can be interpreted with...
