Publication
The non-existent average individual: Automated personalization in psychopathology research by leveraging the capabilities of data science
Blaauw, F. J., 2018, [Groningen]: University of Groningen. 294 p.Research output: Thesis › Thesis fully internal (DIV)

Documents
- Title and contents
Final publisher's version, 309 KB, PDF document
- Chapter 1
Final publisher's version, 333 KB, PDF document
- Chapter 2
Final publisher's version, 408 KB, PDF document
- Chapter 3
Final publisher's version, 9.39 MB, PDF document
- Chapter 4
Final publisher's version, 275 KB, PDF document
- Chapter 5
Final publisher's version, 2.04 MB, PDF document
- Chapter 6
Final publisher's version, 869 KB, PDF document
- Chapter 7
Final publisher's version, 694 KB, PDF document
- Chapter 8
Final publisher's version, 629 KB, PDF document
- Chapter 9
Final publisher's version, 335 KB, PDF document
- Chapter 10
Final publisher's version, 263 KB, PDF document
- Chapter 11
Final publisher's version, 1.07 MB, PDF document
- Bibliography
Final publisher's version, 276 KB, PDF document
- Summary
Final publisher's version, 90.8 KB, PDF document
- Samenvatting
Final publisher's version, 101 KB, PDF document
- Complete thesis
Final publisher's version, 13.7 MB, PDF document
- Propositions
Final publisher's version, 50.7 KB, PDF document
In the present work we approach the collection of data on a large scale, and the analysis thereof, from a personalized and continuous perspective. We do not make assumptions that psychopathology is strictly a constant phenomenon, but varies over time and within individuals. We describe the various platforms we developed to collect psychopathological and physiological data one a large scale, that is, HowNutsAreTheDutch, Leefplezier, and Physiqual. Then we describe methods to analyze these data, first from a statistical time-series analysis perspective, and then from a state of the art machine learning perspective.
We conclude the work with an analysis of our developed platforms and the data collected. We then reflect on the developed analysis tools and their practical implications.
Translated title of the contribution | Het niet bestaande gemiddelde individu: Geautomatiseerde personalisatie in psychopathologie onderzoek door het gebruik van data science |
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Original language | English |
Qualification | Doctor of Philosophy |
Awarding Institution | |
Supervisors/Advisors |
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Award date | 12-Feb-2018 |
Place of Publication | [Groningen] |
Publisher | |
Print ISBNs | 978-94-034-0405-9 |
Electronic ISBNs | 978-94-034-0404-2 |
Publication status | Published - 2018 |
Related Projects
HND: How Nuts Are The Dutch
Jeronimus, B., Jonge, de, P., Bos, E., Emerencia, A., Wardenaar, K., Wardenaar-Wigman, H., Wichers, M., Snippe, E., Blaauw, F. & Rot, aan het, M.
19/12/2013 → …
Project: Research
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