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Choosing the optimal fit function: Comparison of the Akaike information criterion and the F‐test
Abstract
In many circumstances of data fitting one has to choose the optimal fitting function or model among several alternatives. Criteria or tests on which this decision is based are necessary and have to be well selected. In this preliminary analysis the application of the corrected Akaike information criterion is demonstrated considering the example of determining pharmacokinetic parameters for the blood serum time activity curves of ‐labeled anti‐CD66 antibody. Another model selection criterion, the F‐test, is used for comparison. For the investigated data the corrected Akaike information criterion has proved to be an effective and efficient approach, applicable to nested and non‐nested models.
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Cites
Regression Diagnostics: Identifying Influential Data and Sources of Collinearity
Belsley, D. A., Kuh, E., & Welsch, R. E. (1980) · Wiley Series in Probability and Statistics · doi:10.1002/0471725153 · Cited by 7,297
Cited by
Spiess, A.-N., & Neumeyer, N. (2010) · BMC Pharmacology · doi:10.1186/1471-2210-10-6 · Cited by 959
Sourbron, S., Ingrisch, M., Siefert, A., Reiser, M., & Herrmann, K. (2009) · Magnetic Resonance in Medicine · doi:10.1002/mrm.22005 · Cited by 276
Sensitivity analysis for volcanic source modeling quality assessment and model selection
Cannavó, F. (2012) · Computers & Geosciences · doi:10.1016/j.cageo.2012.03.008 · Cited by 260
Koole, M., van Aalst, J., Devrome, M., Mertens, N., Serdons, K., Lacroix, B., Mercier, J., Sciberras, D., Maguire, P., & Van Laere, K. (2019) · European Journal of Nuclear Medicine and Molecular Imaging · doi:10.1007/s00259-018-4119-8 · Cited by 118
Barnes, S. R., Ng, T. S. C., Santa-Maria, N., Montagne, A., Zlokovic, B. V., & Jacobs, R. E. (2015) · BMC Medical Imaging · doi:10.1186/s12880-015-0062-3 · Cited by 101
Metadata
- Authors
- Glatting, G., Kletting, P., Reske, S. N., Hohl, K., & Ring, C.
- Venue
- Medical Physics
- Publisher
- Wiley
- Published
- 2007-10-18
- Volume
- 34
- Issue
- 11
- Pages
- 4285-4292
- ISSN
- 0094-2405 (ISSN-L)
- 2473-4209
- OpenAlex
- W1999109251
- Cited by
- 244
- References
- 1
- FWCI
- 5.41
- Type
- journal article
- Language
- en
- Open access
- closed
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- Glatting, G., Kletting, P., Reske, S. N., Hohl, K., & Ring, C. (2007). Choosing the optimal fit function: Comparison of the Akaike information criterion and the F‐test. Medical Physics. https://doi.org/10.1118/1.2794176
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