The DOI matches its Crossref record; 1 of the 1 references it cites were found in a registry or an index.
Cross-validation and bootstrapping are unreliable in small sample classification
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Citations
Cites
Gene expression profiling predicts clinical outcome of breast cancer
van 't Veer, L. J., Dai, H., van de Vijver, M. J., He, Y. D., Hart, A. A. M., Mao, M., Peterse, H. L., van der Kooy, K., Marton, M. J., Witteveen, A. T., et al. (2002) · Nature · doi:10.1038/415530a · Cited by 9,536
Cited by
An Empirical Comparison of Model Validation Techniques for Defect Prediction Models
Tantithamthavorn, C., McIntosh, S., Hassan, A. E., & Matsumoto, K. (2017) · IEEE Transactions on Software Engineering · doi:10.1109/tse.2016.2584050 · Cited by 574
Permutation Tests for Studying Classifier Performance
Ojala, M., & Garriga, G. C. (2009) · 2009 Ninth IEEE International Conference on Data Mining · doi:10.1109/icdm.2009.108 · Cited by 555
The human gut microbiome as a screening tool for colorectal cancer
Zackular, J. P., Rogers, M. A. M., Ruffin, M. T., & Schloss, P. D. (2014) · Cancer Prevention Research · doi:10.1158/1940-6207.capr-14-0129 · Cited by 551
Global Sensitivity Analysis of environmental models: Convergence and validation
Sarrazin, F., Pianosi, F., & Wagener, T. (2016) · Environmental Modelling & Software · doi:10.1016/j.envsoft.2016.02.005 · Cited by 391
Stelzer, J., Chen, Y., & Turner, R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2012.09.063 · Cited by 372
Metadata
- Authors
- Isaksson, A., Wallman, M., Göransson, H., & Gustafsson, M. G.
- Venue
- Pattern Recognition Letters
- Publisher
- Elsevier BV
- Published
- 2008-10
- Volume
- 29
- Issue
- 14
- Pages
- 1960-1965
- ISSN
- 0167-8655 (ISSN-L)
- OpenAlex
- W2057328179
- Cited by
- 186
- References
- 1
- FWCI
- 22.79
- Type
- journal article
- Language
- en
- Open access
- closed
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Cross-validation and bootstrapping are unreliable in small sample classification. https://app.cochat.ai/papers/10.1016/j.patrec.2008.06.018
- The paper
- Isaksson, A., Wallman, M., Göransson, H., & Gustafsson, M. G. (2008). Cross-validation and bootstrapping are unreliable in small sample classification. Pattern Recognition Letters. https://doi.org/10.1016/j.patrec.2008.06.018
Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
