The DOI matches its Crossref record; 91 of the 91 references it cites were found in a registry or an index.
A comparative review on sleep stage classification methods in patients and healthy individuals
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Breiman, L. (2001) · Machine Learning · doi:10.1023/a:1010933404324 · Cited by 133,538
Cortes, C., & Vapnik, V. (1995) · Machine Learning · doi:10.1007/bf00994018 · Cited by 59,421
A new look at the statistical model identification
Akaike, H. (1974) · IEEE Transactions on Automatic Control · doi:10.1109/tac.1974.1100705 · Cited by 51,879
The Nature of Statistical Learning Theory
Vapnik, V. N. (1995) · doi:10.1007/978-1-4757-2440-0 · Cited by 39,138
(1967) · Cited by 23,719
(2012) · Encyclopedia of the Sciences of Learning · doi:10.1007/978-1-4419-1428-6_5195 · Cited by 19,370
Deep learning in neural networks: an overview
Schmidhuber, J. (2015) · Neural Networks · doi:10.1016/j.neunet.2014.09.003 · Cited by 18,570
Journal of Physics: Conference Series
(2013) · Journal of Physics Conference Series · doi:10.1088/issn.1742-6596 · Cited by 15,679
Goldberger, A. L., Amaral, L. A. N., Glass, L., Hausdorff, J. M., Ivanov, P. C., Mark, R. G., Mietus, J. E., Moody, G. B., Peng, C.-K., & Stanley, H. E. (2000) · Circulation · doi:10.1161/01.cir.101.23.e215 · Cited by 14,809
Rechtschaffen, A. (1968) · Medical Entomology and Zoology · Cited by 11,772
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Automated sleep scoring: A review of the latest approaches
Fiorillo, L., Puiatti, A., Papandrea, M., Ratti, P.-L., Favaro, P., Roth, C., Bargiotas, P., Bassetti, C. L., & Faraci, F. D. (2019) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2019.07.007 · Cited by 284
Neural Decoding of EEG Signals with Machine Learning: A Systematic Review
Saeidi, M., Karwowski, W., Farahani, F. V., Fiok, K., Taiar, R., Hancock, P. A., & Al-Juaid, A. (2021) · Brain Sciences · doi:10.3390/brainsci11111525 · Cited by 258
Deep Learning and Insomnia: Assisting Clinicians With Their Diagnosis
Shahin, M., Ahmed, B., Hamida, S. T.-B., Mulaffer, F. L., Glos, M., & Penzel, T. (2017) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2017.2650199 · Cited by 96
Multi-modality of polysomnography signals’ fusion for automatic sleep scoring
Yan, R., Zhang, C., Spruyt, K., Wei, L., Wang, Z., Tian, L., Li, X., Ristaniemi, T., Zhang, J., & Cong, F. (2019) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2018.10.001 · Cited by 49
Multi-Class Sleep Stage Analysis and Adaptive Pattern Recognition
Procházka, A., Kuchyňka, J., Vyšata, O., Cejnar, P., Vališ, M., & Mařík, V. (2018) · Applied Sciences · doi:10.3390/app8050697 · Cited by 32
Metadata
- Authors
- Boostani, R., Karimzadeh, F., & Nami, M.
- Venue
- Computer Methods and Programs in Biomedicine
- Publisher
- Elsevier BV
- Published
- 2017-03
- Volume
- 140
- Pages
- 77-91
- ISSN
- 0169-2607 (ISSN-L)
- OpenAlex
- W2560384232
- Cited by
- 316
- References
- 91
- FWCI
- 13.91
- Type
- journal article
- Language
- en
- Open access
- green
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- Boostani, R., Karimzadeh, F., & Nami, M. (2017). A comparative review on sleep stage classification methods in patients and healthy individuals. Computer Methods and Programs in Biomedicine. https://doi.org/10.1016/j.cmpb.2016.12.004
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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.