| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Keine Angabe |
| Titel: | Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier |
| Autor/-in: | Howard, Brian E. Sick, Beate Perera, Imara Im, Yang Ju Winter-Sederoff, Heike Heber, Steffen |
| DOI: | 10.1109/BIBE.2007.4375557 |
| Tagungsband: | 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering |
| Angaben zur Konferenz: | 7th International Conference on BioInformatics and BioEngineering, Boston, USA, 14-17 October 2007 |
| Erscheinungsdatum: | 2007 |
| Verlag / Hrsg. Institution: | IEEE |
| ISBN: | 1-4244-1509-8 978-1-4244-1509-0 |
| Sprache: | Englisch |
| Schlagwörter: | Quality assessment; Classification; Microarray |
| Fachgebiet (DDC): | 570: Biologie |
| Zusammenfassung: | Recent research has demonstrated the utility of using supervised classification systems for automatic identification of low quality microarray data. However, this approach requires annotation of a large training set by a qualified expert. In this paper we demonstrate the utility of an unsupervised classification technique based on the Expectation-Maximization (EM) algorithm and naive Bayes classification. On our test set, this system exhibits performance comparable to that of an analogous supervised learner constructed from the same training data. |
| URI: | https://digitalcollection.zhaw.ch/handle/11475/14001 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Datenanalyse und Prozessdesign (IDP) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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Howard, B. E., Sick, B., Perera, I., Im, Y. J., Winter-Sederoff, H., & Heber, S. (2007). Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier. 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering. https://doi.org/10.1109/BIBE.2007.4375557
Howard, B.E. et al. (2007) ‘Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier’, in 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering. IEEE. Available at: https://doi.org/10.1109/BIBE.2007.4375557.
B. E. Howard, B. Sick, I. Perera, Y. J. Im, H. Winter-Sederoff, and S. Heber, “Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier,” in 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering, 2007. doi: 10.1109/BIBE.2007.4375557.
HOWARD, Brian E., Beate SICK, Imara PERERA, Yang Ju IM, Heike WINTER-SEDEROFF und Steffen HEBER, 2007. Quality assessment of Affymetrix GeneChip data using the EM algorithm and a naïve Bayes classifier. In: 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering. Conference paper. IEEE. 2007. ISBN 1-4244-1509-8
Howard, Brian E., Beate Sick, Imara Perera, Yang Ju Im, Heike Winter-Sederoff, and Steffen Heber. 2007. “Quality Assessment of Affymetrix GeneChip Data Using the EM Algorithm and a Naïve Bayes Classifier.” Conference paper. In 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering. IEEE. https://doi.org/10.1109/BIBE.2007.4375557.
Howard, Brian E., et al. “Quality Assessment of Affymetrix GeneChip Data Using the EM Algorithm and a Naïve Bayes Classifier.” 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering, IEEE, 2007, https://doi.org/10.1109/BIBE.2007.4375557.
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