Microarray Bioinformatics
Humana Press Inc. (Verlag)
978-1-4939-9444-1 (ISBN)
Cutting-edge and authoritative, Microarray Bioinformatics serves as an ideal guide for researchers and graduate students in bioinformatics, with basic knowledge in biology and computer science, and with a view to work with microarray datasets.
1. Introduction to bioinformatics.- 2. Protocol for DNA microarrays on glass slides.- 3. Data warehousing with TargetMine for omics data analysis.- 4. A review of microarray datasets: where to find them and specific characteristics.- 5. Statistical analysis of microarray data.- 6. Feature selection applied to microarray data.- 7. Cluster analysis of microarray data.- 8. Classification of microarray data.- 9. Microarray data normalization and robust detection of rhythmic features.- 10. HPC tools to deal with microarray data.- 11. ROC curves for the statistical analysis of microarray data.- 12. Missing values imputation algorithms for microarray gene expression data.- 13. Computer tools to analyze microarray data.- 14. Challenges and future trends for microarray analysis.
Erscheinungsdatum | 07.07.2020 |
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Reihe/Serie | Methods in Molecular Biology ; 1986 |
Zusatzinfo | 52 Illustrations, color; 8 Illustrations, black and white; X, 299 p. 60 illus., 52 illus. in color. |
Verlagsort | Totowa, NJ |
Sprache | englisch |
Maße | 178 x 254 mm |
Themenwelt | Mathematik / Informatik ► Informatik ► Theorie / Studium |
Informatik ► Weitere Themen ► Bioinformatik | |
Studium ► 2. Studienabschnitt (Klinik) ► Humangenetik | |
Naturwissenschaften ► Biologie ► Genetik / Molekularbiologie | |
Schlagworte | Computer Science • DataSets • Data Warehousing • DNA microarrays • machine learning • Statistical Analysis |
ISBN-10 | 1-4939-9444-1 / 1493994441 |
ISBN-13 | 978-1-4939-9444-1 / 9781493994441 |
Zustand | Neuware |
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