Verwandte Artikel zu Statistics and Data Analysis for Microarrays Using...
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series) - Hardcover
Inhaltsangabe
Richly illustrated in color, Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition provides a clear and rigorous description of powerful analysis techniques and algorithms for mining and interpreting biological information. Omitting tedious details, heavy formalisms, and cryptic notations, the text takes a hands-on, example-based approach that teaches students the basics of R and microarray technology as well as how to choose and apply the proper data analysis tool to specific problems.
New to the Second EditionCompletely updated and double the size of its predecessor, this timely second edition replaces the commercial software with the open source R and Bioconductor environments. Fourteen new chapters cover such topics as the basic mechanisms of the cell, reliability and reproducibility issues in DNA microarrays, basic statistics and linear models in R, experiment design, multiple comparisons, quality control, data pre-processing and normalization, Gene Ontology analysis, pathway analysis, and machine learning techniques. Methods are illustrated with toy examples and real data and the R code for all routines is available on an accompanying downloadable resource.
With all the necessary prerequisites included, this best-selling book guides students from very basic notions to advanced analysis techniques in R and Bioconductor. The first half of the text presents an overview of microarrays and the statistical elements that form the building blocks of any data analysis. The second half introduces the techniques most commonly used in the analysis of microarray data.
Die Inhaltsangabe kann sich auf eine andere Ausgabe dieses Titels beziehen.
Über die Autorin bzw. den Autor
Sorin Drăghici the Robert J. Sokol MD Endowed Chair in Systems Biology in the Department of Obstetrics and Gynecology, professor in the Department of Clinical and Translational Science and Department of Computer Science, and head of the Intelligent Systems and Bioinformatics Laboratory at Wayne State University. He is also the chief of the Bioinformatics and Data Analysis Section in the Perinatology Research Branch of the National Institute for Child Health and Development. A senior member of IEEE, Dr. Drăghici is an editor of IEEE/ACM Transactions on Computational Biology and Bioinformatics, Journal of Biomedicine and Biotechnology, and International Journal of Functional Informatics and Personalized Medicine. He earned a Ph.D. in computer science from the University of St. Andrews.
„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.
- VerlagChapman and Hall/CRC
- Erscheinungsdatum2011
- ISBN 10 1439809755
- ISBN 13 9781439809754
- EinbandTapa dura
- SpracheEnglisch
- Auflage2
- Anzahl der Seiten1036
- Kontakt zum HerstellerNicht verfügbar
EUR 16,08
EUR 5,84 für den Versand von Vereinigtes Königreich nach Deutschland
Versandziele, Kosten & DauerNeu kaufen
Diesen Artikel anzeigen
EUR 93,83
EUR 21,69 für den Versand von USA nach Deutschland
Versandziele, Kosten & Dauer
Suchergebnisse für Statistics and Data Analysis for Microarrays Using...
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor
Anbieter: Better World Books Ltd, Dunfermline, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Zustand: Very Good. Ships from the UK. Former library book; may include library markings. Used book that is in excellent condition. May show signs of wear or have minor defects. Bestandsnummer des Verkäufers 50269830-20
Anzahl: 1 verfügbar
Foto des Verkäufers
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series): Second Edition
Anbieter: killarneybooks, Inagh, CLARE, Irland
Verkäuferbewertung 5 von 5 Sternen
Hardcover. Zustand: Very Good. 2nd Edition. Oversized hardcover, weight 2kg (please note: extra shipping may be required), xlviii + 1042 pages, NOT ex-library. Unused CD-ROM still sealed in rear pocket. Book is clean and bright throughout with unmarked text, free of inscriptions and stamps, firmly bound. Gentle wear to tips of outer corners of a portion of leaves. Boards show short creases to corners, small indentations. Issued without a dust jacket. -- Contents: 1 Introduction [Bioinformatics: an emerging discipline] 2 Cell and its basic mechanisms [The cell; Building blocks of genomic information; Expression of genetic information; Need for high-throughput methods] 3 Microarrays [Microarrays: tools for gene expression analysis; Fabrication & Applications of microarrays; Challenges in using microarrays in gene expression studies; Sources of variability] 4 Reliability and reproducibility issues in DNA microarray measurements [What is expected from microarrays?; Basic considerations of microarray measurements; Sensitivity; Accuracy; Reproducibility; Cross-platform consistency; Sources of inaccuracy and inconsistencies in microarray measurements; MicroArray Quality Control (MAQC) project] 5 Image processing [Basic elements of digital imaging; Microarray image processing; Image processing of cDNA microarrays & Affymetrix arrays] 6 Introduction to R [Basic concepts; Data structures and functions; Other capabilities; R environment; Installing Bioconductor; Graphics; Control structures in R; Programming in R vs C/C++/Java; Summary; Solved Exercises; Exercises] 7 Bioconductor: principles and illustrations [Overview; Portal; Some explorations and analyses] 8 Elements of statistics [Some basic concepts; Elementary statistics; Degrees of freedom; Probabilities; Bayes' theorem; Testing for (or predicting) a disease; Solved problems; Exercises] 9 Probability distributions 10 Basic statistics in R [Descriptive statistics in R; Probabilities and distributions in R; Central limit theorem; Exercises] 11 Statistical hypothesis testing [Framework; Hypothesis testing and significance; 'I do not believe God does not exist'; An algorithm for hypothesis testing; Errors in hypothesis testing; Solved problems] 12 Classical approaches to data analysis [Tests involving a single sample & two samples; Exercises] 13 Analysis of Variance - ANOVA [One- & Two-way ANOVA; Quality control; Exercises] 14 Linear models in R 15 Experiment design 16 Multiple comparisons 17 Analysis and visualization tools [Box plots; Gene pies; Scatter plots; Volcano plots; Histograms; Time series; Time series plots in R; Principal component analysis (PCA); Independent component analysis (ICA)] 18 Cluster analysis 19 Quality control 20 Data preprocessing and normalization 21 Methods for selecting differentially expressed genes 22 Gene Ontology (GO) 23 Functional analysis and biological interpretation of microarray data 24 Uses, misuses, and abuses in GO profiling 25 A comparison of several tools for ontological analysis 26 Focused microarrays - comparison and selection 27 ID Mapping issues 28 Pathway analysis [Introduction; Terms and problem definition; Over-representation and functional class scoring approaches in pathway analysis; An approach for the analysis of metabolic pathways; An impact analysis of signaling pathways; Variations on the impact analysis theme; Pathway Guide; Kinetic models versus impact analysis; Conclusions; Data sets and software availability] 29 Machine learning techniques [Introduction; Main concepts and definitions; Supervised learning; Practicalities using R] 30 The road ahead [What next?]; Bibliography; Index. Bestandsnummer des Verkäufers 007343
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series)
Anbieter: Anybook.com, Lincoln, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Zustand: Fair. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In fair condition, suitable as a study copy. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,2050grams, ISBN:9781439809754. Bestandsnummer des Verkäufers 9794497
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series)
Anbieter: Tim's Used Books Provincetown Mass., Provincetown, MA, USA
Verkäuferbewertung 5 von 5 Sternen
Hardcover. Zustand: Very Good. 2nd Edition. With sealed CD. No marks in text. Not a library book. Ships in a cardboard enclosure. Thank you, from Tim's Used Books, open shop in Provincetown USA; buyers and sellers of good books at fair prices on the same spot since 1991. Bestandsnummer des Verkäufers 2492004
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series)
Anbieter: McCord Books, NORWALK, IA, USA
Verkäuferbewertung 5 von 5 Sternen
hardcover. Zustand: Good. Ex-library copy with usual markings, text is unmarked, includes disc. Bestandsnummer des Verkäufers 241013006
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series)
Anbieter: HPB-Red, Dallas, TX, USA
Verkäuferbewertung 5 von 5 Sternen
Hardcover. Zustand: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Bestandsnummer des Verkäufers S_408315100
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman Hall/CRC Computational Biology Series)
Anbieter: Goodwill of Colorado, COLORADO SPRINGS, CO, USA
Verkäuferbewertung 5 von 5 Sternen
Zustand: Acceptable. This item is in overall acceptable condition. Covers and dust jackets are intact but may have heavy wear including creases, bends, edge wear, curled corners or minor tears as well as stickers or sticker-residue. Pages are intact but may have minor curls, bends or moderate to considerable highlighting/ writing. Binding is intact; however, spine may have heavy wear. Digital codes may not be included and have not been tested to be redeemable and/or active. A well-read copy overall. Please note that all items are donated goods and are in used condition. Orders shipped Monday through Friday! Your purchase helps put people to work and learn life skills to reach their full potential. Orders shipped Monday through Friday. Your purchase helps put people to work and learn life skills to reach their full potential. Thank you! Bestandsnummer des Verkäufers 466SGT001FNJ
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
Statistics and Data Analysis for Microarrays Using R and Bioconductor (Chapman & Hall/CRC Computational Biology Series)
Anbieter: DeckleEdge LLC, Albuquerque, NM, USA
Verkäuferbewertung 4 von 5 Sternen
Zustand: New. Bestandsnummer des Verkäufers Shelfdream1439809755
Anzahl: 1 verfügbar
Beispielbild für diese ISBN
STATISTICS & DATA ANALYSIS FOR MICROARRA
Anbieter: Speedyhen, London, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Zustand: NEW. Bestandsnummer des Verkäufers NW9781439809754
Anzahl: 1 verfügbar
Foto des Verkäufers
Statistics and Data Analysis for Microarrays Using R and Bioconductor
Anbieter: GreatBookPricesUK, Woodford Green, Vereinigtes Königreich
Verkäuferbewertung 5 von 5 Sternen
Zustand: New. Bestandsnummer des Verkäufers 9634808-n
Anzahl: 10 verfügbar