Batch Effects and Noise in Microarray Experiments: Sources and Solutions
3/5
()
About this ebook
Each chapter focuses on sources of noise and batch effects before starting an experiment, with examples of statistical methods for detecting, measuring, and managing batch effects within and across datasets provided online. Throughout the book the importance of standardization and the value of standard operating procedures in the development of genomics biomarkers is emphasized.
Key Features:
- A thorough introduction to Batch Effects and Noise in Microrarray Experiments.
- A unique compilation of review and research articles on handling of batch effects and technical and biological noise in microarray data.
- An extensive overview of current standardization initiatives.
- All datasets and methods used in the chapters, as well as colour images, are available on www.the-batch-effect-book.org, so that the data can be reproduced.
An exciting compilation of state-of-the-art review chapters and latest research results, which will benefit all those involved in the planning, execution, and analysis of gene expression studies.
Related to Batch Effects and Noise in Microarray Experiments
Titles in the series (100)
Measuring Agreement: Models, Methods, and Applications Rating: 0 out of 5 stars0 ratingsProbability and Conditional Expectation: Fundamentals for the Empirical Sciences Rating: 0 out of 5 stars0 ratingsRobust Correlation: Theory and Applications Rating: 0 out of 5 stars0 ratingsMultiple Imputation for Nonresponse in Surveys Rating: 2 out of 5 stars2/5Applications of Statistics to Industrial Experimentation Rating: 3 out of 5 stars3/5Linear Regression Analysis Rating: 3 out of 5 stars3/5Sequential Stochastic Optimization Rating: 0 out of 5 stars0 ratingsLinear Statistical Inference and its Applications Rating: 0 out of 5 stars0 ratingsMethods for Statistical Data Analysis of Multivariate Observations Rating: 0 out of 5 stars0 ratingsTime Series Analysis: Nonstationary and Noninvertible Distribution Theory Rating: 0 out of 5 stars0 ratingsFundamental Statistical Inference: A Computational Approach Rating: 0 out of 5 stars0 ratingsStatistical Size Distributions in Economics and Actuarial Sciences Rating: 0 out of 5 stars0 ratingsTheory of Ridge Regression Estimation with Applications Rating: 0 out of 5 stars0 ratingsNonparametric Finance Rating: 0 out of 5 stars0 ratingsMeasurement Errors in Surveys Rating: 0 out of 5 stars0 ratingsStatistics and Causality: Methods for Applied Empirical Research Rating: 0 out of 5 stars0 ratingsFractal-Based Point Processes Rating: 4 out of 5 stars4/5Nonlinear Statistical Models Rating: 0 out of 5 stars0 ratingsBusiness Survey Methods Rating: 0 out of 5 stars0 ratingsLinear Statistical Models Rating: 0 out of 5 stars0 ratingsApplied Spatial Statistics for Public Health Data Rating: 0 out of 5 stars0 ratingsSurvey Measurement and Process Quality Rating: 0 out of 5 stars0 ratingsComputation for the Analysis of Designed Experiments Rating: 0 out of 5 stars0 ratingsTheory of Probability: A critical introductory treatment Rating: 0 out of 5 stars0 ratingsA Course in Time Series Analysis Rating: 3 out of 5 stars3/5The EM Algorithm and Extensions Rating: 0 out of 5 stars0 ratingsExperiments with Mixtures: Designs, Models, and the Analysis of Mixture Data Rating: 5 out of 5 stars5/5Forecasting with Univariate Box - Jenkins Models: Concepts and Cases Rating: 0 out of 5 stars0 ratingsAnalyzing Microarray Gene Expression Data Rating: 5 out of 5 stars5/5Aspects of Multivariate Statistical Theory Rating: 0 out of 5 stars0 ratings
Related ebooks
Chemometrics for Pattern Recognition Rating: 0 out of 5 stars0 ratingsGuide to Analysis of DNA Microarray Data Rating: 4 out of 5 stars4/5Linear Factor Models in Finance Rating: 4 out of 5 stars4/5The Mathematics of Banking and Finance Rating: 0 out of 5 stars0 ratingsParameter Estimation for Scientists and Engineers Rating: 3 out of 5 stars3/5Quality Assurance in Analytical Chemistry Rating: 0 out of 5 stars0 ratingsMethodology of Longitudinal Surveys Rating: 0 out of 5 stars0 ratingsReliability and Statistics in Geotechnical Engineering Rating: 0 out of 5 stars0 ratingsTechniques and Applications of Hyperspectral Image Analysis Rating: 5 out of 5 stars5/5A Computational Framework for Segmentation and Grouping Rating: 0 out of 5 stars0 ratingsEnvironmental Statistics: Methods and Applications Rating: 0 out of 5 stars0 ratingsApplied Groundwater Modeling: Simulation of Flow and Advective Transport Rating: 3 out of 5 stars3/5Character Recognition Systems: A Guide for Students and Practitioners Rating: 0 out of 5 stars0 ratingsApplied Data Mining: Statistical Methods for Business and Industry Rating: 0 out of 5 stars0 ratingsInformation Retrieval: Searching in the 21st Century Rating: 0 out of 5 stars0 ratingsIntroduction to Microsystem Technology: A Guide for Students Rating: 5 out of 5 stars5/5Applied Optimal Designs Rating: 0 out of 5 stars0 ratingsModern Experimental Design Rating: 0 out of 5 stars0 ratingsApplied Statistical Methods Rating: 1 out of 5 stars1/5Numerical Issues in Statistical Computing for the Social Scientist Rating: 3 out of 5 stars3/5Experimental Design Techniques in Statistical Practice: A Practical Software-Based Approach Rating: 3 out of 5 stars3/5Engineering Design via Surrogate Modelling: A Practical Guide Rating: 5 out of 5 stars5/5Trust, Complexity and Control: Confidence in a Convergent World Rating: 0 out of 5 stars0 ratingsInfrared Spectroscopy: Fundamentals and Applications Rating: 0 out of 5 stars0 ratingsBasic Statistics: A Primer for the Biomedical Sciences Rating: 0 out of 5 stars0 ratingsCompeting Risks: A Practical Perspective Rating: 0 out of 5 stars0 ratingsUsing Statistical Methods for Water Quality Management: Issues, Problems and Solutions Rating: 0 out of 5 stars0 ratingsStable Adaptive Control and Estimation for Nonlinear Systems: Neural and Fuzzy Approximator Techniques Rating: 0 out of 5 stars0 ratingsSmart Technologies for Safety Engineering Rating: 0 out of 5 stars0 ratingsAdvanced Digital Signal Processing and Noise Reduction Rating: 5 out of 5 stars5/5
Biology For You
The Obesity Code: the bestselling guide to unlocking the secrets of weight loss Rating: 4 out of 5 stars4/5Sapiens: A Brief History of Humankind Rating: 4 out of 5 stars4/5Anatomy 101: From Muscles and Bones to Organs and Systems, Your Guide to How the Human Body Works Rating: 4 out of 5 stars4/5Ultralearning: Master Hard Skills, Outsmart the Competition, and Accelerate Your Career Rating: 4 out of 5 stars4/5Peptide Protocols: Volume One Rating: 4 out of 5 stars4/5Lifespan: Why We Age—and Why We Don't Have To Rating: 4 out of 5 stars4/5How Emotions Are Made: The Secret Life of the Brain Rating: 4 out of 5 stars4/5Dopamine Detox: Biohacking Your Way To Better Focus, Greater Happiness, and Peak Performance Rating: 3 out of 5 stars3/5This Will Make You Smarter: 150 New Scientific Concepts to Improve Your Thinking Rating: 4 out of 5 stars4/5Gut: The Inside Story of Our Body's Most Underrated Organ (Revised Edition) Rating: 4 out of 5 stars4/5The Grieving Brain: The Surprising Science of How We Learn from Love and Loss Rating: 4 out of 5 stars4/5Fantastic Fungi: How Mushrooms Can Heal, Shift Consciousness, and Save the Planet Rating: 5 out of 5 stars5/5The Rise and Fall of the Dinosaurs: A New History of a Lost World Rating: 4 out of 5 stars4/5Emotional Blackmail: When the People in Your Life Use Fear, Obligation, and Guilt to Manipulate You Rating: 4 out of 5 stars4/5Why We Sleep: Unlocking the Power of Sleep and Dreams Rating: 4 out of 5 stars4/5Woman: An Intimate Geography Rating: 4 out of 5 stars4/5All That Remains: A Renowned Forensic Scientist on Death, Mortality, and Solving Crimes Rating: 4 out of 5 stars4/5Mother of God: An Extraordinary Journey into the Uncharted Tributaries of the Western Amazon Rating: 4 out of 5 stars4/5Other Minds: The Octopus, the Sea, and the Deep Origins of Consciousness Rating: 4 out of 5 stars4/5The Seven Sins of Memory: How the Mind Forgets and Remembers Rating: 4 out of 5 stars4/5The Winner Effect: The Neuroscience of Success and Failure Rating: 5 out of 5 stars5/5The Soul of an Octopus: A Surprising Exploration into the Wonder of Consciousness Rating: 4 out of 5 stars4/5Vax-Unvax: Let the Science Speak Rating: 5 out of 5 stars5/5I Contain Multitudes: The Microbes Within Us and a Grander View of Life Rating: 4 out of 5 stars4/5Genius Kitchen: Over 100 Easy and Delicious Recipes to Make Your Brain Sharp, Body Strong, and Taste Buds Happy Rating: 0 out of 5 stars0 ratingsLies My Gov't Told Me: And the Better Future Coming Rating: 4 out of 5 stars4/5Suicidal: Why We Kill Ourselves Rating: 4 out of 5 stars4/5Jaws: The Story of a Hidden Epidemic Rating: 4 out of 5 stars4/5Written in Bone: Hidden Stories in What We Leave Behind Rating: 4 out of 5 stars4/5
Reviews for Batch Effects and Noise in Microarray Experiments
1 rating0 reviews