Missing Value Estimation in a Nested-Factorial Design with Three Factors
نویسندگان
چکیده
منابع مشابه
Collateral Missing Value Estimation: Robust Missing Value Estimation for Consequent Microarray Data Processing
Microarrays have unique ability to probe thousands of genes at a time that makes it a useful tool for variety of applications, ranging from diagnosis to drug discovery. However, data generated by microarrays often contains multiple missing gene expressions that affect the subsequent analysis, as most of the times these missing values are ignored. In this paper we have analyzed how accurate esti...
متن کاملImproving missing value estimation in microarray data with gene ontology
MOTIVATION Gene expression microarray experiments produce datasets with frequent missing expression values. Accurate estimation of missing values is an important prerequisite for efficient data analysis as many statistical and machine learning techniques either require a complete dataset or their results are significantly dependent on the quality of such estimates. A limitation of the existing ...
متن کاملBIOINFORMATICS Collateral Missing Value Imputation: A New Robust Missing Value Estimation Algorithm For Microarray Data
Motivation: Microarray data is used in a range of application areas in biology, though often it contains considerable numbers of missing values. These missing values can significantly affect subsequent statistical analysis and machine learning algorithms so there is a strong motivation to estimate these values as accurately as possible prior to using these algorithms. While many imputation algo...
متن کاملCollateral missing value imputation: a new robust missing value estimation algorithm for microarray data
MOTIVATION Microarray data are used in a range of application areas in biology, although often it contains considerable numbers of missing values. These missing values can significantly affect subsequent statistical analysis and machine learning algorithms so there is a strong motivation to estimate these values as accurately as possible before using these algorithms. While many imputation algo...
متن کاملMissing Value Estimation In DNA Microarray – A Fuzzy Approach
DNA microarray technology which is used in molecular biology, allows for the observation of expression levels of thousands of genes under a variety of conditions. The analysis of microarray data has been successfully applied in a number of studies over a broad range of biological disciplines. Now it is very unfortunate that various microarray experiments generate data sets containing missing va...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Trends Journal of Sciences Research
سال: 2018
ISSN: 2377-8091
DOI: 10.31586/statistics.0301.02