[PDF] Top 20 A Two Sample Test for High Dimensional Data with Applications to Gene set Testing
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A Two Sample Test for High Dimensional Data with Applications to Gene set Testing
... A TWO SAMPLE TEST FOR HIGH DIMENSIONAL DATA WITH APPLICATIONS TO GENE-SET TESTING By Song Xi Chen∗ , Ying-Li Qin∗ Iowa State University and Peking University, Iowa State University† We p[r] ... See full document
33
Sparse Linear Discriminant Analysis with Applications to High Dimensional Low Sample Size Data
... duced data for classification. Figures 9 and 10 plot the average test error rate as a function of significant genes used in sparse rLDA for the two data ...reduced data based on sparse ... See full document
13
Entropy Inference and the James-Stein Estimator, with Application to Nonlinear Gene Association Networks
... While entropy estimation has a long history tracing back to more than 50 years ago, it is only recently that the specific issues arising in high-dimensional, undersampled data sets have attracted ... See full document
16
Statistical Measures and Genetic Algorithm for Gene Selection in Breast Cancer
... by gene expression profiling. Gene expression profiling is measuring the activity of thousands of genes ...based gene expressions profiling is used to identify which genes expressions changed due to ... See full document
7
Feature Selection for Small Sample Sets with High Dimensional Data Using Heuristic Hybrid Approach
... the sample set into two training, and test sets; and then defines three criteria: training estimation accuracy (𝑇𝐸𝐴), testing estimation accuracy (𝑇𝐴𝑅), and training error ... See full document
8
A New Test for Large Dimensional Regression Coefficients
... Some high dimensional data, such as gene expression datasets in microarray, exhibits the property that the number of covariates greatly exceeds the sample ...a two sample ... See full document
5
Automatic PCA Dimension Selection for High Dimensional Data and Small Sample Sizes
... the data ( ˇSm´ıdl and Quinn, ...mensional data with relatively large sample ...a data set D given the number of principal components k (Minka, 2000, ...given data set is ... See full document
27
Two Sample Tests for High Dimensional Covariance Matrices
... propose two tests for the equality of covariance matrices between two high-dimensional ...One test is on the whole variance-covariance matrices, and the other is on off- diagonal ... See full document
41
An Efficient Dimensionality Reduction Approach for Small-sample Size and High-dimensional Data Modeling
... multidimensional data are being generated in a wide range of emerging applications, this paper introduces two new methods of dimension reduction to conduct small-sample size and ... See full document
5
Two Sample Tests for High Dimensional Means with Thresholding and Data Transformation
... consider testing for two-sample means of high dimensional populations by thresh- ...olding. Two tests are investigated, which are designed for better power performance when the ... See full document
45
An Efficient Association Test for High Dimensional Data, with Application in Genetic Studies
... of data with a sample size n that is small relative to the number p of explanatory ...many high-dimensional studies, such as human genomewide association studies (GWAS) concerned with ... See full document
5
Two sample hypothesis testing for functional data
... Nevertheless, testing the hypothe- sis that the generating distributions of two sets of curves are identical, when the observed data are noisy and discrete realizations of the curves, has received ... See full document
28
Edit Tree Distance Alignments for Semantic Role Labelling
... ―Tree SRL system‖ is a Semantic Role Label- ling supervised system based on a tree-distance algorithm and a simple k-NN implementation. The novelty of the system lies in comparing the sentences as tree structures with ... See full document
6
Title: A Novel Technique for Privacy Preserving Data Publishing
... e. high dimensional database, such database with personal information must be maintained with some privacy ...such high dimensional database and in Fig 3(b) it shows that on left side there is ... See full document
8
Facial Expression Recognition Through Machine Learning
... train data set of six facial expressions of three persons and for train data set purpose we have total border mask sample 90 and 30% border mask sample for test ... See full document
7
A Comparative Study of Microarray Data Analysis for Cancer Classification
... of gene selection along with the gene expression value proposed system is using of biological information of the ...KEGG, Gene Ontology (GO) are available which provides gene ... See full document
5
Designing a test set for structural testing in automatic programming assessment
... of test cases ...a testing executes both valid input conditions of the inner and outer loops, hence there is no use to re- execute the testing on the same valid input condition of the inner loop but ... See full document
24
INTERACTING THROUGH DISCLOSING: PEER INTERACTION PATTERNS BASED ON SELF DISCLOSURE LEVELS VIA FACEBOOK
... In this work, we have proposed a new model to classify sentiment of English documents using the Mahalanobis distance and the sentiment-lexicons- based multi-dimensional vectors with Hadoop Map (M) /Reduce (R) in ... See full document
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