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Nature medicine, ISSN 1078-8956, 2015, Volume 21, Issue 11, pp. 1350 - 1356
Journal Article
Journal of the Royal Statistical Society. Series C (Applied Statistics), ISSN 0035-9254, 11/2014, Volume 63, Issue 5, pp. 763 - 782
In a longitudinal metabolomics study, multiple metabolites are measured from several observations at many time points. Interest lies in reducing the... 
Linear mixed model | Metabolomics | Principal components analysis | Longitudinal metabolomic data | Auto‐regressive model | Probabilistic principal components analysis | Auto-regressive model | NMR | BIOMARKER DISCOVERY | STATISTICS & PROBABILITY | STOCHASTIC VOLATILITY | Metabolites | Studies | Statistics
Journal Article
SCIENTIFIC REPORTS, ISSN 2045-2322, 05/2019, Volume 9, Issue 1, pp. 7665 - 12
Previously, we classified colorectal cancers (CRCs) into five CRCAssigner (CRCA) subtypes with different prognoses and potential treatment responses, later... 
COLON-CANCER | GENE-EXPRESSION | CLASSIFICATION | MULTIDISCIPLINARY SCIENCES | Learning algorithms | DNA microarrays | Therapeutic applications | Colorectal carcinoma | Colorectal cancer | Clinical trials | Biomarkers | Gene expression | Paraffin
Journal Article
Journal of Applied Statistics, ISSN 0266-4763, 11/2015, Volume 42, Issue 11, pp. 2321 - 2334
The product partition model (PPM) is a well-established efficient statistical method for detecting multiple change points in time-evolving univariate data. In... 
multivariate | dimensionality reduction | Gaussian | PPM | PPLVM | SEGMENTATION | STATISTICS & PROBABILITY | Studies | Mathematical models | Multivariate analysis | Correlation analysis | Time series | Partitions | Correlation | Utilities | Computer simulation | Applied statistics | Representations
Journal Article
NPJ BREAST CANCER, ISSN 2374-4677, 08/2019, Volume 5, Issue 1, pp. 1 - 10
Breast cancer is a highly heterogeneous disease. Although differences between intrinsic breast cancer subtypes have been well studied, heterogeneity within... 
MOLECULAR SUBTYPES | GENOMIC ANALYSES | ONCOLOGY | TAMOXIFEN | CLASSIFICATION | TUMORS | PORTRAITS | Survival analysis | Medical research | Medical prognosis | Colorectal cancer | Breast cancer | Genomes | Mutation | Gene expression | Bioinformatics | Tumors
Journal Article
JOURNAL OF CLINICAL ONCOLOGY, ISSN 0732-183X, 02/2018, Volume 36, Issue 4, pp. 658 - 658
Conference Proceeding
12/2013
In a longitudinal metabolomics study, multiple metabolites are measured from several observations at many time points. Interest lies in reducing the... 
Journal Article
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