Statistical Methods for the Analysis of Genomic Data |
Autore | Jiang Hui |
Pubbl/distr/stampa | Basel, Switzerland, : MDPI - Multidisciplinary Digital Publishing Institute, 2020 |
Descrizione fisica | 1 electronic resource (136 p.) |
Soggetto topico |
Research & information: general
Mathematics & science |
Soggetto non controllato |
multiple cancer types
integrative analysis omics data prognosis modeling classification gene set enrichment analysis boosting kernel method Bayes factor Bayesian mixed-effect model CpG sites DNA methylation Ordinal responses GEE lipid-environment interaction longitudinal lipidomics study penalized variable selection convolutional neural networks deep learning feed-forward neural networks machine learning gene regulatory network nonparanormal graphical model network substructure false discovery rate control gaussian finite mixture model clustering analysis uncertainty expectation-maximization algorithm classification boundary gene expression RNA-seq |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910557545803321 |
Jiang Hui
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Basel, Switzerland, : MDPI - Multidisciplinary Digital Publishing Institute, 2020 | ||
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Lo trovi qui: Univ. Federico II | ||
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System Biology Methods and Tools for Integrating Omics Data |
Autore | Cheng Liang |
Pubbl/distr/stampa | Frontiers Media SA, 2020 |
Descrizione fisica | 1 electronic resource (233 p.) |
Soggetto topico |
Science: general issues
Medical genetics |
Soggetto non controllato |
system biology
omics data data mining machine learing complex diseases |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910557208503321 |
Cheng Liang
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Frontiers Media SA, 2020 | ||
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Lo trovi qui: Univ. Federico II | ||
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Systems Analytics and Integration of Big Omics Data |
Autore | Hardiman Gary |
Pubbl/distr/stampa | MDPI - Multidisciplinary Digital Publishing Institute, 2020 |
Descrizione fisica | 1 electronic resource (202 p.) |
Soggetto non controllato |
precision medicine informatics
drug sensitivity chromatin modification cell lines biocuration neurodegeneration multivariate analysis artificial intelligence epigenetics missing data sequencing clinical data class imbalance integrative analytics algorithm development for network integration deep phenotype non-omics data feature selection Gene Ontology miRNA-gene expression networks omics data plot visualization Alzheimer's disease tissue classification epidemiological data proteomic analysis genotype RNA expression indirect effect multi-omics dementia multiomics integration data integration phenomics network topology analysis challenges transcriptome enrichment analysis regulatory genomics scalability heterogeneous data systemic lupus erythematosus database microtubule-associated protein tau disease variants genomics joint modeling distance correlation annotation phenotype direct effect curse of dimensionality gene-environment interactions logic forest machine learning KEGG pathways multivariate causal mediation amyloid-beta bioinformatics pipelines support vector machine pharmacogenomics candidate genes tissue-specific expressed genes cognitive impairment causal inference |
ISBN | 3-03928-745-1 |
Formato | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910404089603321 |
Hardiman Gary
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MDPI - Multidisciplinary Digital Publishing Institute, 2020 | ||
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Lo trovi qui: Univ. Federico II | ||
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