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Titlebook: Extended Abstracts Fall 2015; Biomedical Big Data; Elizabeth A. Ainsbury,M.Luz Calle,Pere Puig Conference proceedings 2017 Springer Interna

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Heterogeneous Correlation of Multi-level Omics Data for the Consideration of Inter-tumoural Heterogeo detect correlations in subsets of bivariate continuous data are discussed. The approaches are based on two-component finite Gaussian mixture models and on parametric bootstrap of the null-hypothesis to generate a reference distribution of the likelihood ratio statistic.
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On the Use of Random Effect Models for Radiation Biodosimetry is discussed. Explicit case studies are provided for the latter two scenarios, in which random effect models appear especially attractive as they can cope well with the large inter-individual variation which is typical for these biomarkers.
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Modelling of the Radiation Carcinogenesis: The Analytic and Stochastic Approaches were taken into consideration, like chromosomal aberrations induction, bystander effect, adaptive response effect, etc. The results can be simulated in analytical or Monte Carlo forms that show, e.g., a general probability function for a single cell’s cancer transformation.
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https://doi.org/10.1007/978-3-319-55639-0HIV research; high dimensional data; integrative omics; penalized regression; survival analysis; time ser
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https://doi.org/10.1007/978-3-319-14797-0rlying distribution or parameter estimations are not required. The procedure offers a ranking by assigning a value to each observation that reflects its degree of outlyingness. A short computation time is needed.
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https://doi.org/10.1007/978-3-663-10329-5longitudinal process is defined in terms of a proportional-odds cumulative logit model and the time-to-event process through a left-truncated Cox proportional hazards model with information of the longitudinal marker and baseline covariates. Both longitudinal and survival processes are connected by
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