Gene Regulatory Networks : Methods and Protocols /

Detalles Bibliográficos
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Sanguinetti, Guido. (Editor ), Huynh-Thu, Vân Anh. (Editor )
Formato: eBook
Lenguaje:English
Publicado: New York, NY : Springer New York : Imprint: Humana, 2019.
Edición:1st ed. 2019.
Colección:Methods in Molecular Biology, 1883
Materias:
Tabla de Contenidos:
  • Gene Regulatory Network Inference: An Introductory Survey
  • Statistical Network Inference for Time-Varying Molecular Data with Dynamic Bayesian Networks
  • Overview and Evaluation of Recent Methods for Statistical Inference of Gene Regulatory Networks from Time Series Data
  • Whole-Transcriptome Causal Network Inference with Genomic and Transcriptomic Data
  • Causal Queries from Observational Data in Biological Systems via Bayesian Networks: An Empirical Study in Small Networks
  • A Multiattribute Gaussian Graphical Model for Inferring Multiscale Regulatory Networks: An Application in Breast Cancer
  • Integrative Approaches for Inference of Genome-Scale Gene Regulatory Networks
  • Unsupervised Gene Network Inference with Decision Trees and Random Forests
  • Tree-Based Learning of Regulatory Network Topologies and Dynamics with Jump3
  • Network Inference from Single-Cell Transcriptomic Data
  • Inferring Gene Regulatory Networks from Multiple Datasets
  • Unsupervised GRN Ensemble
  • Learning Differential Module Networks across Multiple Experimental Conditions
  • Stability in GRN Inference
  • Gene Regulatory Networks: A Primer in Biological Processes and Statistical Modelling
  • Scalable Inference of Ordinary Differential Equation Models of Biochemical Processes.