Uncertainty in biology : a computational modeling approach /: a computational modeling approach. ([2016])

• Record Type: Book
• Further Information: Note: Liesbet Geris, David Gomez-Cabrero, editors.
• Editors: Geris, Liesbet; Gomez-Cabrero, David
• Contents: An Introduction to Uncertainty in the Development of Computational Models of Biological Processes -- Reverse Engineering under Uncertainty -- Probabilistic Computational Causal Discovery for Systems Biology -- Macroscopic Simulation of Individual-Based Stochastic Models for Biological Processes -- The Experimental Side of Parameter Estimation -- Statistical Data Analysis and Modeling -- Optimization in Biology: Parameter Estimation and the Associated Optimization Problem -- Interval Methods -- Model Extension and Model Selection -- Bayesian Model Selection Methods and their Application to Biological ODE Systems -- Sloppiness and the Geometry of Parameter Space -- Modeling and Model Simplification to Facilitate Biological Insights and Predictions -- Sensitivity Analysis by Design of Experiments -- Waves in Spatially-Disordered Neural Fields: a Case Study in Uncertainty Quantification -- X In-silico Models of Trabecular Bone: a Sensitivity Analysis Perspective -- Neuroswarm: a Methodology to Explore the Constraints that Function Imposes on Simulation Parameters in Large-Scale Networks of Biological Neurons -- Prediction Uncertainty Estimation Despite Unidentifiability: an Overview of Recent Developments -- Computational Modeling Under Uncertainty: Challenges and Opportunities.
• Publisher Details: Cham : Springer
• Publication Date: 2016
• Extent: 1 online resource (ix, 478 pages)
• Subjects: 570.1/5195; Engineering; Biology -- Mathematical models; Uncertainty -- Mathematical models; NATURE -- Reference; SCIENCE -- Life Sciences -- Biology; Biology -- Mathematical models; Uncertainty -- Mathematical models; Computers -- Computer Science; Science -- Life Sciences -- General; Maths for scientists; Biology, life sciences; Biomedical engineering; Computer science; Biology_xData processing; Technology & Engineering -- Engineering (General); Biomedical engineering; Electronic books
• Languages: English
• ISBNs: 9783319212968; 3319212966
• Related ISBNs: 9783319212951; 3319212958
• Notes: Note: Includes bibliographical references and index.; Note: Vendor-supplied metadata.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.