Q. Tran – Emerging Trends in Applications and Infrastructures for Computational Biology Bioinformatics, and Systems Biology (2016)

Автор: Q. Tran
Название книги: Emerging Trends in Applications and Infrastructures for Computational Biology Bioinformatics, and Systems Biology
Формат: PDF
Жанр: Биологические науки
Страницы: 563
Качество: Изначально компьютерное, E-book

The book covers the latest trends in the field with special emphasis on their applications. The first part covers the major areas of computational biology, development and application of data-analytical and theoretical methods, mathematical modeling, and computational simulation techniques for the study of biological and behavioral systems.
The second part covers bioinformatics, an interdisciplinary field concerned with methods for storing, retrieving, organizing, and analyzing biological data. The book also explores the software tools used to generate useful biological knowledge.
The third part, on systems biology, explores how to obtain, integrate, and analyze complex datasets from multiple experimental sources using interdisciplinary tools and techniques, with the final section focusing on big data and the collection of datasets so large and complex that it becomes difficult to process using conventional database management systems or traditional data processing applications.
Researchers and graduate students in Computer Science, Bioinformatics, Systems Biology, Big Data, and Data Analytics.
Contents
Computational Biology – Methodologies and Algorithms
Using Methylation Patterns for Reconstructing Cell Division Dynamics: Assessing Validation Experiments
A Directional Cellular Dynamic Under the Control of a Diffusing Energy for Tissue Morphogenesis: Phenotype and Genotype
A Feature Learning Framework for Histology Images Classification
Spontaneous Activity Characterization in Spiking Neural Systems With Log-Normal Synaptic Weight Distribution
Comparison Between OpenMP and MPICH Optimized Parallel Implementations of a Cellular Automaton That Simulates the Skin Pigmentation Evolution
Bioinformatics, Simulation, Data Mining, Pattern Discovery, and Prediction Methods
Structure Calculation of a, a/ß, ß Proteins From Residual Dipolar Coupling Data Using REDCRAFT
Architectural Topography of the a-Subunit Cytoplasmic Loop in the GABAA Receptor
Finding Long-Term Influence and Sensitivity of Genes Using Probabilistic Genetic Regulatory Networks
The Application of Grammar Space Entropy in RNA Secondary Structure Modeling
Effects of Excessive Water Intake on Body-Fluid Homeostasis and the Cardiovascular System — A Computer Simulation
A DNA-Based Migration Modeling of the Lizards in Florida Scrub Habitat
Reconstruction of Gene Regulatory Networks Using Principal Component Analysis
nD-PDPA: n-Dimensional Probability Density Profile Analysis
Biomembranes Under Oxidative Stress: Insights From Molecular Dynamics Simulations
Feature Selection and Classification of Microarray Data Using Machine Learning Techniques
New Directions in Deterministic Metabolism Modeling of Sheep
Differentiating Cancer From Normal Protein-Protein Interactions Through Network Analysis
Predicting the Co-Receptors of the Viruses That Cause AIDS (HIV-1) in CD4 Cells
Systems Biology and Biological Processes
Cellular Automata-Based Modeling of Three-Dimensional Multicellular Tissue Growth
A Combination of Protein-Protein Interaction Network Topological and Biological Process Features for Multiprotein Complex Detection
Infogenomics: Genomes as Information Sources
Data Analytics and Numerical Modeling in Computational Biology and Bioinformatics
Analysis of Large Data Sets: A Cautionary Tale of the Perils of Binning Data
Structural and Percolation Models of Intelligence: To the Question of the Reduction of the Neural Network
Medical Applications and Systems
Analyzing TCGA Lung Cancer Genomic and Expression Data Using SVM With Embedded Parameter Tuning
State-of-the-Art Mock Human Blood Circulation Loop: Prototyping and Introduction of a New Heart Simulator
Framework for an Interactive Assistance in Diagnostic Processes Based on Probabilistic Modeling of Clinical Practice Guidelines
Motion Artifacts Compensation in DCE-MRI Framework Using Active Contour Model
Phase III Placebo-Controlled, Randomized Clinical Trial With Synthetic Crohn's Disease Patients to Evaluate Treatment Response
Pathological Tissue Permittivity Distribution Difference Imaging: Near-Field Microwave Tomographic Image for Breast Tumor Visualization
A System for the Analysis of EEG Data and Brain State Modeling
Using Temporal Logic to Verify the Blood Supply Chain Safety
Evaluation of Window Parameters of CT Brain Images With Statistical Central Moments
An Improved Balloon Snake Algorithm for Ultrasonic Image Segmentation
Brain Ventricle Detection Using Hausdorff Distance
Tumor Growth Emergent Behavior Analysis Based on Cancer Hallmarks and in a Cancer Stem Cell Context