Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Machine Learning Methods for Multi-Omics Data Integration

Machine Learning Methods for Multi-Omics Data Integration

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031365010
Condition
New
Product Description

The advancement of biomedical engineering has enabled the generation of multi-omics data by developing high-throughput technologies, such as next-generation sequencing, mass spectrometry, and microarrays. Large-scale data sets for multiple omics platforms, including genomics, transcriptomics, proteomics, and metabolomics, have become more accessible and cost-effective over time. Integrating multi-omics data has become increasingly important in many research fields, such as bioinformatics, genomics, and systems biology. This integration allows researchers to understand complex interactions between biological molecules and pathways. It enables us to comprehensively understand complex biological systems, leading to new insights into disease mechanisms, drug discovery, and personalized medicine. Still, integrating various heterogeneous data types into a single learning model also comes with challenges. In this regard, learning algorithms have been vital in analyzing and integratingthese large-scale heterogeneous data sets into one learning model. This book overviews the latest multi-omics technologies, machine learning techniques for data integration, and multi-omics databases for validation. It covers different types of learning for supervised and unsupervised learning techniques, including standard classifiers, deep learning, tensor factorization, ensemble learning, and clustering, among others. The book categorizes different levels of integrations, ranging from early, middle, or late-stage among multi-view models. The underlying models target different objectives, such as knowledge discovery, pattern recognition, disease-related biomarkers, and validation tools for multi-omics data. Finally, the book emphasizes practical applications and case studies, making it an essential resource for researchers and practitioners looking to apply machine learning to their multi-omics data sets. The book covers data preprocessing, feature selection, and model evaluation, providing readers with a practical guide to implementing machine learning techniques on various multi-omics data sets.

Available Colors
Available Sizes
1 Offer Price Range: $149.00 - $149.00
BEST PRICE

Single Product Purchase

$149.00
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$149.00 $149.00

$149.00
See Site In stock Visit Store

Similar Products

Cage Metal Complexes

$139.99

Soziale Subjektivierung, Negativitt und Freiheit

$59.99

New Ethnicities and Language Use

$54.99

Ungleichheit, Individualisierung, Lebenslauf

$49.99

The Monroe Doctrine and United States National Security in the Early Twentieth Century

$54.99

Engineering Challenges for Sustainable Underground Use

$109.99

DAX-Future-Arbitrage

$49.99

Environmental History and Palaeolimnology

$39.99

Traumas Resisted and (Re)Engaged

$119.00

Differentialgleichungen Lsungsmethoden und Lsungen

$69.99

Topsharing

$84.99

Der Tod in Dichtung Philosophie und Kunst

$64.99

Tourenplanung im Straengterverkehr

$79.99

Der Entwicklungsstand der Herzchirurgie / Muskelarbeit und Muskelermdung in Theorie und Praxis

$59.99

Privacy, Security, and Trust in KDD

$39.99

Microorganisms for Green Revolution

$179.99

Rookie Reader-GR Level B: Game Day

$3.71

Kriegsverbrechen im nationalen und internationalen Recht

$99.00

Nanostructures and Quantum Effects

$109.99

Electron Correlation and Magnetism in Narrow-Band Systems

$84.99

Angiographic Anatomy of the Anterior Inferior Cerebellar Artery

$54.99

Atlas of Major Thoracoscopic Pediatric Lung Resection for Congenital Pulmonary Airway Malformation

$54.99

Representations of British Emigration, Colonisation and Settlement

$109.99

Software Challenges to Exascale Computing

$54.99

Kostensteuerung fr Gesundheitseinrichtungen

$34.99

Optimal Energie sparen beim Bauen, Sanieren und Wohnen

$49.99

Project Scheduling

$169.00

Einwanderungsrecht national und international

$74.99

Functional Programming in R

$34.99

Multilevel Finite Element Approximation

$44.99

Rare Earth Minerals

$219.99

Aufgabensammlung Mathematik. Band 1: Analysis einer Variablen, Lineare Algebra

$29.99

Leadership for the Future Sustainable Development of Business and Education

$169.99

Stochastic Energetics

$79.99

Keratoconus

$139.00

Rapid Prototyping of Application Specific Signal Processors

$109.99

Levelized Cost of Energy in Sustainable Energy Communities

$44.99

Digitalization and Big Data for Resilience and Economic Intelligence

$169.00

Physical and Biological Processing of Images

$109.99

Evaluation von Programmen und Projekten fr eine demokratische Kultur

$59.99