Clinical Applications of Artificial Intelligence in Real-World Data
by
Asselbergs, Folkert W. editor.
Title
:
Clinical Applications of Artificial Intelligence in Real-World Data
Author
:
Asselbergs, Folkert W. editor.
ISBN
:
9783031366789
Edition
:
1st ed. 2023.
Physical Description
:
VI, 285 p. 80 illus., 58 illus. in color. online resource.
Contents
:
Part 1: Data Processing, Storage, Regulations -- Biomedical Big Data: Opportunities and Challenges -- Quality Control, Data Cleaning, Imputation -- Data Security And Privacy Issues -- Data Standards and Terminology -- Biomedical Ontologies -- Graph Databases as Future Of Data Storage -- Data Integration, Harmonization -- Natural Language Processing And Text Mining- Turning Unstructured Data Into Structured -- Part 2: Analytics -- Statistical Analysis Statistical Analysis - Causality, Mendelian Randomization -- Statistical Analysis - Meta-Analysis/Reproducibility -- Machine Learning - Basic Concepts -- Machine Learning - Basic Supervised Methods -- Machine Learning - Basic Unsupervised Methods -- Machine Learning - Evaluation -- Machine Learning - Representation Learning/Feature Selection/Engineering -- Machine Learning - Interpretation -- Deep Learning - Prediction -- Deep Learning - Autoencoders -- Artificial Intelligence -- Machine Learning In Practice - Clinical Decision Support, Risk Prediction, Diagnosis -- Machine Learning In Practice - Evaluation Clinical Value, Guidelines -- Challenges Of Machine Learning and AI.
Added Author
:
Asselbergs, Folkert W.
Denaxas, Spiros.
Oberski, Daniel L.
Moore, Jason H.
Added Corporate Author
:
SpringerLink (Online service)
Electronic Access
:
Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
---|
Online Library | E-Book | 522026-1001 | XX(522026.1) | | Elektronik Kütüphane |