Artificial Intelligence in Bioinformatics
From Omics Analysis to Deep Learning and Network Mining
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ISBN-13:
9780128229521
Veröffentl:
2022
Erscheinungsdatum:
18.05.2022
Seiten:
268
Autor:
Chiara Zucco
Gewicht:
548 g
Format:
234x189x18 mm
Sprache:
Deutsch
Beschreibung:
Artificial Intelligence in Bioinformatics: From Omics Analysis to Deep Learning and Network Mining reviews the main applications of the topic, from omics analysis to deep learning and network mining. The book includes a rigorous introduction on bioinformatics, also reviewing how methods are incorporated in tasks and processes. In addition, it presents methods and theory, including content for emergent fields such as Sentiment Analysis and Network Alignment. Other sections survey how Artificial Intelligence is exploited in bioinformatics applications, including sequence analysis, structure analysis, functional analysis, protein classification, omics analysis, biomarker discovery, integrative bioinformatics, protein interaction analysis, metabolic networks analysis, and much more.
PART 1 ARTIFICIAL INTELLIGENCE: METHODS 1. Knowledge Representation and Reasoning 2. Machine Learning 3. Artificial Intelligence 4. Data Science 5. Deep Learning 6. Explainability of AI methods 7. Intelligent Agents
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