Artificial intelligence in bioinformatics : from omics analysis to deep learning and network mining /

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 incorpor...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Cannataro, Mario, 1964- (Autor), Guzzi, Pietro Hiram, 1980- (Autor), Agapito, Giuseppe, 1978- (Autor), Zucco, Chiara (Autor), Milano, Marianna (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam, Netherlands : Elsevier, [2022]
Temas:
Bioinformatics.
Artificial intelligence > Biological applications.
Bio-informatique.
Intelligence artificielle > Applications biologiques.
Artificial intelligence > Biological applications
Bioinformatics
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 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
  • 8. Sequence analysis
  • 9. Structure analysis
  • 10. Omics sciences
  • 11. Ontologies in bioinformatics
  • 12. Integrative bioinformatics
  • 13. Biological networks analysis
  • 14. Biological pathway analysis
  • 15. Knowledge extraction from biomedical texts
  • 16. Artificial intelligence in bioinformatics: issues and challenges
  • Appendix A: Python code examples
  • Appendix B: Java code examples.

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