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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...
| Clasificación: | Libro Electrónico |
|---|---|
| Autores principales: | , , , , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Amsterdam, Netherlands :
Elsevier,
[2022]
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| Temas: | |
| Acceso en línea: | Texto completo |
MARC
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| 003 | OCoLC | ||
| 005 | 20231120010644.0 | ||
| 006 | m o d | ||
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| 015 | |a GBC283863 |2 bnb | ||
| 016 | 7 | |a 020581609 |2 Uk | |
| 019 | |a 1338681030 | ||
| 020 | |a 9780128229293 |q electronic book | ||
| 020 | |a 0128229292 |q electronic book | ||
| 020 | |z 9780128229521 |q paperback | ||
| 020 | |z 0128229527 |q paperback | ||
| 035 | |a (OCoLC)1317310170 |z (OCoLC)1338681030 | ||
| 050 | 4 | |a QH324.25 | |
| 082 | 0 | 4 | |a 570.285 |2 23 |
| 245 | 0 | 0 | |a Artificial intelligence in bioinformatics : |b from omics analysis to deep learning and network mining / |c Mario Cannataro, Pietro Hiram Guzzi, Giuseppe Agapito, Chiara Zucco, Marianna Milano. |
| 264 | 1 | |a Amsterdam, Netherlands : |b Elsevier, |c [2022] | |
| 264 | 4 | |c �2022 | |
| 300 | |a 1 online resource (xix, 247 pages) : |b illustrations | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 336 | |a still image |b sti |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a 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. | |
| 520 | |a 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.-- |c Provided by publisher. | ||
| 588 | 0 | |a Print version record. | |
| 650 | 0 | |a Bioinformatics. | |
| 650 | 0 | |a Artificial intelligence |x Biological applications. | |
| 650 | 6 | |a Bio-informatique. |0 (CaQQLa)201-0313075 | |
| 650 | 6 | |a Intelligence artificielle |x Applications biologiques. |0 (CaQQLa)201-0368615 | |
| 650 | 7 | |a Artificial intelligence |x Biological applications |2 fast |0 (OCoLC)fst00817250 | |
| 650 | 7 | |a Bioinformatics |2 fast |0 (OCoLC)fst00832181 | |
| 700 | 1 | |a Cannataro, Mario, |d 1964- |e author. |1 https://isni.org/isni/0000000038669229 | |
| 700 | 1 | |a Guzzi, Pietro Hiram, |d 1980- |e author. |1 https://isni.org/isni/0000000118010707 | |
| 700 | 1 | |a Agapito, Giuseppe, |d 1978- |e author. | |
| 700 | 1 | |a Zucco, Chiara, |e author. | |
| 700 | 1 | |a Milano, Marianna, |e author. | |
| 776 | 0 | 8 | |i Print version: |t Artificial intelligence in bioinformatics. |d Amsterdam : Elsevier, [2022] |z 9780128229521 |w (OCoLC)1328025903 |
| 856 | 4 | 0 | |u https://sciencedirect.uam.elogim.com/science/book/9780128229521 |z Texto completo |