eBook
Artificial Intelligence and Complex Dynamical Systems
| Τίτλος: | Artificial Intelligence and Complex Dynamical Systems |
|---|---|
| Περιγραφή: | This book serves as a comprehensive introduction to nonlinear complex systems through the application of machine learning methods. Artificial intelligence (AI) has affected the foundations of scientific discovery, and can therefore lend itself to developing a better understanding of the unpredictable nature of complex dynamical systems and to predict their future evolution. Utilizing Python code, this book teaches and applies machine learning to topics such as chaotic dynamics and time-series analysis, solitons, breathers, chimeras, nonlinear localization, biomolecular dynamics, and wave propagation in the heart. The consistent integration of methods and models allow for readers to develop a necessary intuition on how to handle complexity through AI. This textbook contains a wealth of expository material, code, and example problems to support and organize academic coursework, allowing the technical nature of these areas of study to become highly accessible. Requiring only a basic background in mathematics and coding in Python, this book is an essential text for a wide array of advanced undergraduate or graduate students in the applied sciences interested in complex systems through the lens of machine learning. |
| Συγγραφείς: | Giorgos Tsironis |
| Resource Type: | eBook. |
| Θέματα: | Nonlinear systems--Data processing, Dynamics--Data processing, System analysis--Data processing, Dynamics, Artificial intelligence |
| Categories: | SCIENCE / System Theory, COMPUTERS / Artificial Intelligence / General, MEDICAL / Epidemiology, SCIENCE / Life Sciences / Biophysics, SCIENCE / Physics / Quantum Theory, SCIENCE / Physics / Atomic & Molecular |
| Βάση Δεδομένων: | eBook Index |
| FullText | Text: Availability: 0 |
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| Header | DbId: edsebk DbLabel: eBook Index An: 4167101 RelevancyScore: 981 AccessLevel: 6 PubType: eBook PubTypeId: ebook PreciseRelevancyScore: 981.043701171875 |
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| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=edsebk&AN=4167101 |
| RecordInfo | BibRecord: BibEntity: Classifications: – Code: 006.3 Scheme: ddc Type: prePub Languages: – Code: eng Text: English Subjects: – SubjectFull: Nonlinear systems--Data processing Type: general – SubjectFull: Dynamics--Data processing Type: general – SubjectFull: System analysis--Data processing Type: general – SubjectFull: Dynamics Type: general – SubjectFull: Artificial intelligence Type: general Titles: – TitleFull: Artificial Intelligence and Complex Dynamical Systems Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Giorgos Tsironis – PersonEntity: Name: NameFull: Giorgos Tsironis IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 01 Type: published Y: 2025 – D: 17 M: 03 Type: profile Y: 2025 Identifiers: – Type: isbn-print Value: 9783031819452 – Type: isbn-electronic Value: 9783031819469 Titles: – TitleFull: Artificial Intelligence and Complex Dynamical Systems Type: main |
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