LEADER 04969nam 22009255 450 001 9910987692503321 005 20251106110259.0 010 $a9783031819469 010 $a3031819462 024 7 $a10.1007/978-3-031-81946-9 035 $a(MiAaPQ)EBC31959342 035 $a(Au-PeEL)EBL31959342 035 $a(CKB)37855844300041 035 $a(DE-He213)978-3-031-81946-9 035 $a(OCoLC)1512070080 035 $a(EXLCZ)9937855844300041 100 $a20250314d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aArtificial Intelligence and Complex Dynamical Systems /$fby Giorgos Tsironis 205 $a1st ed. 2025. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2025. 215 $a1 online resource (391 pages) 225 1 $aUnderstanding Complex Systems,$x1860-0840 311 08$a9783031819452 311 08$a3031819454 327 $aChapter 1. Complex systems and machine learning -- Chapter 2. Regression and Classification -- Chapter 3. Data manipulation techniques -- Chapter 4. Artificial neurons and deep learning -- Chapter 5. Powerful neural network architectures -- Chapter 6. Autoencoders and more -- Chapter 7. The Discrete Nonlinear Schr¨odinger Equation -- Chapter 8. Learning Analytical Solutions -- Chapter 9. The targeted energy transfer model -- Chapter 10. Dynamical embedding with autoencoders -- Chapter 11. Chimeras -- Chapter 12. Branching -- Chapter 13. Discrete breathers -- Chapter 14. Quantum targeted transfer with machine learning -- Chapter 15. Learning quantum systems -- Chapter 16. Action potential propagation in the heart -- Chapter 17. Machine learning cardiology -- Chapter 18. Epidemiology with physics informed machine learning -- Chapter 19. Foundations -- Chapter 20. Computational complexity and the butterfly effect. 330 $aThis book serves as a comprehensive introduction to nonlinear complex systems through the application of machine learning methods. Artificial intelligence (AI) has affected the foundations of scientific discovery, and can therefore lend itself to developing a better understanding of the unpredictable nature of complex dynamical systems and to predict their future evolution. Utilizing Python code, this book teaches and applies machine learning to topics such as chaotic dynamics and time-series analysis, solitons, breathers, chimeras, nonlinear localization, biomolecular dynamics, and wave propagation in the heart. The consistent integration of methods and models allow for readers to develop a necessary intuition on how to handle complexity through AI. This textbook contains a wealth of expository material, code, and example problems to support and organize academic coursework, allowing the technical nature of these areas of study to become highly accessible. Requiring only a basic background in mathematics and coding in Python, this book is an essential text for a wide array of advanced undergraduate or graduate students in the applied sciences interested in complex systems through the lens of machine learning. 410 0$aUnderstanding Complex Systems,$x1860-0840 606 $aSystem theory 606 $aArtificial intelligence 606 $aQuantum theory 606 $aQuantum electrodynamics 606 $aBiophysics 606 $aEpidemiology 606 $aComplex Systems 606 $aArtificial Intelligence 606 $aQuantum Physics 606 $aQuantum Electrodynamics, Relativistic and Many-body Calculations 606 $aBiophysics 606 $aEpidemiology 606 $aTeoria de sistemes$2thub 606 $aIntel·ligència artificial$2thub 606 $aTeoria quàntica$2thub 606 $aElectrodinàmica quàntica$2thub 606 $aBiofísica$2thub 606 $aEpidemiologia$2thub 606 $aSistemes complexos$2thub 608 $aLlibres electrònics$2thub 615 0$aSystem theory. 615 0$aArtificial intelligence. 615 0$aQuantum theory. 615 0$aQuantum electrodynamics. 615 0$aBiophysics. 615 0$aEpidemiology. 615 14$aComplex Systems. 615 24$aArtificial Intelligence. 615 24$aQuantum Physics. 615 24$aQuantum Electrodynamics, Relativistic and Many-body Calculations. 615 24$aBiophysics. 615 24$aEpidemiology. 615 7$aTeoria de sistemes 615 7$aIntel·ligència artificial 615 7$aTeoria quàntica 615 7$aElectrodinàmica quàntica 615 7$aBiofísica 615 7$aEpidemiologia 615 7$aSistemes complexos 676 $a530.1 700 $aTsironis$b Giorgos$01797914 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910987692503321 996 $aArtificial Intelligence and Complex Dynamical Systems$94340441 997 $aUNINA