| 000 | 02513nam a2200373Ia 4500 | ||
|---|---|---|---|
| 001 | 2931 | ||
| 008 | 230305s2019 xx 000 0 und d | ||
| 020 | _a9781108422093 | ||
| 043 | _aen_UK | ||
| 041 | _aeng | ||
| 245 | 0 | _aData-driven science and engineering | |
| 250 | _a4th printing | ||
| 260 |
_a _bCambridge University Press, _c2019 |
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| 300 |
_axxii, 472 p. _bill. _c26 cm. |
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| 500 | _amachine learning, dynamical systems, and control | ||
| 505 |
_aPart I - Dimensionality Reduction and Transforms _r1 - Singular Value Decomposition (SVD)-- _r2 - Fourier and Wavelet Transforms-- _r3 - Sparsity and Compressed Sensing-- _r-- _rPart II - Machine Learning and Data Analysis-- _r4 - Regression and Model Selection-- _r5 - Clustering and Classification-- _r6 - Neural Networks and Deep Learning-- _r-- _rPart III - Dynamics and Control-- _r7 - Data-Driven Dynamical Systems-- _r8 - Linear Control Theory-- _r9 - Balanced Models for Control-- _r10 - Data-Driven Control-- _r-- _rPart IV - Reduced Order Models-- _r11 - Reduced Order Models (ROMs)-- _r12 - Interpolation for Parametric ROMs-- |
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| 520 | _aData-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art. | ||
| 590 | _bPreview available on Google Books. | ||
| 630 |
_aTA ENGINEERING (GENERAL) _912536 |
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| 650 |
_aEngineering _x data processing _912537 |
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| 650 |
_aMathematical analysis _912538 |
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| 650 |
_aMachine learning _91129 |
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| 650 |
_aDynamical systems _912539 |
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| 700 |
_aKutz, J. Nathan _eAuthor _912540 |
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| 700 |
_aBrunton, Steven L. _eAuthor |
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| 856 | _uhttps://books.google.es/books?id=jkSIDwAAQBAJ&lpg=PR4&dq=9781108422093&hl=es&pg=PP1#v=onepage&q&f=false | ||
| 902 | _a1496 | ||
| 905 | _am | ||
| 911 | _ahttps://biblioteca.tbs-education.es/portadas/9781108422093.jpg | ||
| 912 | _a2019-01-01 | ||
| 942 | _a1 | ||
| 953 | _d2021-02-19 15:28:13 | ||
| 999 |
_c2791 _d2791 |
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