J Nathan Kutz: 2 books

Book cover of Data-Driven Modeling & Scientific Computation

Data-Driven Modeling & Scientific Computation

Methods for Complex Systems & Big Data

by J. Nathan Kutz
Language: English
Release Date: August 8, 2013

The burgeoning field of data analysis is expanding at an incredible pace due to the proliferation of data collection in almost every area of science. The enormous data sets now routinely encountered in the sciences provide an incentive to develop mathematical techniques and computational algorithms...
Book cover of Data-Driven Science and Engineering

Data-Driven Science and Engineering

Machine Learning, Dynamical Systems, and Control

by Steven L. Brunton, J. Nathan Kutz
Language: English
Release Date: February 28, 2019

Data-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...
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