TY - BOOK
T1 - Data Science Foundations
T2 - Geometry and Topology of Complex Hierarchic Systems and Big Data Analytics
AU - Murtagh, Fionn
PY - 2017/9/7
Y1 - 2017/9/7
N2 - "Data Science Foundations is most welcome and, indeed, a piece of literature that the field is very much in need of…quite different from most data analytics texts which largely ignore foundational concepts and simply present a cookbook of methods…a very useful text and I would certainly use it in my teaching."- Mark Girolami, Warwick UniversityData Science encompasses the traditional disciplines of mathematics, statistics, data analysis, machine learning, and pattern recognition. This book is designed to provide a new framework for Data Science, based on a solid foundation in mathematics and computational science. It is written in an accessible style, for readers who are engaged with the subject but not necessarily experts in all aspects. It includes a wide range of case studies from diverse fields, and seeks to inspire and motivate the reader with respect to data, associated information, and derived knowledge.
AB - "Data Science Foundations is most welcome and, indeed, a piece of literature that the field is very much in need of…quite different from most data analytics texts which largely ignore foundational concepts and simply present a cookbook of methods…a very useful text and I would certainly use it in my teaching."- Mark Girolami, Warwick UniversityData Science encompasses the traditional disciplines of mathematics, statistics, data analysis, machine learning, and pattern recognition. This book is designed to provide a new framework for Data Science, based on a solid foundation in mathematics and computational science. It is written in an accessible style, for readers who are engaged with the subject but not necessarily experts in all aspects. It includes a wide range of case studies from diverse fields, and seeks to inspire and motivate the reader with respect to data, associated information, and derived knowledge.
KW - Mathematics
KW - Statistics
KW - Data analysis
KW - Machine learning
KW - Pattern recognition
UR - https://www.crcpress.com/Data-Science-Foundations-Geometry-and-Topology-of-Complex-Hierarchic-Systems/Murtagh/p/book/9781498763936
M3 - Book
SN - 9781498763936
T3 - Computer Science & Data Analysis Series
BT - Data Science Foundations
PB - CRC Press
CY - Boca Raton, FL
ER -