Applied Mathematics: Data Compression, Spectral Methods, Fourier Analysis, Wavelets, And Applications (mathematics Textbooks For Science And Engineering)
by Charles K. Chui /
2013 / English / EPUB
12 MB Download
This textbook, apart from introducing the basic aspects of applied
mathematics, focuses on recent topics such as information data
manipulation, information coding, data approximation, data
dimensionality reduction, data compression, time-frequency and time
scale bases, image manipulation, and image noise removal. The
methods treated in more detail include spectral representation and
“frequency” of the data, providing valuable information for, e.g.
data compression and noise removal. Furthermore, a special emphasis
is also put on the concept of “wavelets” in connection with the
“multi-scale” structure of data-sets. The presentation of the book
is elementary and easily accessible, requiring only some knowledge
of elementary linear algebra and calculus. All important concepts
are illustrated with examples, and each section contains between 10
an 25 exercises. A teaching guide, depending on the level and
discipline of instructions is included for classroom teaching and
self-study.
This textbook, apart from introducing the basic aspects of applied
mathematics, focuses on recent topics such as information data
manipulation, information coding, data approximation, data
dimensionality reduction, data compression, time-frequency and time
scale bases, image manipulation, and image noise removal. The
methods treated in more detail include spectral representation and
“frequency” of the data, providing valuable information for, e.g.
data compression and noise removal. Furthermore, a special emphasis
is also put on the concept of “wavelets” in connection with the
“multi-scale” structure of data-sets. The presentation of the book
is elementary and easily accessible, requiring only some knowledge
of elementary linear algebra and calculus. All important concepts
are illustrated with examples, and each section contains between 10
an 25 exercises. A teaching guide, depending on the level and
discipline of instructions is included for classroom teaching and
self-study.