Open Problems in Spectral Dimensionality Reduction

• Main Authors: Strange, Harry (Author), Zwiggelaar, Reyer (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2014.
• Series: SpringerBriefs in Computer Science,
• Subjects: Computer science.; Data structures (Computer science).; Algorithms.; Artificial intelligence.; Image processing.; Computer Science.; Artificial Intelligence (incl. Robotics).; Data Structures.; Algorithm Analysis and Problem Complexity.; Image Processing and Computer Vision.

The last few years have seen a great increase in the amount of data available to scientists. Datasets with millions of objects and hundreds, if not thousands of measurements are now commonplace in many disciplines. However, many of the computational techniques used to analyse this data cannot cope w...

Table of Contents:

• Introduction
• Spectral Dimensionality Reduction
• Modelling the Manifold
• Intrinsic Dimensionality
• Incorporating New Points
• Large Scale Data
• Postcript.