Modern Dimension Reduction

ISBN-13: 9781108986892 / Angielski / Miękka / 2021 / 75 str.

Philip D. Waggoner

Opis

In the big data age, this Element offers many modern methods and opensource code for learning from high dimensional data.

Spis treści

1. Introduction; 2. A Classic Approach to Dimension Reduction; 3. Locally Linear Embedding; 4. Nonlinear Dimension Reduction for Visualization; 5. Neural Network-Based Approaches; 6. Final Thoughts on Dimension Reduction.