Elements of Dimensionality Reduction and Manifold Learning
Benyamin Ghojogh, Mark Crowley, Fakhri Karray, Ali Ghodsi
Abstract
This book presents a cohesive review of linear and nonlinear dimensionality reduction and manifold learning for students, researchers and professionals.
Topics & Concepts
Nonlinear dimensionality reductionDimensionality reductionManifold (fluid mechanics)Reduction (mathematics)Curse of dimensionalityManifold alignmentMathematicsArtificial intelligenceComputer scienceGeometryEngineeringMechanical engineeringNeural Networks and Applications