- Nonlinear Dimensionality Reduction by Locally Linear Embedding
2000/12/22 by Sam T. Roweis, Lawrence K. Saul · 68 citations
Computer Science · Mathematics · #Face and Expression Recognition #Advanced Vision and Imaging #Image Retrieval and Classification Techniques #Dimensionality reduction #Nonlinear dimensionality reduction #Maxima and minima #Embedding #Cluster analysis #Isomap #Curse of dimensionality #Computer science #Reduction (mathematics) #Diffusion map #Visualization #Artificial intelligence #Pattern recognition (psychology) #Nonlinear system #Algorithm #Mathematics #Physics
- A Global Geometric Framework for Nonlinear Dimensionality Reduction
2000/12/22 by Joshua B. Tenenbaum, Vin de Silva, John Langford · 65 citations
Computer Science · Engineering · Mathematics · #Artificial intelligence #Blind Source Separation Techniques #Computer science #Curse of dimensionality #Degrees of freedom (physics and chemistry) #Diffusion map #Dimensionality reduction #Handwriting #Image and Signal Denoising Methods #Isomap #Machine learning #Mathematics #Metric (unit) #Multidimensional scaling #Nonlinear dimensionality reduction #Nonlinear system #Pattern recognition (psychology) #Physics #Principal component analysis #Reduction (mathematics) #Remote-Sensing Image Classification #Set (abstract data type)