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"Nonlinear dimensionality reduction by locally linear embedding," Roweis & Saul, Science, 2000
This paper introduced a new method of dimension reduction by manifolds. Under the assumption that a data point and its neighbors lie on a linear patch of some underlying manifold. Compared with previous methods, it needs not to compute pairwise distances. The steps is as follows:
1. for each data point x, find its k neighbors.
2. find reconstruct weights W_ij of neighbors of each point x_i by minimizing a cost function
3. compute the low-dimensional embedding vectors y_i best reconstructed by W_ij, minimizing the embedding cost function
After expending the equation, it is actually an eigenvalue problem. And the nonzero d eigenvectors provide a set of orthogonal coodinates to form the manifold.
There is an experiment of arranging words in a semantic space. The visualization shows that the LLE tends to seperate words with different meanings(ITALY vs. FIGURE) and colocate words with similar contexts(FIGURE vs. PAINTING) in the embedded coordinates. I think LLE is an very successful approach of feature reduction since its unsupervised and the assumption is relatively easy to understand. However, it still require a little bit more time to run this algorithm if k, #points, and dimensionality are all large.
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記得第五課落地後的debriefing, 她說your heading is REALLY BAD...and you altitude is REALLY BAD..
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