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| Content Provider | ACM Digital Library |
|---|---|
| Author | Giesen, Joachim Wagner, Uli |
| Abstract | We introduce the adaptive neighborhood graph as a data structure for modeling a smooth manifold M embedded in some (potentially very high-dimensional) Euclidean space $R^{d}.$ We assume that M is known to us only through a finite sample P? M, as it is often the case in applications. The adaptive neighborhood graph is a geometric graph on P. Its complexity is at most $min[2^{O(k)}n,$ $n^{2}],$ where n=|P| and k=dim M, as opposed to the $n^{[d/2]}$ complexity of the Delaunay triangulation, which is often used to model manifolds. We show that we can provably correctly infer the connectivity of M and the dimension of M from the adaptive neighborhood graph provided a certain standard sampling condition is fulfilled. The running time of the dimension detection algorithm is $d2^{O(k^{7}log$ k) for each connected component of M. If the dimension is considered constant, this is a constant-time operation, and the adaptive neighborhood graph is of linear size. Moreover, the exponential dependence of the constants is only on theintrinsic dimension k, not on the ambient dimension d. This is of particular interest if the co-dimension is high, i.e., if k is much smaller than d, as is the case in many applications. The adaptive neighborhood graph also allows us to approximate the geodesic distances between the points in P. |
| Starting Page | 329 |
| Ending Page | 337 |
| Page Count | 9 |
| File Format | |
| ISBN | 1581136633 |
| DOI | 10.1145/777792.777841 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2003-06-08 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Dimension detection Geodesic distance Manifold learning |
| Content Type | Text |
| Resource Type | Article |
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