Alpha-beta witness complexes
Attali D, Edelsbrunner H, Harer J, Mileyko Y. 2007. Alpha-beta witness complexes. WADS: International Workshop on Algrithms and Data Structures, LNCS, vol. 4619, 386–397.
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Conference Paper
| Published
Author
Attali, Dominique;
Edelsbrunner, HerbertISTA ;
Harer, John;
Mileyko, Yuriy
Series Title
LNCS
Abstract
Building on the work of Martinetz, Schulten and de Silva, Carlsson, we introduce a 2-parameter family of witness complexes and algorithms for constructing them. This family can be used to determine the gross topology of point cloud data in R-d or other metric spaces. The 2-parameter family is sensitive to differences in sampling density and thus amenable to detecting patterns within the data set. It also lends itself to theoretical analysis. For example, we can prove that in the limit, when the witnesses cover the entire domain, witness complexes in the family that share the first, scale parameter have the same homotopy type.
Publishing Year
Date Published
2007-08-21
Publisher
Springer
Acknowledgement
Research by the authors is partially supported by DARPA under grant HR0011-05-1-0007, by CNRS under grant PICS-3416 and by IST Program of the EU under Contract IST-2002-506766.
Volume
4619
Page
386 - 397
Conference
WADS: International Workshop on Algrithms and Data Structures
IST-REx-ID
Cite this
Attali D, Edelsbrunner H, Harer J, Mileyko Y. Alpha-beta witness complexes. In: Vol 4619. Springer; 2007:386-397. doi:10.1007/978-3-540-73951-7_34
Attali, D., Edelsbrunner, H., Harer, J., & Mileyko, Y. (2007). Alpha-beta witness complexes (Vol. 4619, pp. 386–397). Presented at the WADS: International Workshop on Algrithms and Data Structures, Springer. https://doi.org/10.1007/978-3-540-73951-7_34
Attali, Dominique, Herbert Edelsbrunner, John Harer, and Yuriy Mileyko. “Alpha-Beta Witness Complexes,” 4619:386–97. Springer, 2007. https://doi.org/10.1007/978-3-540-73951-7_34.
D. Attali, H. Edelsbrunner, J. Harer, and Y. Mileyko, “Alpha-beta witness complexes,” presented at the WADS: International Workshop on Algrithms and Data Structures, 2007, vol. 4619, pp. 386–397.
Attali D, Edelsbrunner H, Harer J, Mileyko Y. 2007. Alpha-beta witness complexes. WADS: International Workshop on Algrithms and Data Structures, LNCS, vol. 4619, 386–397.
Attali, Dominique, et al. Alpha-Beta Witness Complexes. Vol. 4619, Springer, 2007, pp. 386–97, doi:10.1007/978-3-540-73951-7_34.