Abstract
We introduce the class cover problem, a variant of disk cover with forbidden regions, with applications to classification and facility location problems. We prove similar hardness results to disk cover. We then present a polynomial-time approximation algorithm for class cover that performs within a ln n+1 factor of optimal, which is nearly tight under standard hardness assumptions. In the special case that the points lie in a d-dimensional space with Euclidean norm, for some fixed constant d, we obtain a polynomial time approximation scheme.
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References
S. Arora and C. Lund, Hardness of approximations, in: Approximation Algorithms for NP-Hard Problems, ed. D.S. Hochbaum (PWS Publishing Company, 1997).
P.S. Bradley, U.M. Fayyad and O.L. Mangasarian, Mathematical programming for data mining: Formulatons and challenges, Technical Report (January 1998).
H. Bronnimann and M. Goodrich, Almost optimal set covers in finite VC-dimension, Discrete Comput. Geom. 14 (1995) 463–479.
A.H. Cannon, L.J. Cowen and C.E. Priebe, Approximate distance classification, in: Computer Science and Statistics, Proceedings of the 30th Symposium on the Interface (1998).
T.H. Cormen, C.E. Leiserson and R.L. Rivest, Introduction to Algorithms (McGraw-Hill, 1990).
L.J. Cowen and C.E. Priebe, Randomized non-linear projectons uncover high-dimensional structure, Advances in Applied Mathematics 19 (1997) 319–331.
D.S. Hochbaum and W. Maass, Approximation schemes for covering and packing problems in image processing and VLSI, Journal of the ACM 32 (1985) 130–136.
N. Linial, E. London and Y. Rabinovich, The geometry of graphs and some of its algorithmic applications, Combinatorica 15 (1995) 215–245.
C. Lund and M. Yannakakis, On the hardness of approximating minimization problems, J. ACM 41(5) (1996) 960–981.
C.H. Papadimitriou and M. Yannakakis, Optimization, approximation, and complexity classes, Journal of Computer and System Sciences 43 (1991) 425–440.
L.J. Schulman, Clustering for edge-cost minimization, Electronic Colloquium on Computational Complexity (ECCC) 6(035) (1999).
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Cannon, A.H., Cowen, L.J. Approximation Algorithms for the Class Cover Problem. Annals of Mathematics and Artificial Intelligence 40, 215–223 (2004). https://doi.org/10.1023/B:AMAI.0000012867.03976.a5
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DOI: https://doi.org/10.1023/B:AMAI.0000012867.03976.a5