TY - GEN
T1 - A constant factor approximation algorithm for fault-tolerant k-Median
AU - Hajiaghayi, Mohammadtaghi
AU - Hu, Wei
AU - Li, Jian
AU - Li, Shi
AU - Saha, Barna
PY - 2014
Y1 - 2014
N2 - In this paper, we consider the fault-tolerant k-median problem and give the first constant factor approximation algorithm for it. In the fault-tolerant generalization of classical k-median problem, each client j needs to be assigned to at least rj > 1 distinct open facilities. The service cost of j is the sum of its distances to the rj facilities, and the k-median constraint restricts the number of open facilities to at most k. Previously, a constant factor was known only for the special case when all rj s are the same, and a logarithmic approximation ratio was known for the general case. In addition, we present the first polynomial time algorithm for the fault- Tolerant k-median problem on a path or a HST by showing that the corresponding LP always has an integral optimal so-lution. We also consider the fault-tolerant facility location problem, where the service cost of j can be a weighted sum of its distance to the rj facilities. We give a simple constant factor approximation algorithm, generalizing several previous results which only work for nonincreasing weight vectors.
AB - In this paper, we consider the fault-tolerant k-median problem and give the first constant factor approximation algorithm for it. In the fault-tolerant generalization of classical k-median problem, each client j needs to be assigned to at least rj > 1 distinct open facilities. The service cost of j is the sum of its distances to the rj facilities, and the k-median constraint restricts the number of open facilities to at most k. Previously, a constant factor was known only for the special case when all rj s are the same, and a logarithmic approximation ratio was known for the general case. In addition, we present the first polynomial time algorithm for the fault- Tolerant k-median problem on a path or a HST by showing that the corresponding LP always has an integral optimal so-lution. We also consider the fault-tolerant facility location problem, where the service cost of j can be a weighted sum of its distance to the rj facilities. We give a simple constant factor approximation algorithm, generalizing several previous results which only work for nonincreasing weight vectors.
UR - https://www.scopus.com/pages/publications/84902079853
U2 - 10.1137/1.9781611973402.1
DO - 10.1137/1.9781611973402.1
M3 - Conference contribution
SN - 9781611973389
T3 - Proceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms
SP - 1
EP - 12
BT - Proceedings of the 25th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2014
PB - Association for Computing Machinery
T2 - 25th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2014
Y2 - 5 January 2014 through 7 January 2014
ER -