TY - GEN
T1 - Optimality of geometric local search
AU - Jartoux, Bruno
AU - Mustafa, Nabil H.
N1 - Publisher Copyright:
© Bruno Jartoux and Nabil H. Mustafa; licensed under Creative Commons License CC-BY 34th Symposium on Computational Geometry (SoCG 2018).
PY - 2018/6/1
Y1 - 2018/6/1
N2 - Up until a decade ago, the algorithmic status of several basic NP-complete problems in geometric combinatorial optimisation was unresolved. This included the existence of polynomial-time approximation schemes (PTASs) for hitting set, set cover, dominating set, independent set, and other problems for some basic geometric objects. These past nine years have seen the resolution of all these problems - interestingly, with the same algorithm: local search. In fact, it was shown that for many of these problems, local search with radius λ gives a (1 + O(λ-1/2))-approximation with running time nO(λ). Setting λ = Θ(ϵ-2) yields a PTAS with a running time of nO(ϵ2). On the other hand, hardness results suggest that there do not exist PTASs for these problems with running time poly(n) · f(ϵ) for any arbitrary f. Thus the main question left open in previous work is in improving the exponent of n to o(ϵ-2). We show that in fact the approximation guarantee of local search cannot be improved for any of these problems. The key ingredient, of independent interest, is a new lower bound on locally expanding planar graphs, which is then used to show the impossibility results. Our construction extends to other graph families with small separators.
AB - Up until a decade ago, the algorithmic status of several basic NP-complete problems in geometric combinatorial optimisation was unresolved. This included the existence of polynomial-time approximation schemes (PTASs) for hitting set, set cover, dominating set, independent set, and other problems for some basic geometric objects. These past nine years have seen the resolution of all these problems - interestingly, with the same algorithm: local search. In fact, it was shown that for many of these problems, local search with radius λ gives a (1 + O(λ-1/2))-approximation with running time nO(λ). Setting λ = Θ(ϵ-2) yields a PTAS with a running time of nO(ϵ2). On the other hand, hardness results suggest that there do not exist PTASs for these problems with running time poly(n) · f(ϵ) for any arbitrary f. Thus the main question left open in previous work is in improving the exponent of n to o(ϵ-2). We show that in fact the approximation guarantee of local search cannot be improved for any of these problems. The key ingredient, of independent interest, is a new lower bound on locally expanding planar graphs, which is then used to show the impossibility results. Our construction extends to other graph families with small separators.
KW - Expansion
KW - Hall's marriage theorem
KW - Local search
KW - Matchings
UR - http://www.scopus.com/inward/record.url?scp=85048985203&partnerID=8YFLogxK
U2 - 10.4230/LIPIcs.SoCG.2018.48
DO - 10.4230/LIPIcs.SoCG.2018.48
M3 - Conference contribution
AN - SCOPUS:85048985203
T3 - Leibniz International Proceedings in Informatics, LIPIcs
SP - 481
EP - 4815
BT - 34th International Symposium on Computational Geometry, SoCG 2018
A2 - Toth, Csaba D.
A2 - Speckmann, Bettina
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 34th International Symposium on Computational Geometry, SoCG 2018
Y2 - 11 June 2018 through 14 June 2018
ER -