TY - GEN
T1 - On the hardness of set disjointness and set intersection with bounded universe
AU - Goldstein, Isaac
AU - Lewenstein, Moshe
AU - Porat, Ely
N1 - Publisher Copyright: © Isaac Goldstein, Moshe Lewenstein, and Ely Porat; licensed under Creative Commons License CC-BY
PY - 2019/12
Y1 - 2019/12
N2 - In the SetDisjointness problem, a collection of m sets S1,S2,...,Sm from some universe U is preprocessed in order to answer queries on the emptiness of the intersection of some two query sets from the collection. In the SetIntersection variant, all the elements in the intersection of the query sets are required to be reported. These are two fundamental problems that were considered in several papers from both the upper bound and lower bound perspective. Several conditional lower bounds for these problems were proven for the tradeoff between preprocessing and query time or the tradeoff between space and query time. Moreover, there are several unconditional hardness results for these problems in some specific computational models. The fundamental nature of the SetDisjointness and SetIntersection problems makes them useful for proving the conditional hardness of other problems from various areas. However, the universe of the elements in the sets may be very large, which may cause the reduction to some other problems to be inefficient and therefore it is not useful for proving their conditional hardness. In this paper, we prove the conditional hardness of SetDisjointness and SetIntersection with bounded universe. This conditional hardness is shown for both the interplay between preprocessing and query time and the interplay between space and query time. Moreover, we present several applications of these new conditional lower bounds. These applications demonstrates the strength of our new conditional lower bounds as they exploit the limited universe size. We believe that this new framework of conditional lower bounds with bounded universe can be useful for further significant applications.
AB - In the SetDisjointness problem, a collection of m sets S1,S2,...,Sm from some universe U is preprocessed in order to answer queries on the emptiness of the intersection of some two query sets from the collection. In the SetIntersection variant, all the elements in the intersection of the query sets are required to be reported. These are two fundamental problems that were considered in several papers from both the upper bound and lower bound perspective. Several conditional lower bounds for these problems were proven for the tradeoff between preprocessing and query time or the tradeoff between space and query time. Moreover, there are several unconditional hardness results for these problems in some specific computational models. The fundamental nature of the SetDisjointness and SetIntersection problems makes them useful for proving the conditional hardness of other problems from various areas. However, the universe of the elements in the sets may be very large, which may cause the reduction to some other problems to be inefficient and therefore it is not useful for proving their conditional hardness. In this paper, we prove the conditional hardness of SetDisjointness and SetIntersection with bounded universe. This conditional hardness is shown for both the interplay between preprocessing and query time and the interplay between space and query time. Moreover, we present several applications of these new conditional lower bounds. These applications demonstrates the strength of our new conditional lower bounds as they exploit the limited universe size. We believe that this new framework of conditional lower bounds with bounded universe can be useful for further significant applications.
KW - 3SUM
KW - Conditional lower bounds
KW - Set disjointness
KW - Set intersection
KW - Space-time tradeoff
UR - https://www.scopus.com/pages/publications/85076367931
U2 - 10.4230/LIPIcs.ISAAC.2019.7
DO - 10.4230/LIPIcs.ISAAC.2019.7
M3 - Conference contribution
T3 - Leibniz International Proceedings in Informatics, LIPIcs
BT - 30th International Symposium on Algorithms and Computation, ISAAC 2019
A2 - Lu, Pinyan
A2 - Zhang, Guochuan
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 30th International Symposium on Algorithms and Computation, ISAAC 2019
Y2 - 8 December 2019 through 11 December 2019
ER -