TY - JOUR
T1 - Generating all minimal integral solutions to AND-OR systems of monotone inequalities
T2 - Conjunctions are simpler than disjunctions
AU - Khachiyan, Leonid
AU - Boros, Endre
AU - Elbassioni, Khaled
AU - Gurvich, Vladimir
N1 - Funding Information:
The authors are grateful for the partial support by DIMACS, the National Science Foundation's Center for Discrete Mathematics and Theoretical Computer Science.
PY - 2008/6/6
Y1 - 2008/6/6
N2 - We consider monotone ∨, ∧-formulae φ of m atoms, each of which is a monotone inequality of the form fi (x) ≥ ti over the integers, where for i = 1, ..., m, fi : Zn {mapping} R is a given monotone function and ti is a given threshold. We show that if the ∨-degree of φ is bounded by a constant, then for linear, transversal and polymatroid monotone inequalities all minimal integer vectors satisfying φ can be generated in incremental quasi-polynomial time. In contrast, the enumeration problem for the disjunction of m inequalities is NP-hard when m is part of the input. We also discuss some applications of the above results in disjunctive programming, data mining, matroid and reliability theory.
AB - We consider monotone ∨, ∧-formulae φ of m atoms, each of which is a monotone inequality of the form fi (x) ≥ ti over the integers, where for i = 1, ..., m, fi : Zn {mapping} R is a given monotone function and ti is a given threshold. We show that if the ∨-degree of φ is bounded by a constant, then for linear, transversal and polymatroid monotone inequalities all minimal integer vectors satisfying φ can be generated in incremental quasi-polynomial time. In contrast, the enumeration problem for the disjunction of m inequalities is NP-hard when m is part of the input. We also discuss some applications of the above results in disjunctive programming, data mining, matroid and reliability theory.
KW - Dualization
KW - Generation algorithms
KW - Hypergraph transversals
KW - Linear inequalities
KW - Monotone systems of inequalities
KW - Polymatroid inequalities
KW - Transversal inequalities
UR - http://www.scopus.com/inward/record.url?scp=47549092148&partnerID=8YFLogxK
U2 - 10.1016/j.dam.2007.04.018
DO - 10.1016/j.dam.2007.04.018
M3 - Article
AN - SCOPUS:47549092148
SN - 0166-218X
VL - 156
SP - 2020
EP - 2034
JO - Discrete Applied Mathematics
JF - Discrete Applied Mathematics
IS - 11
ER -