TY - JOUR
T1 - Strong equivalence for LPMLN programs
AU - Lee, Joohyung
AU - Luo, Man
N1 - Funding Information:
Acknowledgements: We are grateful to the anonymous referees for their useful comments. This work was partially supported by the National Science Foundation under Grant IIS-1815337.
Publisher Copyright:
© Joohyung Lee and Man Luo
PY - 2019/9/19
Y1 - 2019/9/19
N2 - LPMLN is a probabilistic extension of answer set programs with the weight scheme adapted from Markov Logic. We study the concept of strong equivalence in LPMLN, which is a useful mathematical tool for simplifying a part of an LPMLN program without looking at the rest of it. We show that the verification of strong equivalence in LPMLN can be reduced to equivalence checking in classical logic via a reduct and choice rules as well as to equivalence checking under the “soft” logic of here-and-there. The result allows us to leverage an answer set solver for LPMLN strong equivalence checking. The study also suggests us a few reformulations of the LPMLN semantics using choice rules, the logic of here-and-there, and classical logic.
AB - LPMLN is a probabilistic extension of answer set programs with the weight scheme adapted from Markov Logic. We study the concept of strong equivalence in LPMLN, which is a useful mathematical tool for simplifying a part of an LPMLN program without looking at the rest of it. We show that the verification of strong equivalence in LPMLN can be reduced to equivalence checking in classical logic via a reduct and choice rules as well as to equivalence checking under the “soft” logic of here-and-there. The result allows us to leverage an answer set solver for LPMLN strong equivalence checking. The study also suggests us a few reformulations of the LPMLN semantics using choice rules, the logic of here-and-there, and classical logic.
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U2 - 10.4204/EPTCS.306.24
DO - 10.4204/EPTCS.306.24
M3 - Conference article
AN - SCOPUS:85074759180
SN - 2075-2180
VL - 306
SP - 196
EP - 209
JO - Electronic Proceedings in Theoretical Computer Science, EPTCS
JF - Electronic Proceedings in Theoretical Computer Science, EPTCS
T2 - 35th International Conference on Logic Programming (Technical Communications), ICLP 2019
Y2 - 20 September 2019 through 25 September 2019
ER -