Exploiting SAT Technology for Axiom Pinpointing

نویسندگان

  • Norbert Manthey
  • Rafael Peñaloza
چکیده

Axiom pinpointing is the task of identifying the axioms that are responsible for a consequence. It is a fundamental step for tasks like ontology revision and context-based reasoning, among many others. One known approach is to reduce axiom pinpointing to an enumeration problem over a set of Horn clauses. We introduce the new SATPin system, which combines techniques from axiom pinpointing and minimal unsatisfiable subformula enumeration, and exploits the numerous optimizations developed for SAT solving in the last two decades. By adding a novel optimization method the runtime can improve by a factor up to 4300. Our experiments show that SATPin can find all the MinAs of large biomedical ontologies an order of magnitude faster than existing tools.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Efficient Axiom Pinpointing in EL using SAT Technology

We propose a novel approach to axiom pinpointing based on a reduction to the SAT task of minimal unsatisfiable subformula enumeration, allowing highly optimized algorithms and data structures developed for SAT solving in the last two decades to be used in this problem. Exploiting the specific properties of axiom pinpointing, we apply further optimizations resulting in considerable runtime impro...

متن کامل

Efficient MUS Enumeration of Horn Formulae with Applications to Axiom Pinpointing

The enumeration of minimal unsatisfiable subsets (MUSes) finds a growing number of practical applications, that includes a wide range of diagnosis problems. As a concrete example, the problem of axiom pinpointing in the EL family of description logics (DLs) can be modeled as the enumeration of the group-MUSes of Horn formulae. In turn, axiom pinpointing for the EL family of DLs finds important ...

متن کامل

Axiom Pinpointing in Lightweight Description Logics via Horn-SAT Encoding and Conflict Analysis

The recent quest for tractable logic-based languages arising from the eld of bio-medical ontologies has raised a lot of attention on lightweight (i.e. less expressive but tractable) description logics, like EL and its family. To this extent, automated reasoning techniques in these logics have been developed for computing not only concept subsumptions, but also to pinpoint the set of axioms caus...

متن کامل

Entailment-based Axiom Pinpointing in Debugging Incoherent Terminologies

One of the major problems of axiom pinpointing for incoherent terminologies is the precise positioning within the conflict axioms. In this paper we present a formal notion for the entailment-based axiom pinpointing of incoherent terminologies, where the parts of an axiom is defined by atomic entailment. Based on these concepts, we prove the one-to-many relationship between existing axiom pinpoi...

متن کامل

Using Tableaux and Automata for Pinpointing in EL

Axiom-pinpointing refers to the task of understanding the specific axioms that cause a consequence to follow from an ontology. The main problems related to axiom-pinpointing are the computation of minimal subontologies from which the consequence still follows (MinAs) or maximal subontologies not satisfying a property (MaNAs). Equivalently, one can try to compute a pinpointing formula, which is ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2015