New Polynomial Classes for Logic-Based Abduction
نویسنده
چکیده
We address the problem of propositional logic-based abduction, i.e., the problem of searching for a best explanation for a given propositional observation according to a given propositional knowledge base. We give a general algorithm, based on the notion of projection; then we study restrictions over the representations of the knowledge base and of the query, and find new polynomial classes of abduction problems.
منابع مشابه
Logic-Based Abduction New Polynomial Classes for Logic-Based Abduction
We address the problem of propositional logic-based abduction, i.e., the problem of searching for a best explanation for a given propositional observation according to a given propositional knowledge base. We give a general algorithm, based on the notion of projection; then we study restrictions over the representations of the knowledge base and of the query, and find new polynomial classes of ...
متن کاملResearch Note: New Polynomial Classes for Logic-Based Abduction
We address the problem of propositional logic-based abduction, i.e., the problem ofsearching for a best explanation for a given propositional observation according to a givenpropositional knowledge base. We give a general algorithm, based on the notion of projec-tion; then we study restrictions over the representations of the knowledge base and of thequery, and find new poly...
متن کاملPropositional Abduction with Implicit Hitting Sets
Logic-based abduction finds important applications in artificial intelligence and related areas. One application example is in finding explanations for observed phenomena. Propositional abduction is a restriction of abduction to the propositional domain, and complexity-wise is in the second level of the polynomial hierarchy. Recent work has shown that exploiting implicit hitting sets and propos...
متن کاملThe Complexity of Abduction for Separated Heap Abstractions
Abduction, the problem of discovering hypotheses that support a conclusion, has mainly been studied in the context of philosophical logic and Artificial Intelligence. Recently, it was used in a compositional program analysis based on separation logic that discovers (partial) pre/post specifications for un-annotated code which approximates memory requirements. Although promising practical result...
متن کاملSemantics and Complexity of Abduction from Default Theories
Since logical knowledge representation is commonly based on nonclassical formalisms like default logic, autoepistemic logic, or circumscript ion, it is necessary to perform abductive reasoning f rom theories of nonclassical logics. In this paper, we investigate how abduction can be performed from theories in default logic. Different modes of abduction are plausible, based on credulous and skept...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- J. Artif. Intell. Res.
دوره 19 شماره
صفحات -
تاریخ انتشار 2003