Computer Science – Artificial Intelligence
Scientific paper
2011-08-16
Computer Science
Artificial Intelligence
57 pages, 17 figures, 4 tables. To appear in Theory and Practice of Logic Programming (TPLP)
Scientific paper
For some computational problems (e.g., product configuration, planning, diagnosis, query answering, phylogeny reconstruction) computing a set of similar/diverse solutions may be desirable for better decision-making. With this motivation, we studied several decision/optimization versions of this problem in the context of Answer Set Programming (ASP), analyzed their computational complexity, and introduced offline/online methods to compute similar/diverse solutions of such computational problems with respect to a given distance function. All these methods rely on the idea of computing solutions to a problem by means of finding the answer sets for an ASP program that describes the problem. The offline methods compute all solutions in advance using the ASP formulation of the problem with an ASP solver, like Clasp, and then identify similar/diverse solutions using clustering methods. The online methods compute similar/diverse solutions following one of the three approaches: by reformulating the ASP representation of the problem to compute similar/diverse solutions at once using an ASP solver; by computing similar/diverse solutions iteratively (one after other) using an ASP solver; by modifying the search algorithm of an ASP solver to compute similar/diverse solutions incrementally. We modified Clasp to implement the last online method and called it Clasp-NK. In the first two online methods, the given distance function is represented in ASP; in the last one it is implemented in C++. We showed the applicability and the effectiveness of these methods on reconstruction of similar/diverse phylogenies for Indo-European languages, and on several planning problems in Blocks World. We observed that in terms of computational efficiency the last online method outperforms the others; also it allows us to compute similar/diverse solutions when the distance function cannot be represented in ASP.
Eiter Thomas
Erdem Esra
Erdogan Halit
Fink Michael
No associations
LandOfFree
Finding Similar/Diverse Solutions in Answer Set Programming does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.
If you have personal experience with Finding Similar/Diverse Solutions in Answer Set Programming, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Finding Similar/Diverse Solutions in Answer Set Programming will most certainly appreciate the feedback.
Profile ID: LFWR-SCP-O-196205