Name
Abstract | ||
|---|---|---|
We consider fuzzy constraint problems where some of the preferences may be unspecified. This models, for example, settings where agents are distributed and have privacy issues, or where there is an ongoing preference elicitation process. In this context, we study how to find an optimal solution without having to wait for all the preferences. In particular, we define local search algorithms that interleave search and preference elicitation, with the goal to find a solution which is "necessarily optimal", that is, optimal no matter what the missing data are, while asking the user to reveal as few preferences as possible. While in the past this problem has been tackled with a branch & bound approach, which was guaranteed to find a solution with this property, we now want to see whether a local search approach can solve such problems optimally, or obtain a good quality solution, with fewer resources. At each step, our local search algorithm moves from the current solution to a new one, which differs in the value of a variable. The variable to reassign and its new value are chosen so to maximize the quality of the next solution. To compute this, we elicit some of the missing preferences in the neighbor solutions. Experimental results on randomly generated fuzzy CSPs with missing preferences show that our local search approach is promising, both in terms of percentage of elicited preferences and scaling properties. |
Year | Venue | Keywords |
|---|---|---|
2011 | ICAART 2011: PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1 | Local search, Preferences, Incompleteness, Elicitation |
Field | DocType | Citations |
Fuzzy constraint,Mathematical optimization,Preference elicitation,Computer science,Fuzzy logic,Artificial intelligence,Missing data,Local search (optimization),Scaling,Machine learning | Conference | 1 |
PageRank | References | Authors |
0.36 | 5 | 5 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Mirco Gelain | 1 | 72 | 5.37 |
| Maria Silvia Pini | 2 | 353 | 30.28 |
| Francesca Rossi | 3 | 2067 | 176.42 |
| Kristen Brent Venable | 4 | 351 | 37.00 |
| Toby Walsh | 5 | 4836 | 416.00 |