Name
Title | ||
|---|---|---|
Experimental investigation of human adaptation to change in agent's strategy through a competitive two-player game |
Abstract | ||
|---|---|---|
We conducted an experimental investigation on human adaptation to change in an agent's strategy through a competitive two-player game. Modeling the process of human adaptation to agents is important for designing intelligent interface agents and adaptive user interfaces that learn a user's preferences and behavior strategy. However, few studies on human adaptation to such an agent have been done. We propose a human adaptation model for a two-player game. We prepared an on-line experimental system in which a participant and an agent play a repeated penny-matching game with a bonus round. We then conducted experiments in which different opponent agents (human or robot) change their strategy during the game. The experimental results indicated that, as expected, there is an adaptation phase when a human is confronted with a change in the opponent agent's strategy, and adaptation is faster when a human is competing with robot than with another human. |
Year | DOI | Venue |
|---|---|---|
2012 | 10.1145/2207676.2208682 | CHI |
Keywords | Field | DocType |
competitive two-player game,experimental investigation,two-player game,intelligent interface agent,human adaptation model,adaptation phase,human adaptation,behavior strategy,different opponent agent,repeated penny-matching game,opponent agent | Two-player game,Experimental system,Computer science,Intelligent interface,Intentional stance,Human–computer interaction,Artificial intelligence,User interface,Robot | Conference |
Citations | PageRank | References |
1 | 0.39 | 6 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Kazunori Terada | 1 | 73 | 17.42 |
| Seiji Yamada | 2 | 373 | 60.21 |
| Akira Ito | 3 | 1 | 0.39 |