| Presentation | 2007-10-25 Time Series Data Mining and Behavioral Recognition for Computer Games Player Modeling and Adaptation(Internationa Session 2) Chee-Onn Wong, Jongin Kim, Jongyeol Yang, Keechul Jung, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a method of modeling computer game player with behavioral analysis and adaptation using time series data mining concept. We capture player's behavior through collecting significant parameters while player is playing the game and cluster the data using Self Organizing Map (SOM) with dimension reduction. Classification is performed offline with overall mean as indicator to label the categories by heuristic deduction. In our experiment with a shooting game, we have demonstrated the clustering process and selected two sample player's trend and explain here in our analysis. Our motivation is to create a personalization for player and improves gaming experience based on behavioral recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Player Modeling / Behavior Recognition / Time Series Data Mining / SOM Clustering |
| Paper # | PRMU2007-101 |
| Date of Issue |
| Conference Information | |
| Committee | PRMU |
|---|---|
| Conference Date | 2007/10/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
|---|---|
| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Time Series Data Mining and Behavioral Recognition for Computer Games Player Modeling and Adaptation(Internationa Session 2) |
| Sub Title (in English) | |
| Keyword(1) | Player Modeling |
| Keyword(2) | Behavior Recognition |
| Keyword(3) | Time Series Data Mining |
| Keyword(4) | SOM Clustering |
| 1st Author's Name | Chee-Onn Wong |
| 1st Author's Affiliation | Human-Centered Interface (HCI) Laboratory, Department of Media, Soongsil University() |
| 2nd Author's Name | Jongin Kim |
| 2nd Author's Affiliation | Human-Centered Interface (HCI) Laboratory, Department of Media, Soongsil University |
| 3rd Author's Name | Jongyeol Yang |
| 3rd Author's Affiliation | Human-Centered Interface (HCI) Laboratory, Department of Media, Soongsil University |
| 4th Author's Name | Keechul Jung |
| 4th Author's Affiliation | Human-Centered Interface (HCI) Laboratory, Department of Media, Soongsil University |
| Date | 2007-10-25 |
| Paper # | PRMU2007-101 |
| Volume (vol) | vol.107 |
| Number (no) | 281 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |