Name
Title | ||
|---|---|---|
One Dimensional Ring Type Growing Som With Asymmetric Neighborhood Function And Its Application To A Hand Shape Instruction Learning System |
Abstract | ||
|---|---|---|
An asymmetric neighborhood function was proposed by Aoki and Aoyagi to instead of symmetric neighborhood function in conventional Kohonen's self-organizing map (SOM) to avoid topological twist of the order of units during training process. Meanwhile, a one dimensional ring type growing SOM was proposed by Ohta and Saito to reduce the unnecessary increasing of units of conventional 2-D growing SOM. In this paper, we adopt the asymmetric neighborhood to a parameterless growing SOM (PL-G-SOM) proposed by Kuremoto et al. to construct a novel SOM: One dimensional ring type growing SOM using asymmetric neighborhood function (One-D-R-A-G-SOM). The proposed SOM is applied to instruction recognition and learning system with input of hand shapes for human-machine-interaction (HMI), especially for users of speech handicapped people. The effectiveness of the proposed method was confirmed by the experiments comparing with systems using conventional SOMs. |
Year | Venue | Keywords |
|---|---|---|
2014 | 2014 15TH IEEE/ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING (SNPD) | human-machine-interaction (HMI), self-organzing map (SOM), PL-G-SOM, reinforcement learning |
DocType | Citations | PageRank |
Conference | 0 | 0.34 |
References | Authors | |
7 | 5 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Takashi Kuremoto | 1 | 196 | 27.73 |
| Takuhiro Otani | 2 | 0 | 0.34 |
| Masanao Obayashi | 3 | 198 | 26.10 |
| Kunikazu Kobayashi | 4 | 173 | 21.96 |
| Shingo Mabu | 5 | 493 | 77.00 |