The purpose of this study aims to construct a model and prove the influence of people who participate in sport tourism. The study bases on serious leisure, recreation specialization, participation reward, and sport tourism theory and evidenced research literatures. The questionnaires were given to participates, of ultralight aircraft in Taiwan. Moreover, mailing method is used in the study, and 71 effective questionnaires were collected. After descriptive statistics, correlation analysis, and multi-regression analysis testing, three results are shown: 1. On behavioral involvement, almost participation two years among the ultralight aircraft participates', each flying time was 30 minutes, a week average participation are eight times. 2. There are relationship between with serious leisure, recreation specialization, participation rewards, and sport tourism. 3. The powerful predict variable on sport tourism behavioral for ultralight aircraft participates' are serious leisure. Based on these findings, the study not only gives some suggestions for adventure or program managers, but also supports research orientation for future researchers.