| 遠藤 力人 | M, 2回目発表 | 数理情報学 | 池田 和司 | 加藤 博一 | 久保 孝富 | 日永田 智絵 | Li Yuzhe |
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title: Evaluation Metrics for Football Players Using Deep Reinforcement Learning
abstract: Football has a very long history and is one of the most popular sports in the world. It means Football has a large market. Clubs are keen to acquire and retain good players in order to achieve results, but there are many cases of overpriced players failing to perform well at all, and conversely, underpriced players playing very well. In recent years, data-based player evaluation has been attracting attention as a way of reducing such scouting errors and increasing good scouting. But football game consists of a large number of players playing in a wide variety of ways and this makes it very difficult to analyze. Therefore, some indicators have been developed to evaluate one type of play, such as set plays, passes and shots but they are limited just for some specific kinds of play. However, there is still room for development of indicators that evaluate all types of play in the same way. An approach using deep reinforcement learning is currently proposed as a new evaluation model in football. Reinforcement learning can be used to provide same evaluations for all actions during a match, and is thought to solve existing problem points. Therefore, I would like to implement published papers and discuss proposed improvements to the model. language of the presentation: Japanese | |||||||
| 和田 有里菜 | M, 2回目発表 | 数理情報学 | 池田 和司 | 加藤 博一 | 久保 孝富 | 日永田 智絵 | Li Yuzhe |
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title: Eye gaze analysis of experts midwives and novice midwives in assisted childbirth techniques
abstract: In recent years, the number of older births has been increasing due to later marriages, which in turn has led to an increase in high-risk births. Therefore, improvement of midwives' skills is essential for safe childbirth. In a previous research, we analyzed the actual behaviors of midwives and found that they did not follow the textbooks, which may be due to a gap between midwives' awareness and their actual behaviors. The purpose of this study is to objectively clarify the birth attendant skills of skilled midwives and apply them to teaching. We measured the gaze of skilled midwives and novice midwives at a practice site that simulates a simulated birth scene, and analyzed the differences, the skills of midwives are clarified. language of the presentation: Japanese | |||||||
| 溝口 和輝 | M, 2回目発表 | 数理情報学 | 池田 和司 | 松本 健一 | 久保 孝富 | 日永田 智絵 | Li Yuzhe |
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title: Construction of a Neural Network Model for Electrodermal Activity (EDA) in Response to Sound
abstract: The term "emotion" is not well defined and has been interpreted in various ways by different studies. In this study, we follow Damasio's definition of emotion as a physical response triggered by a stimulus, and emotion as a perception of that response. Humans have emotions in their daily lives, but robots do not. If we want to implement the same kind of emotions in robots as in humans, it is necessary to provide them with the same emotional mechanisms as humans. There is an idea that the mechanism by which humans perceive emotions is based on the classification in the brain of 1. core affect (mainly information from the body called internal reception), 2. memories stored in the brain, and 3. information from outside the body. It is considered necessary to implement these elements in order to construct a model to perceive emotions. Therefore, the goal of this study is to construct a model of emotional responses to external stimuli. language of the presentation: Japanese | |||||||
| 三上 真凜 | M, 2回目発表 | 数理情報学 | 池田 和司 | 松本 健一 | 久保 孝富 | 日永田 智絵 | Li Yuzhe |
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title: Plant sensing using leaf surface potential
abstract: Plants require light, water, temperature, humidity, carbon dioxide, and other conditions for survival. In plant factories, these conditions are controlled autonomously, but because they are managed collectively, they are not managed individually. In this study, we attempt to identify and provide an environment in which plants feel comfortable by measuring leaf surface potential. language of the presentation: Japanese | |||||||