シラバス参照
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シラバス参照
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| 講義概要/Course Information |
| 科目基礎情報/General Information |
| 授業科目名 /Course title (Japanese) |
Topics in Mechanical and Intelligent Systems Engineering Ⅱ（The human brain as intelligent machines）（学域） | ||
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| 英文授業科目名 /Course title (English) |
Topics in Mechanical and Intelligent Systems Engineering Ⅱ（The human brain as intelligent machines） | ||
| 科目番号 /Code |
INT003h INT003i INT003j | ||
| 開講年度 /Academic year |
2020年度 | 開講年次 /Year offered |
3/4 |
| 開講学期 /Semester(s) offered |
後学期 | 開講コース・課程 /Faculty offering the course |
情報理工学域 |
| 授業の方法 /Teaching method |
講義 | 単位数 /Credits |
2 |
| 科目区分 /Category |
専門科目 | ||
| 開講学科・専攻 /Cluster/Department |
Ⅱ類/Ⅲ類 | ||
| 担当教員名 /Lecturer(s) |
宮脇 陽一 | ||
| 居室 /Office |
東4-620 | ||
| 公開E-Mail |
yoichi.miyawaki@uec.ac.jp | ||
| 授業関連Webページ /Course website |
None | ||
| 更新日 /Last updated |
2020/03/17 21:54:19 | 更新状況 /Update status |
公開中 /now open to public |
| 講義情報/Course Description |
| 主題および 達成目標 /Topic and goals |
The human brain is considered as one of the most intelligent "machines." In this lecture, we explore how the human brain is receiving, processing, and producing signals that are used to sense, perceive, feel, and make actions. In particular, we will focus on the visual information processing systems in the human brain (the visual cortex) and learn how the visual cortex works from the basic viewpoints. We would also focus on methodological aspects of analysis of the human brain function, particularly on the topics of non-invasive signal acquisition of human brain activity using electroenchephalography (EEG), magnetoenchephalography (MEG), and functional magnetic resonance imaging (fMRI), together with computational analysis of these signals and computational modeling of neural signal processing. We might refer and ask students to read and introduce (in the form of presentation) the recent literature to achieve the goal. |
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| 前もって履修 しておくべき科目 /Prerequisites |
None |
| 前もって履修しておくこ とが望ましい科目 /Recommended prerequisites and preparation |
None |
| 教科書等 /Course textbooks and materials |
None, but the following textbook might help students to understand the topics: [1] Jeremy M. Wolfe, Keith R. Kluender, Dennis M. Levi, Linda M. Bartoshuk, Rachel S. Herz, Roberta L. Klatzky and Daniel M. Merfeld, "Sensation & Perception (5th edition)," Sinauer Associates (2017) [2] Peter Dayan and Laurence F. Abbott, "Theoretical Neuroscience: Computational and Mathematical Modeling of Neural Systems," The MIT Press (2005) [3] Scott A. Huettel, Allen W. Song, Gregory McCarthy, "Functional Magnetic Resonance Imaging," Sinauer Associates (2008) |
| 授業内容と その進め方 /Course outline and weekly schedule |
The following contents may vary depending on progress of students: [1] Introduction [2] Basics of our visual perception [3] Evaluation of our subjective sensation/perception (1): metrics [4] Evaluation of our subjective sensation/perception (2): psychophysical procedures [5] Exercise of psychophysical experiment (1): survey of visual illusions [6] Exercise of psychophysical experiment (2): introduction of Psychtoolbox and/or PsychoPy [7] Exercise of psychophysical experiment (3): performing test experiments [8] Student presentation of psychophysical experiment [9] Basics of the human brain [10] Basics of the visual cortex [11] Basics of neural signal acquisition: invasive method [12] Basics of neural signal acquisition: non-invasive method [13] Basics of neural information encoding and decoding [14] Overview of recent topics about visual information representation in the neural systems [15] Student presentation about recent topics in visual information representation in the neural systems |
| 実務経験を活かした 授業内容 (実務経験内容も含む) /Course content utilizing practical experience |
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| 授業時間外の学習 （予習・復習等） /Preparation and review outside class |
None, but maybe preferable to get used to computer programming using matlab and/or python |
| 成績評価方法 および評価基準 （最低達成基準を含む） /Evaluation and grading |
Report(s) will be requirements on the topics mentioned above. Presentation(s) will be evaluated if they are assigned in the course. |
| オフィスアワー： 授業相談 /Office hours |
14:40 - 16:10, every Thursday. An e-mail contact prior to your visit is preferable. |
| 学生へのメッセージ /Message for students |
Active contribution for the course will enhance your understanding. Explore the attractiveness of this field by yourself, too. |
| その他 /Others |
None |
| キーワード /Keyword(s) |
human brain, neural information processing, brain activity measurement, neuroscience, visual perception, visual illusion, computer graphics, visual psychophysics |