Introduction to Computational Neuroscience for Engineers - First Class on April 16, 2015
Example of a topic to be covered by the course
Example of a topic to be covered by the course
Course details「コースの詳細」
Course details「コースの詳細」
- Course number「科目番号」 01CH50
- Term: Spring AB「学期 春AB」
- Classroom「教室」3B302
- Hours: Thursdays, class period 4 「時限 木4」13:45 → 15:00
- Lecture language: English「言語 英語」
- The course is offered with The Computer Science English Program to foster a development of qualified researchers in the interdisciplinary computer sciences.
- Manaba registration key: 3155339
Lecturer「担当教員」
Lecturer「担当教員」
- Tomasz (Tomek) M. Rutkowski ● PhD トマシュ「トメク」ルトコフスキ ● 講師
Keywords「キーワード」
Keywords「キーワード」
- Brain-computer interface; brain style computing; computational neuroscience; brain-style intelligent systems.
- ブレインコンピュータインタフェース・ヒューマンコンピュータインタフ ェース。
Scope 「授業概要」
Scope 「授業概要」
- The lecture course introduces neurotechnology applications connecting directly our brains with machines.
- Computational neuroscience is an approach to understanding the development and function of our brains.
- The lecture course will introduce the computational neuroscience basics and the brain-computer interface (BCI) solutions will serve as examples of neurotechnology applications.
- Basic level of computational engineering mathematics and understanding of the technical English will be necessary to follow the content of the course.
Course content「授業内容」
Course content「授業内容」
- April 16, 2015: "Introduction to computational neuroscience and neurotechnology applications"
- Lecture notes' PDF (available only during the class period)
- April 23, 2015: "Computational neuroscience 101 and neurotechnology applications"
- Lecture notes' PDF (available only during the class period)
- April 30, 2015: "Understanding and modeling of brain cortical dynamics"
- Lecture notes' PDF (available only during the class period)
- May 7. 2015: "Invasive brain-machine interfaces (BMI) - good quality of brainwaves yet with possible medical complications"
- Lecture notes' PDF (available only during the class period)
- Video worth to watch
- May 14, 2015: "Non-invasive brain-computer interfaces (BCI) - lower brainwaves quality yet with fantastic and safe application possibilities"
- Lecture notes' PDF (available only during the class period)
- May 21, 2015: "Data-driven methods for BCI-related signal processing"
- Lecture notes' PDF (available only during the class period)
- Octave code and EEG data samples (available only during the class period)
- May 28, 2015: "Brain stimulation and brain-to-brain interfaces"
- Lecture notes' PDF (available only during the class period)
- Octave code and EEG data samples (available only during the class period)
- Videos worth to watch
- June 4, 2014: No class due to an international conference to be attended by the lecturer.
- June 11, 2015: "Assimilating brains and minds with technology"
- Lecture notes' PDF (available only during the class period)
- Video worth to watch
- June 18, 2015: "Sleeping brain"
- Lecture notes' PDF (available only during the class period)
- Video worth to watch
- June 25, 2015: "Future challenges and the lecture series summary"
- Lecture notes' PDF (available only during the class period)
- Online article "Why you should start a brain technology company" by Shahin Farshchi, IEEE Spectrum, April 2015
Readings and lecture notes 「教科書」
Readings and lecture notes 「教科書」
Software for assignments 「ソフトウェア」
Software for assignments 「ソフトウェア」
References 「参考書」
References 「参考書」
- Read the 2012 edition of Brain Facts as a PDF, EPUB or MOBI file, or listen to an audio recording (also available through iTunes U).
- Zander T. Did you know...? Brain Products, Version (Leaflet) V001/2012. Available from [link]
- Schiff SJ. Neural Control Engineering - The Emerging Intersection between Control Theory and Neuroscience. MIT Press; 2011. Available from: [book website] [GoogleBooks] [amazon.co.jp]
- Wolpaw J, Wolpaw EW, editors. Brain-Computer Interfaces: Principles and Practice. Oxford University Press; 2012. [book website] [GoogleBooks] [amazon.co.jp]
- Sornmo L, Laguna P. Bioelectrical Signal Processing in Cardiac and Neurological Applications. Elsevier Academic Press; 2005. [book website] [GoogleBooks] [amazon.co.jp]