深網智慧與腦資訊學 (資工所 107-2) Deep Web Intelligence and Brain Informatics (FJU-CSIE-Spring 2018)

Class Time: Mon 6:40-9:20p     Location: SF648

Instructor: Dr. Hsing Mei              Office: SF625
Email: mei@csie.fju.edu.tw           Phone: 29053704
Office Hour: Mon 9a-Noon, Tue/Thur 1:40-4:30p, or by appointment

 

Grading:
  • Class Participation (i.e. SLS Post 4 x 6%): 24% + Bonus
  • Individual Project (Oral+Written): 40%
  • Midterm: 36%

 

References Book:
  • Olaf Sporns, Networks of the Brain, The MIT Press, 2010
  • Josh C. Bongard, How the Body Shapes the Way We Think: A New View of Intelligence, The MIT Press, 2006
  • Gerald M. Edelman, Wider Than the Sky: The Phenomenal Gift of Consciousness, Yale University Press, 2005
    蔡承志譯,大腦比天空更遼闊:揭開大腦產生意識的謎底, 商周出版, 2009年, ISBN:9789866369575
  • Edward O. Wilson, On Human Nature: Revised Edition, Harvard University Press, 2004
    鄭清榮譯, 論人性(1978版), 時報出版, 2002年, ISBN:9571329053
  • Toby Segaran, Programming Collective Intelligence: Building Smart Web 2.0 Applications, O'Reilly Media, Inc., 2007. http://kiwitobes.com/
  • Robert Hanneman and Mark Riddle. 2005., Introduction to Social Network Methods, free download from the Internet, http://www.faculty.ucr.edu/~hanneman/
  • Software: UCINET, Pajek (both are free from the Internet)
  • Bing Liu, Web Data Mining - Exploring Hyperlinks, Contents and Usage Data, Springer, 2006
  • John P. Scott, Social Network Analysis: A Handbook, Sage Publications Ltd, 2000
  • Data Mining the Web: Uncovering Patterns in Web Content, Structure, and Usage, by Markov and Larose, Wiley-Interscience, 2007
  • Mining the Web: Discovering Knowledge from Hypertext Data, by Charkrabarti, M.K., 2003
  • Data mining: Concepts and Techniques, 2nd Ed., by Han & Kamber, Morgan Kaufmann Publishers, 2005
  • Introduction to Data Mining, by Tan, Steinbach, Pearson/Addison Wesley, 2006

 

 

Bonus: Reading report for Bonus (Individual, Due before midterm exam)
  • 樺澤紫苑, 超神奇!腦內物質工作術:7種人人都有的效率潛能,幫你即效提升工作力, 麥田, 2011年, ISBN:9789861736983
  • Larry Squire and Eric Kandel, Memory: From mind to Molecules, Roberts and Company Publishers, 2008.
    洪蘭譯, 透視記憶, 遠流, 2001年, ISBN:9573244489
  • Elkhonon Goldberg, The Executive Brain: Frontal Lobes and the Civilized Mind, Roberts and Company Publishers, 2008.
    洪蘭譯, 大腦總指揮: 一位神經科學家的大腦之旅, 遠流, 2004年, ISBN:9573251698
  • Marco Iacoboni, Mirroring People: The New Science of How We Connect with Others, Oxford University Press; 2002.
    洪蘭譯, 天生愛學樣: 發現鏡像神經元, 遠流, 2009年, ISBN:9789573264941
讀完四本書之一 , 針對該書各1至2章, 或貫穿各章的1至2主題, 簡述內容, 並撰寫一篇心得, 報告至少1200字(含心得至少600字)

 

Note: 除非有不可抗拒的原因, 本課程

  1. 第一次上課遲到或未到,  未選課者請勿加選.  已選課者, 建議退選. 
  2. Lab與Project均必須依 Syllabus 的 Due Date 繳交或post, 不得延期.
  3. Quiz 及考試無補考.
  4. 放棄Grading配分中任一項 , 學期總成績以不及格計.
  5. 點名無補點, 若出席未及點名次數之1/2, 則期末考扣考, 學期總成績以不及格計.

 

共同筆記 2.0 “腦資訊學” Topics (9 Topics):
  1. 腦與神經系統
  2. 腦記憶
  3. 認知
  4. 腦網路
  5. 睡眠
  6. 腦機介面(BCI)
  7. Swarm/Collective Intelligence
  8. 腦模擬器
  9. 腦相關疾病

 

共同筆記 2.0 “深網智慧” Topics (7 Topics):
  1. 社交網路
  2. 推薦(Recommendation)
  3. Data Mining
  4. 分類(Classification)
  5. 發現叢集(Discovering Group, Clustering)
  6. Information Retrieval
  7. Feature Extraction

 

Lecture Topic and Schedule:
Date Course Content
2/26 Brain Informatics Introduction
3/05 Brain Anatomy and Function - I
3/12 Brain Anatomy and Function - II, SLS Post #1 (文章分享) Due
3/19 Brain Network
3/26 Social Network Analysis
4/02 FJU Off
4/09 Memory and the brain
4/16 Sleep and the brain
4/23 Midterm Exam
4/30 Project Proposal, Project Proposal Due​ on SLS
5/07 Brain Computer Interface (BCI): EEG and fMRI
5/14 Consciousness, Mining and Learning – I, SLS Post #3 ((文章分享) Due
5/21 Mining and Learning – II
5/28 Project Demo and Oral Presentation, Quiz 2
6/04 Project Demo and Oral Presentation
6/11 Project Demo and Oral Presentation
6/18 端午 Off
6/25 Written Project Due on SLS