Week 2: Research Background
Class Recordings
In our shared Google folder, to access recordings and other shared files, sign in with your @swarthmore.edu account.
Announcements
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Lab 1 is due tomorrow 01/25 by 23:59 PM EST.
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Lab 2 will be available Wednesday 01/26, team assignment, find your co-author.
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All Meetings this week via Zoom, Lectures, labs, and office hours.
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Class participation, EdSTEM, Figma, and The six groups for lecture notes.
Week 2 Topics
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Literature Review
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ML + BCI example papers x 3
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Your Understanding of the field
Monday
Recap Notes last week
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Highlight the muse-read
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Hands-on in-class exercises
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Revisit class formats: Asynchronous, Remote, and in-person.
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Revisit Lab 1 requirements
What is Literature Review?
Review the history of research in this research area, Identify Research Gaps.
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Research Problems
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Research Design
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Research Analysis
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Research Data
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Research Write-Up
Let’s look at literature review paper examples.
How to Use Google scholar
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Search Keywords Selection
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Title
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Author
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Citation Number
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Citation Format
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Full-text Available?
more details on Google Scholar Help Page
Lotte_2018, EEG-based BCI
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Search the paper title 'A review of classification algorithms for EEG-based brain–computer interfaces'
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Full-text paper available online
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Cited by 974
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Related paper, Lotte 2007, cited by 2977
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Author, Fabien Lotte, cited by 11861
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Research Problems
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Research Methods
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Future work (unsolved research questions)
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Machine Learning details
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Brain-Computer Interfaces details
Wednesday
Craik_2019, Deep Learning
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Search the paper title 'Deep learning for electroencephalogram (EEG) classification tasks: a review'
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Full-text paper available online
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Cited by 434
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Author, Alexander Craik, cited by 449
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Co-Author, Jose L Contreras-Vidal, PhD,cited by 6398
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Research Problems
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Research Methods
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Future work (unsolved research questions)
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Deep Learning details
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Brain-Computer Interfaces details
Find Your Co-author
Please use the Google Sheet here: Student Pairs in, Labs → Co-authors
Take Lecture Notes, Group 2
Please review the group assignments: Letcture_notes_groups Group 2, please starts it, thanks.
Friday
Roy_2019, Deep Learning
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Search the paper title 'Deep learning-based electroencephalography analysis: a systematic review'
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Full-text paper available online
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Cited by 415
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Author, Yannick Roy, cited by 425
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Research Methods
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Future work (unsolved research questions)
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Deep Learning details
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Brain-Computer Interfaces details