Editing Social media comp chapter

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=== Current to-do list ===
=== Current to-do list ===


==== Data collection and preparation ====
* Email Alice with detailed outline
 
* Get articles about online communities as well?
* Get Scopus articles about "online communities" as well


==== Introduction ====
==== Introduction ====


* Revise once we have completed the sections and have a story to tell about our findings.
* Aaron will draft a hasty introduction in .tex file.
* Incorporate a bit more about how the chapter attempts to point people toward great resources and exemplary work applying computational techniques.


==== Data Collection and Descriptives (Jeremy) ====
==== Data Collection and Descriptives (Jeremy) ====
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** Papers per year
** Papers per year
* Finish writing up benefits/drawbacks section
* Finish writing up benefits/drawbacks section
* Incorporate mentions/citations of instructional texts/resources that interested readers can use.


==== Topic Models (Jeremy) ====
==== Topic Models (Jeremy) ====
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* Write benefits/limitations of approach
* Write benefits/limitations of approach


==== Citation Prediction (Aaron) ====
==== Prediction (Aaron) ====
 
* Incorporate links/citations to Statistical Learning book and related instructional resources.
* Prepare data for analysis
** Abstract text
*** Lowercase
*** Remove stop-words
*** Create uni-, bi-, tri- grams.
*** Determine minimum threshhold of phrase occurrence for inclusion across categories/subjects (e.g., Mitra & Gilbert say 50 in their dataset).
** Control measures
*** n.authors
*** publication year
*** publication type (conference? journal?)
*** agg prior citations for authors (sqrt? log?)
*** author affiliation (fixed effects? maybe just dummy for R1?)
*** venue (fixed effects)
*** subject area (fixed effects — various measures available)
*** affiliation countries
*** language


==== Citation Networks (Mako) ====
==== Citation Networks (Mako) ====


* Mako will complete detailed outline of his section in .tex file.
* Mako will complete detailed outline of his section in .tex file.
==== Conclusion ====
* Expand draft conclusion as we go. Revise upon completion.
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