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| === Current to-do list === | | === Current to-do list === |
| | | * <strike>Jeremy will cleanup outline in .tex file.</strike> |
| ==== Data collection and preparation ====
| | * Aaron will draft a hasty introduction in .tex file. |
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| * Get Scopus articles about "online communities" as well | |
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| ==== Introduction ====
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| * Revise once we have completed the sections and have a story to tell about our findings.
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| * Incorporate a bit more about how the chapter attempts to point people toward great resources and exemplary work applying computational techniques.
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| ==== Data Collection and Descriptives (Jeremy) ====
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| * Write code to produce descriptive statistics
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| ** Citation Counts
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| ** Top Journals
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| ** Top Countries
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| ** Papers per year
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| * Finish writing up benefits/drawbacks section
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| * Incorporate mentions/citations of instructional texts/resources that interested readers can use. | |
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| ==== Topic Models (Jeremy) ====
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| * Write code to produce:
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| ** Overall topic distribution
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| ** Topic distribution over time
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| ** Topic distribution in top journals?
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| * Write discussion of findings
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| * Write benefits/limitations of approach
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| ==== Citation Prediction (Aaron) ====
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| * Incorporate links/citations to Statistical Learning book and related instructional resources.
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| * Prepare data for analysis
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| ** Abstract text
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| *** Lowercase
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| *** Remove stop-words
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| *** Create uni-, bi-, tri- grams.
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| *** Determine minimum threshhold of phrase occurrence for inclusion across categories/subjects (e.g., Mitra & Gilbert say 50 in their dataset).
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| ** Control measures
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| *** n.authors
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| *** publication year
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| *** publication type (conference? journal?)
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| *** agg prior citations for authors (sqrt? log?)
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| *** author affiliation (fixed effects? maybe just dummy for R1?)
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| *** venue (fixed effects)
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| *** subject area (fixed effects — various measures available)
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| *** affiliation countries
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| *** language
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| ==== Citation Networks (Mako) ====
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| * Mako will complete detailed outline of his section in .tex file. | | * Mako will complete detailed outline of his section in .tex file. |
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| ==== Conclusion ====
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| * Expand draft conclusion as we go. Revise upon completion.
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