Difference between revisions of "Wikipedia Edit Number Prediction based on Temporal Dynamics Only"
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== Overview == | == Overview == | ||
In this paper, authors describe approach to the [[Wikipedia]] Participation Challenge which aims to predict the number of edits a Wikipedia editor will make in the next 5 months. The best submission from team, "zeditor", achieved 41.7% improvement over WMF's baseline predictive model and the final rank of 3rd place among 96 teams. An interesting characteristic of approach is that only temporal dynamics [[features]] (i.e., how the number of edits changes in recent periods, etc.) are used in a self-supervised learning framework, which makes it easy to be generalised to other application domains. | In this paper, authors describe approach to the [[Wikipedia]] Participation Challenge which aims to predict the number of edits a Wikipedia editor will make in the next 5 months. The best submission from team, "zeditor", achieved 41.7% improvement over WMF's baseline predictive model and the final rank of 3rd place among 96 teams. An interesting characteristic of approach is that only temporal dynamics [[features]] (i.e., how the number of edits changes in recent periods, etc.) are used in a self-supervised learning framework, which makes it easy to be generalised to other application domains. | ||
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| + | == Embed == | ||
| + | === Wikipedia Quality === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Zhang, Dell. (2011). "[[Wikipedia Edit Number Prediction based on Temporal Dynamics Only]]". | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === English Wikipedia === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | {{cite journal |last1=Zhang |first1=Dell |title=Wikipedia Edit Number Prediction based on Temporal Dynamics Only |date=2011 |url=https://wikipediaquality.com/wiki/Wikipedia_Edit_Number_Prediction_based_on_Temporal_Dynamics_Only}} | ||
| + | </nowiki> | ||
| + | </code> | ||
| + | |||
| + | === HTML === | ||
| + | <code> | ||
| + | <nowiki> | ||
| + | Zhang, Dell. (2011). &quot;<a href="https://wikipediaquality.com/wiki/Wikipedia_Edit_Number_Prediction_based_on_Temporal_Dynamics_Only">Wikipedia Edit Number Prediction based on Temporal Dynamics Only</a>&quot;. | ||
| + | </nowiki> | ||
| + | </code> | ||
Revision as of 07:38, 1 July 2019
Authors | Dell Zhang |
|---|---|
Publication date | 2011 |
Links | Original Preprint |
Wikipedia Edit Number Prediction based on Temporal Dynamics Only - scientific work related to Wikipedia quality published in 2011, written by Dell Zhang.
Overview
In this paper, authors describe approach to the Wikipedia Participation Challenge which aims to predict the number of edits a Wikipedia editor will make in the next 5 months. The best submission from team, "zeditor", achieved 41.7% improvement over WMF's baseline predictive model and the final rank of 3rd place among 96 teams. An interesting characteristic of approach is that only temporal dynamics features (i.e., how the number of edits changes in recent periods, etc.) are used in a self-supervised learning framework, which makes it easy to be generalised to other application domains.
Embed
Wikipedia Quality
Zhang, Dell. (2011). "[[Wikipedia Edit Number Prediction based on Temporal Dynamics Only]]".
English Wikipedia
{{cite journal |last1=Zhang |first1=Dell |title=Wikipedia Edit Number Prediction based on Temporal Dynamics Only |date=2011 |url=https://wikipediaquality.com/wiki/Wikipedia_Edit_Number_Prediction_based_on_Temporal_Dynamics_Only}}
HTML
Zhang, Dell. (2011). "<a href="https://wikipediaquality.com/wiki/Wikipedia_Edit_Number_Prediction_based_on_Temporal_Dynamics_Only">Wikipedia Edit Number Prediction based on Temporal Dynamics Only</a>".
