Included Papers, venues and partial data for TSE

Citation Author(s):
Simin
Wang
Submitted by:
Simin Wang
Last updated:
Wed, 03/23/2022 - 21:28
DOI:
10.21227/xcg0-ad18
License:
Creative Commons Attribution
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Categories:
Machine Learning
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Abstract 

To improve the applicability and generalizability of ML/DL-related SE studies, we conducted a 12-year Systematic Literature Review (SLR) on 1,428 ML/DL-related SE papers published between 2009 and 2020. Our trend analysis demonstrated the impacts that ML/DL brought to SE. We examined the complexity of applying ML/DL solutions to SE problems and how such complexity led to issues concerning the reproducibility and replicability of ML/DL studies in SE.

Instructions: 

1. Paper_FinalList_2009-2020.csv contains the full list of included 1428 papers
2. Venue_Dictionary.csv contains the full list of included conference and journals (abbreviations and corresponding full names)
3. DataExtraction_Task_Technique_2009-2020.csv contains the extracted related SE tasks and specific employed ML/DL algorithms under each category for all 1428 papers
4. Task_DataPreprocessing.csv contains all 77 SE tasks and statistics about the different types of data preprocessing techniques for each SE task

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