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Feature Selection

1,602 papers tagged archive 2025-07-28

Introduced by Benyamin Ghojogh et al. in Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Feature selection, also known as variable selection, attribute selection or variable subset selection, is the process of selecting a subset of relevant features (variables, predictors) for use in model construction.

PaperSource

Papers archive 2025-07-28

30 shown of 1,602, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Tasks archive 2025-07-28

20 shown of 537 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
feature selection1,594
Classification117
Dimensionality Reduction98
regression91
BIG-bench Machine Learning82
General Classification82
Feature Importance75
Clustering59
Time Series56
Decision Making54
Prediction52
Feature Engineering42
Computational Efficiency41
Diagnostic39
Time Series Analysis38
Intrusion Detection36
Deep Learning33
Image Classification29
Binary Classification28
Recommendation Systems28

Usage over time archive 2025-07-28

Papers per year tagged with Feature Selection: 2014 to 2025, peak 332 332 0 2014: 1 paper 2014 2015: 0 papers 2015 2016: 0 papers 2016 2017: 0 papers 2017 2018: 0 papers 2018 2019: 119 papers 2019 2020: 266 papers 2020 2021: 236 papers 2021 2022: 232 papers 2022 2023: 262 papers 2023 2024: 332 papers 2024 2025: 154 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (1,602 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

AutoML

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