Methods › General › Generalized Linear Models › Logistic Regression

Logistic Regression

1,886 papers tagged archive 2025-07-28

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

Logistic Regression, despite its name, is a linear model for classification rather than regression. Logistic regression is also known in the literature as logit regression, maximum-entropy classification (MaxEnt) or the log-linear classifier. In this model, the probabilities describing the possible outcomes of a single trial are modeled using a logistic function.

Source: scikit-learn

Image: Michaelg2015

Papers archive 2025-07-28

30 shown of 1,886, 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 599 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
regression577
BIG-bench Machine Learning170
Object Detection156
object-detection146
General Classification141
Classification111
feature selection83
Object78
Binary Classification70
Prediction62
Deep Learning54
Decision Making53
Sentiment Analysis48
Management44
Privacy Preserving42
Federated Learning39
Diagnostic38
Image Classification38
Transfer Learning36
Data Augmentation34

Usage over time archive 2025-07-28

Papers per year tagged with Logistic Regression: 2008 to 2025, peak 280 280 0 2008: 1 paper 2008 2009: 2 papers 2010: 3 papers 2010 2011: 4 papers 2012: 6 papers 2012 2013: 11 papers 2014: 17 papers 2014 2015: 22 papers 2016: 48 papers 2016 2017: 71 papers 2018: 105 papers 2018 2019: 161 papers 2020: 252 papers 2020 2021: 272 papers 2022: 230 papers 2022 2023: 257 papers 2024: 280 papers 2024 2025: 144 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (1,886 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

Generalized Linear Models

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