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Online Logistic Regression/Evidence
Method evidence record

Online Logistic Regression

Online Logistic Regression fits a logistic classifier one sample (or mini-batch) at a time via stochastic gradient descent, updating model weights as each observation arrives rather than waiting to see the full dataset. This makes it the standard choice for high-volume, streaming, or memory-constrained binary classification problems where batch training is infeasible.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Online Logistic Regression (Incremental Stochastic Gradient Descent)
Taxonomic method record · ml-model / machine-learning
  • Bottou, L. (2010). Large-Scale Machine Learning with Stochastic Gradient Descent. In Proceedings of COMPSTAT 2010, 177–186. Physica-Verlag. · URL
  • Shalev-Shwartz, S. (2012). Online Learning and Online Convex Optimization. Foundations and Trends in Machine Learning, 4(2), 107–194. · DOI 10.1561/2200000018
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Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

No curated claims yet

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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Taxonomic bucketLogistic regression (ML)machine-suggested · Relational suggestion, not evidence.Taxonomic bucketOnline Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketOnline Linear Regressionmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketRegularized Logistic Regressionmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Logistic Regressionmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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