Methods › General › Generalized Linear Models › Linear Regression
Linear Regression
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Linear Regression is a method for modelling a relationship between a dependent variable and independent variables. These models can be fit with numerous approaches. The most common is least squares, where we minimize the mean square error between the predicted values ŷ = Xβ̂ and actual values y: (y-Xβ)².
We can also define the problem in probabilistic terms as a generalized linear model (GLM) where the pdf is a Gaussian distribution, and then perform maximum likelihood estimation to estimate β̂.
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Papers archive 2025-07-28
30 shown of 1,657, 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.
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Wild Bootstrap Inference for Linear Regressions with Many Covariates 26 Jun 2025 · 0 repositories · arXiv:2506.20972
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The Persistent Effects of Peru's Mining MITA: Double Machine Learning Approach 23 Jun 2025 · 0 repositories · arXiv:2506.18947
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A Simplified Analysis of SGD for Linear Regression with Weight Averaging 18 Jun 2025 · 0 repositories · arXiv:2506.15535
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Enhancing eLoran Timing Accuracy via Machine Learning with Meteorological and Terrain Data 18 Jun 2025 · 0 repositories · arXiv:2506.15235
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Uniform Mean Estimation for Heavy-Tailed Distributions via Median-of-Means 17 Jun 2025 · 0 repositories · arXiv:2506.14673
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Optimizing Blood Transfusions and Predicting Shortages in Resource-Constrained Areas 14 Jun 2025 · 0 repositories · arXiv:2506.12647
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Statistical Machine Learning for Astronomy -- A Textbook 13 Jun 2025 · 1 repository · arXiv:2506.12230
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Heavy Lasso: sparse penalized regression under heavy-tailed noise via data-augmented soft-thresholding 9 Jun 2025 · 1 repository · arXiv:2506.07790
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Standard LSParameter Estimators Ensure Finite Convergence Time for Linear Regression Equations Under an Interval Excitation Assumption 9 Jun 2025 · 0 repositories · arXiv:2506.08211
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Differentially Private Sparse Linear Regression with Heavy-tailed Responses 7 Jun 2025 · 0 repositories · arXiv:2506.06861
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An Optimized Franz-Parisi Criterion and its Equivalence with SQ Lower Bounds 6 Jun 2025 · 0 repositories · arXiv:2506.06259
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Counterfactual reasoning: an analysis of in-context emergence 5 Jun 2025 · 1 repository · arXiv:2506.05188Syntology ran 5 of 16 samples · 11 unverified
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Meta-analysis of Life Cycle Assessments for Li-Ion Batteries Production Emissions 5 Jun 2025 · 0 repositories · arXiv:2506.05531
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Modern approaches to building effective interpretable models of the property market using machine learning 5 Jun 2025 · 0 repositories · arXiv:2506.15723
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Privacy Amplification Through Synthetic Data: Insights from Linear Regression 5 Jun 2025 · 0 repositories · arXiv:2506.05101
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Relational reasoning and inductive bias in transformers trained on a transitive inference task 4 Jun 2025 · 0 repositories · arXiv:2506.04289
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Visualizing and Controlling Cortical Responses Using Voxel-Weighted Activation Maximization 4 Jun 2025 · 1 repository · arXiv:2506.04379
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Replay Can Provably Increase Forgetting 4 Jun 2025 · 0 repositories · arXiv:2506.04377
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Retrieval-Augmented Generation as Noisy In-Context Learning: A Unified Theory and Risk Bounds 3 Jun 2025 · 0 repositories · arXiv:2506.03100
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An Empirical Analysis of Tiff's Impact on American Business Formation 1 Jun 2025 · 0 repositories · arXiv:2506.00999
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Linear regression with overparameterized linear neural networks: Tight upper and lower bounds for implicit ℓ¹-regularization 1 Jun 2025 · 0 repositories · arXiv:2506.01143
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Learning Aerodynamics for the Control of Flying Humanoid Robots 30 May 2025 · 0 repositories · arXiv:2506.00305
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The Gaussian Mixing Mechanism: Renyi Differential Privacy via Gaussian Sketches 30 May 2025 · 1 repository · arXiv:2505.24603
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Comparing the Moore-Penrose Pseudoinverse and Gradient Descent for Solving Linear Regression Problems: A Performance Analysis 29 May 2025 · 0 repositories · arXiv:2505.23552
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SlimLLM: Accurate Structured Pruning for Large Language Models 28 May 2025 · 0 repositories · arXiv:2505.22689
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Empirical 3D Channel Modeling for Cellular-Connected UAVs: A Triple-Layer Machine Learning Approach 26 May 2025 · 0 repositories · arXiv:2505.19478
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Better Rates for Private Linear Regression in the Proportional Regime via Aggressive Clipping 22 May 2025 · 0 repositories · arXiv:2505.16329
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Decoupling Representation and Learning in Genetic Programming: the LaSER Approach 22 May 2025 · 0 repositories · arXiv:2505.17309
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Diving into the Fusion of Monocular Priors for Generalized Stereo Matching 20 May 2025 · 1 repository · arXiv:2505.14414
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Out-of-Distribution Generalization of In-Context Learning: A Low-Dimensional Subspace Perspective 20 May 2025 · 0 repositories · arXiv:2505.14808
Tasks archive 2025-07-28
20 shown of 416 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections