Machine Learning Inference For High Dimensional Regression

May 27, 2026
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Machine Learning: Inference for High-Dimensional Regression
(ML 19.11) GP regression - model and inference
Why Linear regression for Machine Learning?
Rebecca Lewis - Inference in High-Dimensional Logistic Regression Models with Separated Data
Supervised learning: A deeper dive into machine learning for regression and classification problems
Econometric Inference for High Dimensional Predictive Regressions
High Dimensional Robust Sparse Regression
Yue Lu: "Spectral Methods for High Dimensional Inference"
CausalML Book Ch3: Predictive Inference with High-Dimensional Linear Regression
High-dimensional Regression and Dictionary Learning: Some Recent Advances for Tensor Data
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Machine Learning: Inference for High-Dimensional Regression

Machine Learning: Inference for High-Dimensional Regression

Read more details and related context about Machine Learning: Inference for High-Dimensional Regression.

(ML 19.11) GP regression - model and inference

(ML 19.11) GP regression - model and inference

Read more details and related context about (ML 19.11) GP regression - model and inference.

Why Linear regression for Machine Learning?

Why Linear regression for Machine Learning?

Read more details and related context about Why Linear regression for Machine Learning?.

Rebecca Lewis - Inference in High-Dimensional Logistic Regression Models with Separated Data

Rebecca Lewis - Inference in High-Dimensional Logistic Regression Models with Separated Data

Read more details and related context about Rebecca Lewis - Inference in High-Dimensional Logistic Regression Models with Separated Data.

Supervised learning: A deeper dive into machine learning for regression and classification problems

Supervised learning: A deeper dive into machine learning for regression and classification problems

Read more details and related context about Supervised learning: A deeper dive into machine learning for regression and classification problems.

Econometric Inference for High Dimensional Predictive Regressions

Econometric Inference for High Dimensional Predictive Regressions

Speaker: Zhentao Shi (CUHK) Guest Panellist: Andrii Babii (UNC)

High Dimensional Robust Sparse Regression

High Dimensional Robust Sparse Regression

Read more details and related context about High Dimensional Robust Sparse Regression.

Yue Lu: "Spectral Methods for High Dimensional Inference"

Yue Lu: "Spectral Methods for High Dimensional Inference"

Read more details and related context about Yue Lu: "Spectral Methods for High Dimensional Inference".

CausalML Book Ch3: Predictive Inference with High-Dimensional Linear Regression

CausalML Book Ch3: Predictive Inference with High-Dimensional Linear Regression

Read more details and related context about CausalML Book Ch3: Predictive Inference with High-Dimensional Linear Regression.

High-dimensional Regression and Dictionary Learning: Some Recent Advances for Tensor Data

High-dimensional Regression and Dictionary Learning: Some Recent Advances for Tensor Data

Read more details and related context about High-dimensional Regression and Dictionary Learning: Some Recent Advances for Tensor Data.