regression

Papers

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Showing 9301–9325 of 9424 papers

Title	Date	Tasks	Status
Fixed-Form Variational Posterior Approximation through Stochastic Linear Regression	Jun 28, 2012	Formregression	CodeCode Available
A Simple Algorithm for Semi-supervised Learning with Improved Generalization Error Bound	Jun 27, 2012	regression	—Unverified
Improved Information Gain Estimates for Decision Tree Induction	Jun 18, 2012	ClassificationGeneral Classification	—Unverified
Orthogonal Matching Pursuit with Noisy and Missing Data: Low and High Dimensional Results	Jun 5, 2012	regression	—Unverified
Tuning as Linear Regression	Jun 1, 2012	Machine Translationregression	—Unverified
Regression with Phrase Indicators for Estimating MT Quality	Jun 1, 2012	Machine Translationregression	—Unverified
A Generalized Kernel Approach to Structured Output Learning	May 10, 2012	regression	—Unverified
On Power-law Kernels, corresponding Reproducing Kernel Hilbert Space and Applications	Apr 9, 2012	General Classificationregression	—Unverified
A Multi-objective Exploratory Procedure for Regression Model Selection	Mar 28, 2012	Decision MakingModel Selection	—Unverified
Polynomial expansion of the binary classification function	Mar 26, 2012	Binary ClassificationClassification	CodeCode Available
Algorithms for Learning Kernels Based on Centered Alignment	Mar 2, 2012	General ClassificationGeneralization Bounds	—Unverified
Near-optimal Coresets For Least-Squares Regression	Feb 16, 2012	regression	—Unverified
Lossy Compression via Sparse Linear Regression: Performance under Minimum-distance Encoding	Feb 3, 2012	regression	—Unverified
Kernels on Sample Sets via Nonparametric Divergence Estimates	Feb 1, 2012	Anomaly DetectionBIG-bench Machine Learning	—Unverified
Additive Gaussian Processes	Dec 19, 2011	Additive modelsGaussian Processes	CodeCode Available
Optimal learning rates for least squares SVMs using Gaussian kernels	Dec 1, 2011	regression	—Unverified
Continuous-Time Regression Models for Longitudinal Networks	Dec 1, 2011	regression	—Unverified
Sparse recovery by thresholded non-negative least squares	Dec 1, 2011	regression	—Unverified
Sparse Bayesian Multi-Task Learning	Dec 1, 2011	ClassificationGeneral Classification	—Unverified
k-NN Regression Adapts to Local Intrinsic Dimension	Dec 1, 2011	regression	—Unverified
Generalized Beta Mixtures of Gaussians	Dec 1, 2011	regression	—Unverified
Efficient Learning of Generalized Linear and Single Index Models with Isotonic Regression	Dec 1, 2011	regression	—Unverified
Semi-supervised Regression via Parallel Field Regularization	Dec 1, 2011	regression	—Unverified
Non-conjugate Variational Message Passing for Multinomial and Binary Regression	Dec 1, 2011	regression	—Unverified
High-dimensional regression with noisy and missing data: Provable guarantees with non-convexity	Dec 1, 2011	regression	—Unverified

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All datasets California Housing Prices Concrete Compressive Strength Medical Cost Personal Dataset Synthetic: y = x * sin x ADORE Car_Price_Prediction

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.79	—	Unverified
2	Baseline Regression	R2 Score	0.58	—	Unverified
3	Mimic / Surrogate	R2 Score	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.86	—	Unverified
2	Baseline Regression	R2 Score	0.59	—	Unverified
3	Mimic / Surrogate	R2 Score	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.87	—	Unverified
2	Baseline Regression	R2 Score	0.78	—	Unverified
3	Mimic / Surrogate	R2 Score	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Neural Network	R2 Score	0.98	—	Unverified
2	Baseline Regression	R2 Score	-0.01	—	Unverified
3	Mimic / Surrogate	R2 Score	-0.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	XGBoost-MACCS	micro-averaged RMSE	0.93	—	Unverified
2	RF-ToxPrint	chemical macro-average RMSE	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Linear and Decision Tree Regression	R Squared	86.84	—	Unverified