regression

Papers

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Showing 9401–9424 of 9424 papers

Title	Date	Tasks	Status
Nonparametric regression and classification with joint sparsity constraints	Dec 1, 2008	Additive modelsClassification	—Unverified
Localized Sliced Inverse Regression	Dec 1, 2008	Dimensionality ReductionGeneral Classification	—Unverified
Efficient Sampling for Gaussian Process Inference using Control Variables	Dec 1, 2008	General Classificationregression	—Unverified
Estimating vector fields using sparse basis field expansions	Dec 1, 2008	EEGElectroencephalogram (EEG)	—Unverified
An Homotopy Algorithm for the Lasso with Online Observations	Dec 1, 2008	compressed sensingDenoising	—Unverified
Modeling human function learning with Gaussian processes	Dec 1, 2008	Gaussian Processesregression	—Unverified
Local Gaussian Process Regression for Real Time Online Model Learning	Dec 1, 2008	GPRPrediction	—Unverified
Sparse Convolved Gaussian Processes for Multi-output Regression	Dec 1, 2008	Gaussian Processesregression	—Unverified
A predictive estimator of finite population mean using nonparametric regression	Nov 20, 2008	regression	—Unverified
BART: Bayesian additive regression trees	Jun 19, 2008	Causal InferenceDrug Discovery	CodeCode Available
Bolasso: model consistent Lasso estimation through the bootstrap	Apr 8, 2008	modelModel Selection	CodeCode Available
Predicting Brain States from fMRI Data: Incremental Functional Principal Component Regression	Dec 1, 2007	Incremental Learningregression	—Unverified
Using Deep Belief Nets to Learn Covariance Kernels for Gaussian Processes	Dec 1, 2007	Gaussian ProcessesGeneral Classification	—Unverified
Online Linear Regression and Its Application to Model-Based Reinforcement Learning	Dec 1, 2007	Model-based Reinforcement Learningregression	—Unverified
A Risk Minimization Principle for a Class of Parzen Estimators	Dec 1, 2007	regression	—Unverified
Stability Bounds for Non-i.i.d. Processes	Dec 1, 2007	Generalization BoundsLearning Theory	—Unverified
Robust Regression with Twinned Gaussian Processes	Dec 1, 2007	Gaussian ProcessesModel Selection	—Unverified
Compressed Regression	Dec 1, 2007	regression	—Unverified
Sparse Gaussian processes using pseudo-inputs	Jun 1, 2005	Gaussian Processesregression	—Unverified
Semi-Supervised Regression with Co-Training	Jun 1, 2005	BIG-bench Machine Learningregression	CodeCode Available
Intrusion Detection Systems Using Adaptive Regression Splines	May 5, 2004	Intrusion Detectionregression	—Unverified
Modelling Association Football Scores and Inefficiencies in the Football Betting Market	Jan 1, 1997	Game of Footballregression	CodeCode Available
Active Learning with Statistical Models	Mar 1, 1996	Active Learningregression	—Unverified
Longitudinal data analysis using generalized linear models	Apr 1, 1986	Causal InferenceParameter Prediction	—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