Density Estimation

The goal of Density Estimation is to give an accurate description of the underlying probabilistic density distribution of an observable data set with unknown density.

Source: Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1301–1325 of 1394 papers

Title	Date	Tasks	Status
MixEst: An Estimation Toolbox for Mixture Models	Jul 22, 2015	ClusteringDensity Estimation	CodeCode Available
Unsupervised Decision Forest for Data Clustering and Density Estimation	Jul 15, 2015	ClusteringDensity Estimation	—Unverified
Fast rates in statistical and online learning	Jul 9, 2015	Density EstimationLearning Theory	—Unverified
Statistical Inference using the Morse-Smale Complex	Jun 29, 2015	ClusteringDensity Estimation	CodeCode Available
Manifold Optimization for Gaussian Mixture Models	Jun 25, 2015	Density Estimationparameter estimation	—Unverified
Learning Deep Generative Models with Doubly Stochastic MCMC	Jun 15, 2015	Bayesian InferenceDensity Estimation	—Unverified
Non-parametric Revenue Optimization for Generalized Second Price Auctions	Jun 8, 2015	Density Estimation	—Unverified
Sample-Optimal Density Estimation in Nearly-Linear Time	Jun 1, 2015	Density Estimation	—Unverified
A Novel Locally Linear KNN Model for Visual Recognition	Jun 1, 2015	Action RecognitionDensity Estimation	—Unverified
UniHIST: A Unified Framework for Image Restoration With Marginal Histogram Constraints	Jun 1, 2015	DenoisingDensity Estimation	—Unverified
Normalizing Kernels in the Billera-Holmes-Vogtmann Treespace	May 30, 2015	Density Estimation	—Unverified
Fast optimization of Multithreshold Entropy Linear Classifier	Apr 18, 2015	Density Estimation	—Unverified
Point Localization and Density Estimation from Ordinal kNN graphs using Synchronization	Apr 3, 2015	Density Estimation	—Unverified
The Gram-Charlier A Series based Extended Rule-of-Thumb for Bandwidth Selection in Univariate and Multivariate Kernel Density Estimations	Apr 3, 2015	Density Estimation	—Unverified
Generalized Categorization Axioms	Mar 31, 2015	BIG-bench Machine LearningClustering	—Unverified
Nonparametric Estimation of Band-limited Probability Density Functions	Mar 20, 2015	Density Estimation	—Unverified
Active Function Cross-Entropy Clustering	Feb 6, 2015	ClusteringDensity Estimation	—Unverified
A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines	Feb 5, 2015	Density EstimationDimensionality Reduction	—Unverified
Plug-and-play dual-tree algorithm runtime analysis	Jan 21, 2015	Density Estimation	—Unverified
Microscopic Advances with Large-Scale Learning: Stochastic Optimization for Cryo-EM	Jan 19, 2015	Density EstimationStochastic Optimization	—Unverified
Approximating Hierarchical MV-sets for Hierarchical Clustering	Dec 1, 2014	ClusteringDensity Estimation	—Unverified
Optimal rates for k-NN density and mode estimation	Dec 1, 2014	Density Estimation	—Unverified
The Infinite Mixture of Infinite Gaussian Mixtures	Dec 1, 2014	ClusteringDensity Estimation	CodeCode Available
Sensory Integration and Density Estimation	Dec 1, 2014	Density Estimation	—Unverified
Factoring Variations in Natural Images with Deep Gaussian Mixture Models	Dec 1, 2014	Density EstimationImage Generation	—Unverified

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All datasets CIFAR-10 MNIST UCI POWER BSDS300 ImageNet 32x32 UCI GAS UCI HEPMASS UCI MINIBOONE OMNIGLOT Caltech-101 Freyfaces CelebA-HQ 256x256

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood (nats)	3,049	—	Unverified
2	DDPM	NLL (bits/dim)	3.69	—	Unverified
3	MRCNF	NLL (bits/dim)	3.54	—	Unverified
4	FFJORD	NLL (bits/dim)	3.4	—	Unverified
5	RNODE	NLL (bits/dim)	3.38	—	Unverified
6	Pixel CNN	NLL (bits/dim)	3.03	—	Unverified
7	score SDE	NLL (bits/dim)	2.99	—	Unverified
8	Flow matching	NLL (bits/dim)	2.99	—	Unverified
9	Pixel CNN ++	NLL (bits/dim)	2.92	—	Unverified
10	Image Transformer	NLL (bits/dim)	2.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVP-VAE	NLL	77.1	—	Unverified
2	PaddingFlow	MMD-L2	11	—	Unverified
3	FFJORD	NLL (bits/dim)	0.99	—	Unverified
4	RNODE	NLL (bits/dim)	0.97	—	Unverified
5	Identity	NLL (bits/dim)	0.13	—	Unverified
6	MADE MoG	Log-likelihood (nats)	-1,038.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	nMDMA	Log-likelihood	1.78	—	Unverified
2	DDE	Log-likelihood	0.97	—	Unverified
3	B-NAF	Log-likelihood	0.61	—	Unverified
4	FFJORD	Log-likelihood	0.46	—	Unverified
5	MADE MoG	Log-likelihood	0.4	—	Unverified
6	PaddingFlow	CD	0.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAN	Log-likelihood	159.8	—	Unverified
2	FFJORD	Log-likelihood	157.4	—	Unverified
3	B-NAF	Log-likelihood	157.36	—	Unverified
4	MADE MoG	Log-likelihood	153.71	—	Unverified
5	PaddingFlow	CD	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Glow	NLL (bits/dim)	4.09	—	Unverified
2	Image Transformer	NLL (bits/dim)	3.77	—	Unverified
3	VDM	NLL (bits/dim)	3.72	—	Unverified
4	i-DODE	NLL (bits/dim)	3.69	—	Unverified
5	MuLAN	NLL (bits/dim)	3.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	B-NAF	Log-likelihood	12.06	—	Unverified
2	DDE	Log-likelihood	9.73	—	Unverified
3	FFJORD	Log-likelihood	8.59	—	Unverified
4	MADE MoG	Log-likelihood	8.47	—	Unverified
5	PaddingFlow	CD	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	13.8	—	Unverified
2	DDE	Log-likelihood	-11.3	—	Unverified
3	B-NAF	Log-likelihood	-14.71	—	Unverified
4	FFJORD	Log-likelihood	-14.92	—	Unverified
5	MADE MoG	Log-likelihood	-15.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	24.5	—	Unverified
2	DDE	Log-likelihood	-6.94	—	Unverified
3	B-NAF	Log-likelihood	-8.95	—	Unverified
4	FFJORD	Log-likelihood	-10.43	—	Unverified
5	MADE MoG	Log-likelihood	-12.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	98.33	—	Unverified
2	B-NAF	Negative ELBO	94.83	—	Unverified
3	DVp-VAE	NLL	89.07	—	Unverified
4	PaddingFlow	MMD-L2	20.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	104.03	—	Unverified
2	B-NAF	Negative ELBO	94.91	—	Unverified
3	PaddingFlow	MMD-L2	17.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	4.39	—	Unverified
2	B-NAF	Negative ELBO	4.33	—	Unverified
3	PaddingFlow	MMD-L2	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	1.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood	5,872	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	3.83	—	Unverified