Previous article Next article Non-Parametric Estimation of a Multivariate Probability DensityV. A. EpanechnikovV. A. Epanechnikovhttps://doi.org/10.1137/1114019PDFBibTexSections ToolsAdd to favoritesExport CitationTrack CitationsEmail SectionsAbout[1] Emanuel Parzen, On estimation of a probability density function and mode, Ann. Math. Statist., 33 (1962), 1065–1076 MR0143282 0116.11302 CrossrefGoogle Scholar[2] Murray Rosenblatt, Remarks on some nonparametric estimates of a density function, Ann. Math. Statist., 27 (1956), 832–837 MR0079873 0073.14602 CrossrefGoogle Scholar[3] G. M. Manija, Remarks on non-parametric estimates of a two-dimensional density function, Soobšč. Akad. Nauk Gruzin. SSR, 27 (1961), 385–390 MR0143303 Google Scholar[4] E. A. Nadaraya, Estimation of a bivariate probability density, Soobshch. Akad. Nauk Gruz. SSR, 36 (1964), 267–268 Google Scholar[5] R. E. Bellman, , I. Glicksberg and , O. A. Gross, Some aspects of the mathematical theory of control processes, Rand Corporation, Santa Monica, Calif., Rep. No. R-313, 1958rm xix+244 MR0094281 0086.11703 Google Scholar Previous article Next article FiguresRelatedReferencesCited byDetails Kernel-based learning of birth process from evolving spatiotemporal RFS data stream in SMC CPHD filter for multi-target trackingSignal Processing, Vol. 203 Cross Ref Assessing spatial connectivity effects on daily streamflow forecasting using Bayesian-based graph neural networkScience of The Total Environment, Vol. 855 Cross Ref Joint Source-Channel Decoding of Polar Codes for HEVC-Based Video StreamingACM Transactions on Multimedia Computing, Communications, and Applications, Vol. 18, No. 4 Cross Ref A novel structure adaptive new information priority discrete grey prediction model and its application in renewable energy generation forecastingApplied Energy, Vol. 325 Cross Ref A novel structure adaptive fractional discrete grey forecasting model and its application in China’s crude oil production predictionExpert Systems with Applications, Vol. 207 Cross Ref Age-varying effects of repeated emergency department presentations for children in Canada6 May 2022 | Journal of Health Services Research & Policy, Vol. 27, No. 4 Cross Ref Probabilistic adaptive power pinch analysis for islanded hybrid energy storage systemsJournal of Energy Storage, Vol. 54 Cross Ref Should I stay or should I fly? Migration phenology, individual-based migration decision and seasonal changes in foraging behaviour of Common Woodpigeons17 August 2022 | The Science of Nature, Vol. 109, No. 5 Cross Ref Machine learning and optimization based decision-support tool for seed variety selection24 September 2022 | Annals of Operations Research, Vol. 65 Cross Ref Estimating regional income indicators under transformations and access to limited population auxiliary information16 September 2022 | Journal of the Royal Statistical Society: Series A (Statistics in Society), Vol. 37 Cross Ref Automated calibration of model-driven reconstructions in atom probe tomography1 July 2022 | Journal of Physics D: Applied Physics, Vol. 55, No. 37 Cross Ref Point and interval forecasting of ultra-short-term wind power based on a data-driven method and hybrid deep learning modelEnergy, Vol. 254 Cross Ref Deep attention ConvLSTM-based adaptive fusion of clear-sky physical prior knowledge and multivariable historical information for probabilistic prediction of photovoltaic powerExpert Systems with Applications, Vol. 202 Cross Ref The Taxonomy of Mineral Occurrence Rarity and Endemicity21 October 2022 | The Canadian Mineralogist, Vol. 60, No. 5 Cross Ref Estimation of wind speed distribution with time window and new kernel functionJournal of Renewable and Sustainable Energy, Vol. 14, No. 5 Cross Ref Future crop risk estimation due to drought, extreme temperature, hail, lightning, and tornado at the census tract level in louisiana23 August 2022 | Frontiers in Environmental Science, Vol. 10 Cross Ref Translocation detection from Hi‐C data via scan statistics10 August 2022 | Biometrics, Vol. 8 Cross Ref Does restricting therapeutic antibiotics use influence efficiency of pig farms? Evidence from Denmark’s Yellow Card Initiative18 May 2022 | European Review of Agricultural Economics, Vol. 49, No. 4 Cross Ref Computational approach to modeling microbiome landscapes associated with chronic human disease progression4 August 2022 | PLOS Computational Biology, Vol. 18, No. 8 Cross Ref Spillovers between exchange rate pressure and CDS bid-ask spreads, reserve assets and oil prices using the quantile ARDL modelInternational Economics, Vol. 170 Cross Ref Liability Structure and Risk Taking: Evidence from the Money Market Fund Industry18 June 2021 | Journal of Financial and Quantitative Analysis, Vol. 57, No. 5 Cross Ref Security risk assessment of wind integrated power system using Parzen window density estimation6 January 2022 | Electrical Engineering, Vol. 104, No. 4 Cross Ref Predator or prey? Effects of farm growth on neighbouring farms25 July 2022 | Journal of Agricultural Economics, Vol. 4 Cross Ref Multimodel Errors and Emergence Times in Climate Attribution StudiesJournal of Climate, Vol. 35, No. 14 Cross Ref The hierarchical structure of galactic haloes: generalized N -dimensional clustering with C lu STAR-ND20 June 2022 | Monthly Notices of the Royal Astronomical Society, Vol. 514, No. 4 Cross Ref Effective End-to-End Learning Framework for Economic DispatchIEEE Transactions on Network Science and Engineering, Vol. 9, No. 4 Cross Ref 4-D Gesture Sensing Using Reconfigurable Virtual Array Based on a 60-GHz FMCW MIMO Radar SensorIEEE Transactions on Microwave Theory and Techniques, Vol. 70, No. 7 Cross Ref Estimation of drift and diffusion functions from unevenly sampled time-series data27 July 2022 | Physical Review E, Vol. 106, No. 1 Cross Ref Detecting space–time patterns of disease risk under dynamic background population20 April 2022 | Journal of Geographical Systems, Vol. 24, No. 3 Cross Ref Wind power prediction based on PSO-KalmanEnergy Reports, Vol. 8 Cross Ref Visual cluster separation using high-dimensional sharpened dimensionality reduction21 April 2022 | Information Visualization, Vol. 21, No. 3 Cross Ref Interval Wind-Speed Forecasting Model Based on Quantile Regression Bidirectional Minimal Gated Memory Network and Kernel Density Estimation17 June 2022 | Arabian Journal for Science and Engineering, Vol. 4 Cross Ref Spatio-temporal process monitoring using exponentially weighted spatial LASSO2 June 2022 | Journal of Quality Technology, Vol. 58 Cross Ref Bridge deformation prediction based on SHM data using improved VMD and conditional KDEEngineering Structures, Vol. 261 Cross Ref Nonparametric extrapolation of extreme quantiles: a comparison study7 October 2021 | Stochastic Environmental Research and Risk Assessment, Vol. 36, No. 6 Cross Ref Schedule Performance as a Baseline for the Experimental Analysis of Coordinated Behavior: Same or Different Units of Analysis?24 February 2022 | The Psychological Record, Vol. 72, No. 2 Cross Ref Rainfall intensity and catchment size control storm runoff in a gullied blanket peatlandJournal of Hydrology, Vol. 609 Cross Ref Creating a Healthy Environment for Children: GIS Tools for Improving the Quality of the Social Welfare Management System10 June 2022 | International Journal of Environmental Research and Public Health, Vol. 19, No. 12 Cross Ref Conditional catheter‐related thrombosis free probability and risk‐adapted choices of catheter for lung cancer13 May 2022 | Thoracic Cancer, Vol. 13, No. 12 Cross Ref Search for an anomalous excess of charged-current quasielastic νe interactions with the MicroBooNE experiment using Deep-Learning-based reconstruction13 June 2022 | Physical Review D, Vol. 105, No. 11 Cross Ref Spatio-temporal wind speed prediction based on Clayton Copula function with deep learning fusionRenewable Energy, Vol. 192 Cross Ref Dynamic disease screening by joint modelling of survival and longitudinal data27 May 2022 | Journal of the Royal Statistical Society: Series C (Applied Statistics), Vol. 23 Cross Ref Uncertainties in the Assessment of COVID-19 Risk: A Study of People’s Exposure to High-Risk Environments Using Individual-Level Activity Data20 September 2021 | Annals of the American Association of Geographers, Vol. 112, No. 4 Cross Ref Incremental software product line verification - A performance analysis with dead variable code17 March 2022 | Empirical Software Engineering, Vol. 27, No. 3 Cross Ref Theory of evolutionary spectra for heteroskedasticity and autocorrelation robust inference in possibly misspecified and nonstationary modelsJournal of Econometrics, Vol. 117 Cross Ref An Unconventional Technique for Choosing the Kernel Function Blur Coefficients in Nonparametric Regression18 August 2022 | Measurement Techniques, Vol. 65, No. 2 Cross Ref Specificities of ERD lateralization during motion execution Cross Ref Kernel density estimation for circular data: a Fourier series-based plug-in approach for bandwidth selection21 April 2022 | Journal of Nonparametric Statistics, Vol. 34, No. 2 Cross Ref Concurrent Effects between Geomagnetic Storms and Magnetospheric Substorms6 April 2022 | Universe, Vol. 8, No. 4 Cross Ref Deep non-crossing probabilistic wind speed forecasting with multi-scale featuresEnergy Conversion and Management, Vol. 257 Cross Ref Efficient and robust propensity‐score‐based methods for population inference using epidemiologic cohorts6 September 2021 | International Statistical Review, Vol. 90, No. 1 Cross Ref Estimation of a Nonlinear Functional of the Probability Density of a Three-Dimensional Random Variable to Improve the Computational Efficiency of Nonparametric Decision Rules28 August 2022 | Optoelectronics, Instrumentation and Data Processing, Vol. 58, No. 2 Cross Ref The relation between belief in a just world and early processing of deserved and undeserved outcomes: An ERP study13 February 2022 | Social Neuroscience, Vol. 17, No. 2 Cross Ref Mutual information scaling for tensor network machine learning20 January 2022 | Machine Learning: Science and Technology, Vol. 3, No. 1 Cross Ref Automatically extracting surfaces of reinforced concrete bridges from terrestrial laser scanning point cloudsAutomation in Construction, Vol. 135 Cross Ref OnlineSTLProceedings of the VLDB Endowment, Vol. 15, No. 7 Cross Ref On the application of generative adversarial networks for nonlinear modal analysisMechanical Systems and Signal Processing, Vol. 166 Cross Ref Interval Prediction Method for Solar Radiation Based on Kernel Density Estimation and Machine LearningComplexity, Vol. 2022 Cross Ref A three-step local smoothing approach for estimating the mean and covariance functions of spatio-temporal Data20 March 2021 | Annals of the Institute of Statistical Mathematics, Vol. 74, No. 1 Cross Ref Phase I monitoring of serially correlated nonparametric profiles by mixed‐effects modeling28 July 2021 | Quality and Reliability Engineering International, Vol. 38, No. 1 Cross Ref Data-driven prosumer-centric energy scheduling using convolutional neural networksApplied Energy, Vol. 308 Cross Ref The (un)predictable magnetosphere: the role of the internal dynamics3 March 2022 | Journal of Plasma Physics, Vol. 88, No. 1 Cross Ref Quick Selecting Kernel Blur Coefficients to Estimate Probability Density for Independent Random Variables8 July 2022 | Optoelectronics, Instrumentation and Data Processing, Vol. 58, No. 1 Cross Ref Robust analogs to the coefficient of variation20 August 2020 | Journal of Applied Statistics, Vol. 49, No. 2 Cross Ref Nonparametric Mass Imputation for Data Integration17 November 2020 | Journal of Survey Statistics and Methodology, Vol. 10, No. 1 Cross Ref Regional wind power probabilistic forecasting based on an improved kernel density estimation, regular vine copulas, and ensemble learningEnergy, Vol. 238 Cross Ref Probabilistic Revenue Analysis of Microgrid Considering Source-Load and Forecast UncertaintiesIEEE Access, Vol. 10 Cross Ref Data-Enhancement Strategies in Weather-Related Health Studies14 January 2022 | International Journal of Environmental Research and Public Health, Vol. 19, No. 2 Cross Ref Model-based techniques for traffic congestion detection Cross Ref Object-based cluster validation with densitiesPattern Recognition, Vol. 121 Cross Ref Towards Robust Waveform-Based Acoustic ModelsIEEE/ACM Transactions on Audio, Speech, and Language Processing, Vol. 30 Cross Ref Nonparametric Survival Analysis20 July 2022 Cross Ref A Combined Approach for Monitoring Monthly Surface Water/Ice Dynamics of Lesser Slave Lake Via Earth Observation DataIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 15 Cross Ref Structural characterisation of nanoalloys for (photo)catalytic applications with the Sapphire library1 January 2022 | Faraday Discussions, Vol. 8 Cross Ref Joint modeling of multivariate nonparametric longitudinal data and survival data: A local smoothing approach25 September 2021 | Statistics in Medicine, Vol. 40, No. 29 Cross Ref Shock Reduction Technique on Thin Plate Structure by Wave Refraction Using an Elastic PatchShock and Vibration, Vol. 2021 Cross Ref Persistent meanders and eddies lead to quasi-steady Lagrangian transport patterns in a weak western boundary current12 January 2021 | Scientific Reports, Vol. 11, No. 1 Cross Ref Caenorhabditis elegans exhibits positive gravitaxis14 September 2021 | BMC Biology, Vol. 19, No. 1 Cross Ref Niche partitioning among social clusters of a resident estuarine apex predator15 November 2021 | Behavioral Ecology and Sociobiology, Vol. 75, No. 12 Cross Ref Study of the Method for Verification of the Hypothesis on Independence of Two-Dimensional Random Quantities Using a Nonparametric Classifier13 May 2022 | Optoelectronics, Instrumentation and Data Processing, Vol. 57, No. 6 Cross Ref Epanechnikov kernel for PDF estimation applied to equalization and blind source separationSignal Processing, Vol. 189 Cross Ref Age-coherent extensions of the Lee–Carter model29 April 2021 | Scandinavian Actuarial Journal, Vol. 2021, No. 10 Cross Ref compaso : A new halo finder for competitive assignment to spherical overdensities19 October 2021 | Monthly Notices of the Royal Astronomical Society, Vol. 509, No. 1 Cross Ref Nonparametric Multivariate Density Estimation: Case Study of Cauchy Mixture Model26 October 2021 | Mathematics, Vol. 9, No. 21 Cross Ref A method of sequentially generating a set of components of a multidimensional random variable using a nonparametric pattern recognition algorithm1 November 2021 | Computer Optics, Vol. 45, No. 6 Cross Ref Year-round spatial distribution and migration phenology of a rapidly declining trans-Saharan migrant—evidence of winter movements and breeding site fidelity in European turtle doves13 October 2021 | Behavioral Ecology and Sociobiology, Vol. 75, No. 11 Cross Ref Efficiency of European universities: A comparison of peersResearch Policy, Vol. 50, No. 9 Cross Ref Heads Or Tails: A Framework To Model Supply Chain Heterogeneous Messages Cross Ref Research of Wind Power Generation Characteristics in Southern China Based on Improved Non-Parametric Kernel Density Estimation Cross Ref Fast multivariate empirical cumulative distribution function with connection to kernel density estimationComputational Statistics & Data Analysis, Vol. 162 Cross Ref Some confidence intervals and insights for the proportion below the relative poverty line13 October 2021 | SN Business & Economics, Vol. 1, No. 10 Cross Ref The HARPS search for southern extra-solar planets18 October 2021 | Astronomy & Astrophysics, Vol. 654 Cross Ref The sectorally heterogeneous and time-varying price elasticities of energy demand in ChinaEnergy Economics, Vol. 102 Cross Ref Outlier accommodation with semiparametric density processes: A study of Antarctic snow density modelling29 September 2021 | Statistical Modelling, Vol. 124 Cross Ref SAFE-STOP System: Tactical Intention Awareness Based Emergency Collision Avoidance for Malicious Cut-in of Surrounding Vehicle Cross Ref Violin graphs to supervise the energy performance of PV arrays Cross Ref Application of a novel structure-adaptative grey model with adjustable time power item for nuclear energy consumption forecastingApplied Energy, Vol. 298 Cross Ref The continuous wavelet derived by smoothing function and its application in cosmology5 August 2021 | Communications in Theoretical Physics, Vol. 73, No. 9 Cross Ref Inertial Sensor Algorithms to Characterize Turning in Neurological Patients With Turn HesitationsIEEE Transactions on Biomedical Engineering, Vol. 68, No. 9 Cross Ref Consistent inference for predictive regressions in persistent economic systemsJournal of Econometrics, Vol. 224, No. 1 Cross Ref Identifying convergence in nitrogen oxides emissions from motor vehicles in China: A spatial panel data approachJournal of Cleaner Production, Vol. 316 Cross Ref Estimating parameters of a stochastic cell invasion model with fluorescent cell cycle labelling using approximate Bayesian computation22 September 2021 | Journal of The Royal Society Interface, Vol. 18, No. 182 Cross Ref Nonparametric pattern recognition algorithm for testing a hypothesis of the independence of random variables1 September 2021 | Computer Optics, Vol. 5, No. 45 Cross Ref Noise and error analysis and optimization in particle-based kinetic plasma simulationsJournal of Computational Physics, Vol. 440 Cross Ref Unsupervised Learning Methods for Molecular Simulation Data4 May 2021 | Chemical Reviews, Vol. 121, No. 16 Cross Ref A robust dynamic screening system by estimation of the longitudinal data distribution26 May 2020 | Journal of Quality Technology, Vol. 53, No. 4 Cross Ref Ellipsoidal one-class constraint acquisition for quadratically constrained programmingEuropean Journal of Operational Research, Vol. 293, No. 1 Cross Ref Uncertainty quantification for Multiphase-CFD simulations of bubbly flows: a machine learning-based Bayesian approach supported by high-resolution experimentsReliability Engineering & System Safety, Vol. 212 Cross Ref Effective disease surveillance by using covariate information30 July 2021 | Statistics in Medicine, Vol. 59 Cross Ref Quasi‐maximum likelihood and the kernel block bootstrap for nonlinear dynamic models6 January 2021 | Journal of Time Series Analysis, Vol. 42, No. 4 Cross Ref between and to the of level and in the of in Research, Vol. 68, No. 2 Cross Ref energy demand spatio-temporal data Vol. Cross Ref Learning for Statistical of June 2021 | Vol. 29 Cross Ref joint distribution analysis of the under semiparametric distribution for the in of Engineering and Science, Vol. No. 2 Cross Ref model of Econometrics, Vol. No. 2 Cross Ref of Based on and Network with the Quantile May 2021 | Applied Vol. 11, No. 11 Cross Ref An to multivariate probabilistic and Vol. 4 Cross Ref based on deep learning model with attention for hybrid system under Energy, Vol. 170 Cross Ref and March 2022 | Mathematics, Vol. No. 1 Cross Ref Uncertainty Analysis of Wind Power Based on Data Cross Ref kernel density estimation Systems with Applications, Vol. Cross Ref network modelling of the of a with the Physics Vol. Cross Ref March 2021 | Journal of Computational and Vol. No. 2 Cross Ref modeling of for July 2020 | Reviews, Vol. 40, No. 3 Cross Ref for Cross Ref on the size of February 2021 | of the of Vol. No. 9 Cross Ref Uncertainty analysis of wind power probability density forecasting based on and quantile Vol. Cross Ref of Methods in Data of March 2021 | International Journal of Vol. 10, No. 3 Cross Ref Dynamic spatial analysis of China: and spatial convergence Research, Vol. No. 3 Cross Ref the Hypothesis of the Independence of Two-Dimensional Random Using a Nonparametric for August 2021 | Optoelectronics, Instrumentation and Data Processing, Vol. 57, No. 2 Cross Ref A Study of Nonparametric Kernel with of Vol. No. 1 Cross Ref Fast Modelling, Vol. Cross Ref for of Coefficients for Kernel of Probability March 2021 | Measurement Techniques, Vol. No. 11 Cross Ref of laser fusion Vol. Cross Ref A of density based clustering September 2020 | Frontiers of Computer Science, Vol. 15, No. 1 Cross Ref of Information and Regression for of Acoustic Data during on Structural and Construction, Vol. No. 1 Cross Ref of Heterogeneous in January 2021 | Research Vol. No. 2 Cross Ref for Time Series of Cross Ref Data-driven Kernel-based Probabilistic for Time Series Reduction Cross Ref The for Robust Energy Estimation Cross Ref from August 2020 Cross Ref during Chain for Detecting Using from 2020 | Vol. No. 1 Cross Ref Method for of in Using and 2020 | Remote Sensing, Vol. 13, No. 1 Cross Ref of a Framework for Environmental of 2020 | Journal of Science and Engineering, Vol. 9, No. 1 Cross Ref a for kernel density estimation, and of Vol. No. Cross Ref Analysis of the of the mean of the kernel probability density estimation in the of and random variables1 January 2021 | No. 3 Cross Ref Energy Management of April 2021 Cross Ref for Detecting of July 2021 Cross Ref of a Analysis Method to the of COVID-19 Kernel Density Estimation Using July 2021 Cross Ref On generative as the for August 2021 | Engineering, Vol. 2 Cross Ref and in the January 2021 | Journal of Vol. 27, No. 1 Cross Ref The in January 2021 | Vol. No. 5 Cross Ref Kernel Based for MIMO Radar in Access, Vol. 9 Cross Ref The diffusion of diffusion and Computational Analysis, Vol. Cross Ref of of components of a multidimensional random variable based on a nonparametric pattern recognition algorithm1 January 2021 | No. 9 Cross Ref in energy efficiency of and its for performance Journal of and Engineering, Vol. Cross Ref of Nonlinear Systems with Cross Ref Probability density forecasting of wind power based on quantile neural Systems, Vol. Cross Ref Hypothesis testing based on a of of Econometrics, Vol. No. 2 Cross Ref Analysis of distribution human in the of Lake in Vol. Cross Ref in and May 2020 | Scientific Reports, Vol. 10, No. 1 Cross Ref Assessment of regressions for in the insights from and historical June 2020 | Vol. 17, No. 12 Cross Ref hybrid and for September 2020 | Journal on Communications and Vol. No. 1 Cross Ref of March 2021 | Physics of Vol. No. 12 Cross Ref price and July 2020 | European Review of Agricultural Economics, Vol. No. 5 Cross Ref A of | Applied Vol. 27, No. Cross Ref Risk Estimation to and in November 2020 | Frontiers in Earth Science, Vol. 8 Cross Ref Learning to a A Transactions on Systems Technology, Vol. No. 6 Cross Ref for cell lung Analysis based on and Radiation Vol. Cross Ref Fast for the of the Kernel Density April 2021 | Optoelectronics, Instrumentation and Data Processing, Vol. No. 6 Cross Ref Using Deep Learning: With Systems and November 2020 | Journal of in Earth Systems, Vol. No. 11 Cross Ref search in the A Research Vol. Cross Ref A new algorithm based on and algorithm to the optimization Computing, Vol. Cross Ref of data methods and clustering model in the of of of Vol. No. 3 Cross Ref Energy Efficient in of Cross Ref Statistical of and for July 2020 | Journal International, Vol. No. 1 Cross Ref Unsupervised of Deep Bayesian Cross Ref for Visual of Data Cross Ref nonlinear of covariance Annals of Statistics, Vol. No. 5 Cross Ref modeling and prediction approach for using deep Journal of and Mass Vol. Cross Ref in model for May 2020 | Structural and Vol. No. 4 Cross Ref A Kernel Outlier August | Review, Vol. No. 5 Cross Ref emissions in China: spatial patterns and Research, Vol. 11, No. 9 Cross Ref A Analysis of the Effects of on the Performance of Transactions on Applications, Vol. No. 5 Cross Ref during A for the of based on September 2020 | Journal of and Management, Vol. No. 3 Cross Ref Dynamic risk assessment with network and clustering Engineering & System Safety, Vol. Cross Ref with exchange and Some from Modelling, Vol. Cross Ref A probabilistic verification application of random