Access Statistics for Rob J Hyndman

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Working Paper File Downloads Abstract Views
Last month 3 months 12 months Total Last month 3 months 12 months Total
25 Years of IIF Time Series Forecasting: A Selective Review 0 1 1 134 1 4 8 607
25 Years of IIF Time Series Forecasting: A Selective Review 0 1 3 412 0 2 6 953
A Brief History of Forecasting Competitions 0 1 2 85 0 2 7 121
A Feature-Based Framework for Detecting Technical Outliers in Water-Quality Data from In Situ Sensors 0 0 0 26 0 0 2 47
A New Tidy Data Structure to Support Exploration and Modeling of Temporal Data 0 0 0 37 0 0 2 52
A Note on the Validity of Cross-Validation for Evaluating Time Series Prediction 0 2 3 738 0 5 9 1,887
A State Space Framework for Automatic Forecasting Using Exponential Smoothing Methods 0 0 4 613 0 1 9 1,730
A comparison of ten principal component methods for forecasting mortality rates 0 1 1 138 0 2 4 328
A state space model for exponential smoothing with group seasonality 1 1 1 206 1 2 3 525
An Improved Method for Bandwidth Selection when Estimating ROC Curves 0 0 0 138 0 0 3 556
Anomaly Detection in High Dimensional Data 0 0 0 26 1 2 3 82
Anomaly detection in streaming nonstationary temporal data 0 0 0 122 0 0 4 289
Another Look at Measures of Forecast Accuracy 2 4 8 1,521 8 14 38 3,918
Automatic time series forecasting: the forecast package for R 0 0 3 1,600 1 2 17 4,705
Bagging Exponential Smoothing Methods using STL Decomposition and Box-Cox Transformation 0 0 1 58 1 2 8 204
Bandwidth Selection for Kernel Conditional Density Estimation 0 0 0 0 0 1 3 1,531
Bandwidth Selection for Multivariate Kernel Density Estimation Using MCMC 0 0 1 597 0 0 4 2,123
Bandwidth Selection for Multivariate Kernel Density Estimation Using MCMC 0 0 2 1,028 2 2 7 3,614
Bayesian Rank Selection in Multivariate Regression 0 0 0 51 1 1 2 94
Boosting multi-step autoregressive forecasts 0 0 1 78 0 0 5 129
Calendar-based Graphics for Visualizing People's Daily Schedules 0 0 0 4 0 0 4 41
Coherent Mortality Forecasting The Product-ratio Method with Functional Time Series Models 0 1 2 55 1 2 5 304
Coherent Probabilistic Forecasts for Hierarchical Time Series 0 0 1 85 0 0 3 189
Coherent mortality forecasting: the product-ratio method with functional time series models 0 0 0 67 1 1 4 189
Conditional Normalization in Time Series Analysis 2 2 3 24 3 4 7 25
Cross-temporal Probabilistic Forecast Reconciliation 0 0 0 23 0 0 1 14
Density forecasting for long-term peak electricity demand 0 0 1 226 0 1 3 597
Detecting Distributional Differences between Temporal Granularities for Exploratory Time Series Analysis 0 0 0 27 0 0 1 22
Dimension Reduction For Outlier Detection Using DOBIN 0 0 1 19 0 0 2 44
Distributed ARIMA Models for Ultra-long Time Series 0 0 0 115 1 2 7 184
Efficient Identification of the Pareto Optimal Set 0 0 0 13 0 0 4 93
Efficient generation of time series with diverse and controllable characteristics 0 1 2 69 0 3 5 201
Empirical Information Criteria for Time Series Forecasting Model Selection 0 0 2 1,000 0 0 3 3,395
Exponential Smoothing for Inventory Control: Means and Variances of Lead-Time Demand 0 0 1 769 2 2 5 2,848
Exponential smoothing and non-negative data 0 0 0 85 1 1 4 297
FFORMA: Feature-based forecast model averaging 0 1 3 127 1 5 15 556
Fast Forecast Reconciliation Using Linear Models 0 0 1 83 0 0 2 187
Fast computation of reconciled forecasts for hierarchical and grouped time series 0 0 0 63 0 0 6 138
Forecast Linear AugmentedProjection (FLAP): A Free Lunch to Reduce Forecast Error Variance 0 0 20 20 1 1 12 12
Forecast Reconciliation: A Review 0 0 2 23 2 4 9 34
Forecast Reconciliation: A geometric View with New Insights on Bias Correction 0 0 0 20 0 0 2 51
Forecast Reconciliation: A geometric View with New Insights on Bias Correction 0 0 1 29 0 0 3 35
Forecasting Swiss Exports Using Bayesian Forecast Reconciliation 0 0 0 45 0 1 3 52
Forecasting Swiss Exports using Bayesian Forecast Reconciliation 0 0 0 25 1 1 1 34
Forecasting Time-Series with Correlated Seasonality 0 0 0 262 0 0 2 769
Forecasting age-related changes in breast cancer mortality among white and black US women: A functional approach 0 0 0 36 0 0 2 211
Forecasting age-specific breast cancer mortality using functional data models 0 0 0 164 0 0 1 985
Forecasting for Social Good 0 0 0 24 0 1 3 139
Forecasting hierarchical and grouped time series through trace minimization 0 0 3 89 0 2 10 194
Forecasting the Old-Age Dependency Ratio to Determine a Sustainable Pension Age 0 0 1 27 0 0 4 277
Forecasting time series with complex seasonal patterns using exponential smoothing 0 0 3 221 0 1 14 571
Forecasting with Temporal Hierarchies 0 0 2 74 1 1 10 247
Forecasting with Temporal Hierarchies 0 0 1 51 2 2 7 147
Generalized Additive Modelling of Mixed Distribution Markov Models with Application to Melbourne's Rainfall 0 0 0 251 0 0 2 1,563
Grouped functional time series forecasting: An application to age-specific mortality rates 0 1 2 72 0 1 4 119
Half-Life Estimation based on the Bias-Corrected Bootstrap: A Highest Density Region Approach 0 0 0 188 0 0 2 904
Hierarchical Forecasting 0 0 3 106 1 1 9 222
Hierarchical forecasts for Australian domestic tourism 0 0 0 128 0 0 2 383
Improved Interval Estimation of Long Run Response from a Dynamic Linear Model: A Highest Density Region Approach 0 0 0 13 0 0 2 115
Improved Interval Estimation of Long Run Response from a Dynamic Linear Model: A Highest Density Region Approach 0 0 0 3 0 0 8 103
Improving out-of-sample Forecasts of Stock Price Indexes with Forecast Reconciliation and Clustering 0 0 2 26 0 1 9 30
Invertibility Conditions for Exponential Smoothing Models 0 0 0 417 0 0 1 2,637
Leave-one-out Kernel Density Estimates for Outlier Detection 0 0 2 18 0 1 8 59
Lee-Carter mortality forecasting: a multi-country comparison of variants and extensions 0 0 1 212 1 2 4 788
Local Linear Forecasts Using Cubic Smoothing Splines 0 1 3 561 1 2 5 1,977
Local Linear Multivariate Regression with Variable Bandwidth in the Presence of Heteroscedasticity 0 0 0 199 0 0 2 726
Long-term Forecasts of Age-specific Labour Market Participation Rates with Functional Data Models 0 1 2 25 0 2 5 63
Long-term forecasts of age-specific participation rates with functional data models 0 0 0 37 1 1 3 76
Low-dimensional decomposition, smoothing and forecasting of sparse functional data 0 0 0 71 0 0 3 95
Macroeconomic forecasting for Australia using a large number of predictors 0 0 0 175 0 0 4 303
Manifold Learning with Approximate Nearest Neighbors 0 0 1 37 0 2 6 82
Meta-learning how to forecast time series 1 1 7 213 3 4 20 591
Mixed Model-Based Hazard Estimation 0 0 0 133 0 0 3 644
Modelling and forecasting Australian domestic tourism 0 0 2 380 0 1 7 931
Monitoring Processes with Changing Variances 0 0 0 60 0 0 3 170
Non Parametric Confidence Intervals for Receiver Operating Characteristic Curves 0 0 0 234 0 0 1 1,209
Non-linear exponential smoothing and positive data 0 0 0 118 1 1 3 529
Nonlinear Mixed Effects Models for Time Series Forecasting of Smart Meter Demand 0 0 0 24 0 0 1 41
Nonparametric Estimation and Symmetry Tests for Conditional Density Functions 0 0 0 183 0 0 2 1,026
Nonparametric autocovariance function estimation 0 0 0 69 0 0 2 1,086
Nonparametric estimation and symmetry tests for conditional density functions 0 0 0 4 0 0 3 63
Nonparametric time series forecasting with dynamic updating 0 0 0 160 0 1 2 391
On normalization and algorithm selection for unsupervised outlier detection 0 0 0 36 0 0 4 87
Online Conformal Inference for Multi-Step Time Series Forecasting 0 1 55 55 2 4 91 91
Optimal Forecast Reconciliation with Time Series Selection 0 0 22 22 0 0 14 14
Optimal Non-negative Forecast Reconciliation 0 1 1 37 1 2 7 94
Optimal combination forecasts for hierarchical time series 1 1 1 286 4 5 11 683
Optimal forecast reconciliation for hierarchical and grouped time series through trace minimization 0 1 5 63 1 9 25 150
Prediction Intervals for Exponential Smoothing State Space Models 0 0 2 638 1 1 7 2,145
Principles and Algorithms for Forecasting Groups of Time Series: Locality and Globality 0 0 0 52 0 0 6 43
Probabilisitic forecasts in hierarchical time series 0 0 0 61 0 1 5 133
Probabilistic Forecast Reconciliation: Properties, Evaluation and Score Optimisation 0 0 0 53 1 2 7 108
Probabilistic time series forecasting with boosted additive models: an application to smart meter data 0 0 0 78 0 0 6 176
Rainbow plots, Bagplots and Boxplots for Functional Data 0 1 3 86 0 1 6 362
Rating Forecasts for Television Programs 0 0 0 223 0 0 3 639
Recursive and direct multi-step forecasting: the best of both worlds 2 7 32 453 4 30 133 1,349
Residual Diagnostic Plots for Checking for model Mis-Specification in Time Series Regression 0 0 0 0 0 0 0 1,724
Robust forecasting of mortality and fertility rates: a functional data approach 0 0 1 429 0 2 10 1,231
STR: A Seasonal-Trend Decomposition Procedure Based on Regression 0 1 3 155 5 9 23 447
Seasonal Functional Autoregressive Models 0 1 1 42 0 2 4 71
Short-term load forecasting based on a semi-parametric additive model 1 1 2 75 2 2 5 227
Some Nonlinear Exponential Smoothing Models are Unstable 0 0 1 217 0 0 2 1,052
Sparse Multiple Index Modelsfor High-dimensional Nonparametric Forecasting 0 0 41 41 0 0 14 14
Spatial modelling of the two-party preferred vote in Australian federal elections: 2001-2016 0 0 1 43 1 1 7 134
Statistical Methodological Issues in Studies of Air Pollution and Respiratory Disease 0 0 0 209 0 0 1 1,049
Stochastic models underlying Croston's method for intermittent demand forecasting 0 0 2 2,173 0 0 5 6,638
Stochastic population forecasts using functional data models for mortality, fertility and migration 0 1 4 265 1 3 9 868
The Australian Macro Database: An Online Resource for Macroeconomic Research in Australia 0 0 0 20 0 0 4 60
The Australian Macro Database: An online resource for macroeconomic research in Australia 0 0 0 38 0 0 3 82
The Road to Recovery from COVID-19 for Australian Tourism 0 1 2 66 1 2 6 144
The price elasticity of electricity demand in South Australia 0 0 0 186 0 1 4 476
The tourism forecasting competition 0 0 1 156 2 3 6 487
The value of feedback in forecasting competitions 1 1 1 60 1 1 2 197
The vector innovation structural time series framework: a simple approach to multivariate forecasting 0 0 0 180 0 0 3 496
Time Series Forecasting: The Case for the Single Source of Error State Space 0 0 0 335 0 0 3 1,301
Two-dimensional smoothing of mortality rates 0 0 0 33 2 2 5 102
Unmasking the Theta Method 0 1 2 311 0 2 5 1,221
Using R to Teach Econometrics 0 1 2 2,177 0 1 5 4,407
Visualising forecasting Algorithm Performance using Time Series Instance Spaces 0 1 1 108 2 3 7 143
Visualizing Probability Distributions across Bivariate Cyclic Temporal Granularities 0 0 0 0 0 0 1 7
Total Working Papers 11 41 292 25,151 72 186 893 82,155

Journal Article File Downloads Abstract Views
Last month 3 months 12 months Total Last month 3 months 12 months Total
25 years of time series forecasting 0 0 6 259 1 4 26 950
A Bayesian approach to bandwidth selection for multivariate kernel density estimation 0 0 0 107 0 1 2 321
A brief history of forecasting competitions 0 1 1 32 0 3 17 139
A change of editors 0 0 0 7 0 0 1 65
A gradient boosting approach to the Kaggle load forecasting competition 0 0 1 55 3 8 13 314
A multivariate innovations state space Beveridge-Nelson decomposition 0 0 0 33 1 2 4 167
A note on the categorization of demand patterns 0 0 0 5 0 0 3 28
A note on the validity of cross-validation for evaluating autoregressive time series prediction 2 8 25 269 12 31 84 722
A note on upper bounds for forecast-value-added relative to naïve forecasts 0 0 0 2 0 0 3 42
A state space framework for automatic forecasting using exponential smoothing methods 1 2 11 261 9 14 47 902
Another Look at Forecast Accuracy Metrics for Intermittent Demand 2 2 6 401 5 12 43 1,480
Another look at measures of forecast accuracy 5 7 23 448 15 21 82 1,575
Assessing mortality inequality in the U.S.: What can be said about the future? 0 0 0 3 1 2 4 13
Automatic Time Series Forecasting: The forecast Package for R 0 0 3 482 3 7 35 2,278
Bagging exponential smoothing methods using STL decomposition and Box–Cox transformation 0 0 2 46 1 5 12 194
Bandwidth selection for kernel conditional density estimation 0 4 7 117 3 10 17 346
Call for Papers: Special issue of the International Journal of Forecasting on tourism forecasting 0 0 0 28 0 0 1 237
Changing of the guard 0 0 0 3 0 0 1 41
Coherent Mortality Forecasting: The Product-Ratio Method With Functional Time Series Models 0 0 0 20 0 0 3 137
Comments on: Exploratory functional data analysis 0 0 0 0 0 0 0 0
Cross-temporal probabilistic forecast reconciliation: Methodological and practical issues 0 0 1 1 0 0 2 2
Crude oil price forecasting based on internet concern using an extreme learning machine 0 0 0 22 1 4 8 93
Distributed ARIMA models for ultra-long time series 0 0 0 4 1 3 7 21
Dynamic algorithm selection for pareto optimal set approximation 0 0 0 6 0 1 3 29
Early classification of spatio-temporal events using partial information 0 0 0 0 0 1 1 7
Editorial 0 0 0 9 0 0 1 116
Encouraging replication and reproducible research 0 0 0 16 0 1 3 81
Errors on Percentage Errors 0 0 0 0 1 2 2 2
Exploring the sources of uncertainty: Why does bagging for time series forecasting work? 0 0 1 21 0 1 9 88
Exponential smoothing models: Means and variances for lead-time demand 0 0 0 27 1 2 4 164
FFORMA: Feature-based forecast model averaging 2 6 8 46 4 16 32 226
Fast computation of reconciled forecasts for hierarchical and grouped time series 0 0 0 6 0 0 4 59
Forecast combinations: An over 50-year review 1 3 10 28 8 13 37 66
Forecast reconciliation: A geometric view with new insights on bias correction 0 0 2 11 0 2 13 55
Forecast reconciliation: A review 2 3 5 8 8 17 31 39
Forecasting Swiss exports using Bayesian forecast reconciliation 0 0 0 5 1 1 2 24
Forecasting for social good 0 0 1 3 1 1 5 12
Forecasting in social settings: The state of the art 0 0 0 15 0 1 11 100
Forecasting interrupted time series 0 0 0 0 0 2 3 3
Forecasting time series with multiple seasonal patterns 0 0 0 187 0 0 3 663
Forecasting with temporal hierarchies 0 1 7 22 3 9 30 103
Forecasting, causality and feedback 0 0 2 9 0 0 8 22
Free Open-Source Forecasting Using R 0 0 2 168 1 1 6 492
Half-life estimation based on the bias-corrected bootstrap: A highest density region approach 0 0 0 41 0 0 3 223
Hierarchical Probabilistic Forecasting of Electricity Demand With Smart Meter Data 2 3 5 9 3 6 11 29
Hierarchical forecasts for Australian domestic tourism 1 1 2 100 3 3 6 400
Improved interval estimation of long run response from a dynamic linear model: A highest density region approach 0 0 0 11 0 0 2 125
Improved methods for bandwidth selection when estimating ROC curves 0 0 0 11 0 0 2 83
Improving out-of-sample forecasts of stock price indexes with forecast reconciliation and clustering 1 1 1 1 2 3 3 3
Lee-Carter mortality forecasting: a multi-country comparison of variants and extensions 0 0 0 70 0 1 3 458
LoMEF: A framework to produce local explanations for global model time series forecasts 0 0 0 1 0 1 7 11
MSTL: a seasonal-trend decomposition algorithm for time series with multiple seasonal patterns 0 1 5 5 0 4 15 15
Macroeconomic forecasting for Australia using a large number of predictors 1 1 2 8 3 5 11 46
Minimum Sample Size requirements for Seasonal Forecasting Models 0 0 3 216 3 9 32 1,100
Modern Strategies for Time Series Regression 0 0 1 1 1 1 3 12
Monitoring processes with changing variances 0 0 0 20 2 2 4 123
Nonparametric time series forecasting with dynamic updating 0 0 0 3 1 1 2 56
Non‐linear mixed‐effects models for time series forecasting of smart meter demand 1 1 1 4 1 1 4 14
On continuous-time threshold autoregression 0 0 0 51 0 1 3 176
Optimal Forecast Reconciliation for Hierarchical and Grouped Time Series Through Trace Minimization 4 4 10 25 6 8 28 102
Optimal combination forecasts for hierarchical time series 0 0 3 86 4 5 18 375
Optimal forecast reconciliation with time series selection 0 0 0 0 0 1 1 1
Optimally Reconciling Forecasts in a Hierarchy 0 0 2 172 0 0 11 432
Point and interval forecasts of mortality rates and life expectancy: A comparison of ten principal component methods 0 0 0 20 0 0 1 136
Predicting sediment and nutrient concentrations from high-frequency water-quality data 0 0 0 0 1 1 3 7
Prediction intervals for exponential smoothing using two new classes of state space models 0 0 1 150 0 0 10 581
Principles and algorithms for forecasting groups of time series: Locality and globality 0 0 0 6 1 6 11 54
Probabilistic energy forecasting: Global Energy Forecasting Competition 2014 and beyond 0 5 23 151 6 14 56 566
Probabilistic forecast reconciliation: Properties, evaluation and score optimisation 0 0 5 9 0 0 15 28
Reconstructing Missing and Anomalous Data Collected from High-Frequency In-Situ Sensors in Fresh Waters 0 0 0 0 0 0 1 2
Robust forecasting of mortality and fertility rates: A functional data approach 1 4 15 370 2 8 40 999
STR: Seasonal-Trend Decomposition Using Regression 0 0 3 11 2 2 16 66
Seasonal functional autoregressive models 0 1 1 5 0 3 13 29
Smoothing non-Gaussian time series with autoregressive structure 0 0 0 29 0 0 1 182
Some Properties and Generalizations of Non‐negative Bayesian Time Series Models 0 0 0 0 0 0 2 8
Stochastic models underlying Croston's method for intermittent demand forecasting 0 0 3 504 1 1 8 1,882
Stochastic population forecasts using functional data models for mortality, fertility and migration 1 2 8 145 1 4 19 409
The admissible parameter space for exponential smoothing models 0 0 0 89 0 0 3 244
The interaction between trend and seasonality 0 0 0 84 0 0 44 335
The price elasticity of electricity demand in South Australia 0 2 7 120 1 3 18 433
The tourism forecasting competition 1 1 2 27 1 3 10 192
The tourism forecasting competition 1 1 1 55 1 2 10 423
The value of feedback in forecasting competitions 0 0 0 12 1 1 3 132
The value of feedback in forecasting competitions 0 0 0 5 0 0 1 75
Tourism forecasting: An introduction 0 0 0 49 0 0 2 153
Twenty-five years of forecasting 0 0 0 64 0 0 1 181
Understanding links between water-quality variables and nitrate concentration in freshwater streams using high frequency sensor data 0 0 0 0 0 0 0 0
Unmasking the Theta method 0 0 4 81 0 4 11 423
Using R to teach econometrics 0 1 3 1,489 1 3 8 3,479
Visualising forecasting algorithm performance using time series instance spaces 0 0 2 31 1 3 8 150
YULE‐WALKER ESTIMATES FOR CONTINUOUS‐TIME AUTOREGRESSIVE MODELS 0 0 1 6 0 0 4 18
Total Journal Articles 29 66 238 7,539 133 308 1,111 27,389

Chapter File Downloads Abstract Views
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On Sampling Methods for Costly Multi-Objective Black-Box Optimization 0 0 0 0 0 0 4 15
Total Chapters 0 0 0 0 0 0 4 15

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Statistics updated 2025-09-05