Exponential smoothing models: Means and variances for lead-time demand. - Ralph D. Snyder; Anne B. Koehler; Rob J. Hyndman; J. Keith Ord (Eur. J. Oper. Res., 2004)

Dimension Reduction for Clustering Time Series Using Global Characteristics. - Xiaozhe Wang; Kate A. Smith; Rob J. Hyndman (International Conference on Computational Science (3), 2005)

A Bayesian approach to bandwidth selection for multivariate kernel density estimation. - Xibin Zhang; Maxwell L. King; Rob J. Hyndman (Comput. Stat. Data Anal., 2006)

Characteristic-Based Clustering for Time Series Data. - Xiaozhe Wang; Kate A. Smith; Rob J. Hyndman (Data Min. Knowl. Discov., 2006)

A note on the categorization of demand patterns. - A. V. Kostenko; Rob J. Hyndman (J. Oper. Res. Soc., 2006)

The accuracy of television network rating forecasts: The effects of data aggregation and alternative models. - Denny Meyer; Rob J. Hyndman (Model. Assist. Stat. Appl., 2006)

Robust forecasting of mortality and fertility rates: A functional data approach. - Rob J. Hyndman; Md. Shahid Ullah (Comput. Stat. Data Anal., 2007)

Half-life estimation based on the bias-corrected bootstrap: A highest density region approach. - Jae H. Kim; Param Silvapulle; Rob J. Hyndman (Comput. Stat. Data Anal., 2007)

Forecasting time series with multiple seasonal patterns. - Phillip G. Gould; Anne B. Koehler; J. Keith Ord; Ralph D. Snyder; Rob J. Hyndman; Farshid Vahid-Araghi (Eur. J. Oper. Res., 2008)

Rule induction for forecasting method selection: Meta-learning the characteristics of univariate time series. - Xiaozhe Wang; Kate Amanda Smith-Miles; Rob J. Hyndman (Neurocomputing, 2009)

Functionalization of microarray devices: Process optimization using a multiobjective PSO and multiresponse MARS modeling. - Laura Villanova; Paolo Falcaro; Davide Carta; Irene Poli; Rob J. Hyndman; Kate Smith-Miles (IEEE Congress on Evolutionary Computation, 2010)

Optimal combination forecasts for hierarchical time series. - Rob J. Hyndman; Roman A. Ahmed; George Athanasopoulos; Han Lin Shang (Comput. Stat. Data Anal., 2011)

Improved interval estimation of long run response from a dynamic linear model: A highest density region approach. - Jae H. Kim; Iain Fraser; Rob J. Hyndman (Comput. Stat. Data Anal., 2011)

Nonparametric time series forecasting with dynamic updating. - Han Lin Shang; Rob J. Hyndman (Math. Comput. Simul., 2011)

Business Forecasting Methods. - Rob J. Hyndman (International Encyclopedia of Statistical Science, 2011)

Forecasting: An Overview. - Rob J. Hyndman (International Encyclopedia of Statistical Science, 2011)

Moving Averages. - Rob J. Hyndman (International Encyclopedia of Statistical Science, 2011)

Boosting multi-step autoregressive forecasts. - Souhaib Ben Taieb; Rob J. Hyndman (ICML, 2014)

Efficient Identification of the Pareto Optimal Set. - Ingrida Steponavice; Rob J. Hyndman; Kate Smith-Miles; Laura Villanova (LION, 2014)

Large-Scale Unusual Time Series Detection. - Rob J. Hyndman; Earo Wang; Nikolay Laptev (ICDM Workshops, 2015)

On Sampling Methods for Costly Multi-Objective Black-Box Optimization. - Ingrida Steponavice; Mojdeh Shirazi-Manesh; Rob J. Hyndman; Kate Smith-Miles; Laura Villanova (Advances in Stochastic and Deterministic Global Optimization, 2016)

Fast computation of reconciled forecasts for hierarchical and grouped time series. - Rob J. Hyndman; Alan J. Lee; Earo Wang (Comput. Stat. Data Anal., 2016)

Forecasting Uncertainty in Electricity Smart Meter Data by Boosting Additive Quantile Regression. - Souhaib Ben Taieb; Raphaël Huser; Rob J. Hyndman; Marc G. Genton (IEEE Trans. Smart Grid, 2016)

Coherent Probabilistic Forecasts for Hierarchical Time Series. - Souhaib Ben Taieb; James W. Taylor; Rob J. Hyndman (ICML, 2017)

Forecasting with temporal hierarchies. - George Athanasopoulos; Rob J. Hyndman; Nikolaos Kourentzes; Fotios Petropoulos (Eur. J. Oper. Res., 2017)

Dynamic algorithm selection for pareto optimal set approximation. - Ingrida Steponavice; Rob J. Hyndman; Kate Smith-Miles; Laura Villanova (J. Glob. Optim., 2017)

A note on upper bounds for forecast-value-added relative to naïve forecasts. - Paul Goodwin; Fotios Petropoulos; Rob J. Hyndman (J. Oper. Res. Soc., 2017)

A note on the validity of cross-validation for evaluating autoregressive time series prediction. - Christoph Bergmeir; Rob J. Hyndman; Bonsoo Koo (Comput. Stat. Data Anal., 2018)

Exploring the sources of uncertainty: Why does bagging for time series forecasting work? - Fotios Petropoulos; Rob J. Hyndman; Christoph Bergmeir (Eur. J. Oper. Res., 2018)

Analysing Large Collections of Time Series (NII Shonan Meeting 2018-3). - Anne Driemel; Rob J. Hyndman; Galit Shmueli (NII Shonan Meet. Rep., 2018)

Machine learning applications in time series hierarchical forecasting. - Mahdi Abolghasemi; Rob J. Hyndman; Garth Tarr; Christoph Bergmeir (CoRR, 2019)

Principles and Algorithms for Forecasting Groups of Time Series: Locality and Globality. - Pablo Montero-Manso; Rob J. Hyndman (CoRR, 2020)

Forecasting for Social Good. - Bahman Rostami Tabar; Mohammad M. Ali; Tao Hong; Rob J. Hyndman; Michael D. Porter; Aris A. Syntetos (CoRR, 2020)

On normalization and algorithm selection for unsupervised outlier detection. - Sevvandi Kandanaarachchi; Mario A. Muñoz; Rob J. Hyndman; Kate Smith-Miles (Data Min. Knowl. Discov., 2020)

Optimal non-negative forecast reconciliation. - Shanika L. Wickramasuriya; Berwin A. Turlach; Rob J. Hyndman (Stat. Comput., 2020)

GRATIS: GeneRAting TIme Series with diverse and controllable characteristics. - Yanfei Kang; Rob J. Hyndman; Feng Li 028 (Stat. Anal. Data Min., 2020)

Sunspot Daily Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Sunspot Daily Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M1 Yearly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M3 Yearly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M3 Quarterly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M3 Monthly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M3 Other Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Yearly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Quarterly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Monthly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Daily Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

London Smart Meters Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M4 Hourly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Melbourne Pedestrian Counts Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Kaggle Wikipedia Web Traffic Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

KDD Cup Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

KDD Cup Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

CIF 2016 Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

US Births Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Saugeen River Flow (SaugeenDay) Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Electricity Demand (Elecdemand) Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

London Smart Meters Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Kaggle Wikipedia Web Traffic Daily Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Kaggle Wikipedia Web Traffic Daily Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Tourism Quarterly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Tourism Monthly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Tourism Yearly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

NN5 Daily Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

NN5 Daily Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

NN5 Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Traffic Hourly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Traffic Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Electricity Hourly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Electricity Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Solar Dataset (10 Minutes Observations). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Solar Weekly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M1 Quarterly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

M1 Monthly Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Wind Farms Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Mahdi Abolghasemi; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Wind Farms Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Mahdi Abolghasemi; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Solar Power Dataset (4 Seconds Observations). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Mahdi Abolghasemi; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Wind Power Dataset (4 Seconds Observations). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Mahdi Abolghasemi; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

COVID-19 Deaths Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Hospital Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Car Parts Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Car Parts Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2020)

Dominick Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Pablo Montero-Manso; Rob J. Hyndman (Zenodo, 2020)

Weather Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Pablo Montero-Manso; Rob J. Hyndman (Zenodo, 2020)

FRED-MD Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Pablo Montero-Manso; Rob J. Hyndman (Zenodo, 2020)

Monash Time Series Forecasting Archive. - Rakshitha Godahewa; Christoph Bergmeir; Geoffrey I. Webb; Rob J. Hyndman; Pablo Montero-Manso (NeurIPS Datasets and Benchmarks, 2021)

Hierarchical forecast reconciliation with machine learning. - Evangelos Spiliotis; Mahdi Abolghasemi; Rob J. Hyndman; Fotios Petropoulos; Vassilios Assimakopoulos (Appl. Soft Comput., 2021)

Manifold learning with approximate nearest neighbors. - Fan Cheng; Rob J. Hyndman; Anastasios Panagiotelis (CoRR, 2021)

Detection of cybersecurity attacks through analysis of web browsing activities using principal component analysis. - Insha Ullah; Kerrie L. Mengersen; Rob J. Hyndman; James M. McGree (CoRR, 2021)

A Look at the Evaluation Setup of the M5 Forecasting Competition. - Hansika Hewamalage; Pablo Montero-Manso; Christoph Bergmeir; Rob J. Hyndman (CoRR, 2021)

LoMEF: A Framework to Produce Local Explanations for Global Model Time Series Forecasts. - Dilini Rajapaksha; Christoph Bergmeir; Rob J. Hyndman (CoRR, 2021)

Forecasting Swiss exports using Bayesian forecast reconciliation. - Florian Eckert; Rob J. Hyndman; Anastasios Panagiotelis (Eur. J. Oper. Res., 2021)

Dimension Reduction for Outlier Detection Using DOBIN. - Sevvandi Kandanaarachchi; Rob J. Hyndman (J. Comput. Graph. Stat., 2021)

Anomaly Detection in High-Dimensional Data. - Priyanga Dilini Talagala; Rob J. Hyndman; Kate Smith-Miles (J. Comput. Graph. Stat., 2021)

Australian Electricity Demand Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

COVID-19 Mobility Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

COVID-19 Mobility Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Bitcoin Dataset with Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Bitcoin Dataset without Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Rideshare Dataset with Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Rideshare Dataset without Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Vehicle Trips Dataset with Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Vehicle Trips Dataset without Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Temperature Rain Dataset with Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Temperature Rain Dataset without Missing Values. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Oikolab Weather Dataset. - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2021)

Anomaly detection in dynamic networks. - Sevvandi Kandanaarachchi; Rob J. Hyndman (CoRR, 2022)

Fast Forecast Reconciliation Using Linear Models. - Mahsa Ashouri; Rob J. Hyndman; Galit Shmueli (J. Comput. Graph. Stat., 2022)

Visualizing Probability Distributions Across Bivariate Cyclic Temporal Granularities. - Sayani Gupta; Rob J. Hyndman; Dianne Cook; Antony Unwin (J. Comput. Graph. Stat., 2022)

Model selection in reconciling hierarchical time series. - Mahdi Abolghasemi; Rob J. Hyndman; Evangelos Spiliotis; Christoph Bergmeir (Mach. Learn., 2022)

Leave-One-Out Kernel Density Estimates for Outlier Detection. - Sevvandi Kandanaarachchi; Rob J. Hyndman (J. Comput. Graph. Stat., 2022)

Extended Wikipedia Web Traffic Daily Dataset (with Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2022)

Extended Wikipedia Web Traffic Daily Dataset (without Missing Values). - Rakshitha Godahewa; Christoph Bergmeir; Geoff Webb; Rob J. Hyndman; Pablo Montero-Manso (Zenodo, 2022)

Probabilistic forecast reconciliation: Properties, evaluation and score optimisation. - Anastasios Panagiotelis; Puwasala Gamakumara; George Athanasopoulos; Rob J. Hyndman (Eur. J. Oper. Res., 2023)

Extreme Value Modelling of Feature Residuals for Anomaly Detection in Dynamic Graphs. - Sevvandi Kandanaarachchi; Conrad Sanderson; Rob J. Hyndman (ISCMI, 2024)

Optimal forecast reconciliation with time series selection. - Xiaoqian Wang 014; Rob J. Hyndman; Shanika L. Wickramasuriya (Eur. J. Oper. Res., 2025)

Forecasting interrupted time series. - Rob J. Hyndman; Bahman Rostami Tabar (J. Oper. Res. Soc., 2025)