Every reference with a DOI in the deposited reference list resolved to a known
work in Crossref or DataCite at the dated check, and none carried a retraction,
withdrawal, or removal notice.
The 58 checked references that resolve
resolves10.1016/j.eswa.2012.01.039A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition
resolves10.1016/j.ijforecast.2008.11.010Effective forecasting and judgmental adjustments: an empirical evaluation and strategies for improvement in supply-chain planning
resolves10.1006/jcss.1997.1504A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting
resolves10.1002/for.3980010202The accuracy of extrapolation (time series) methods: Results of a forecasting competition
resolves10.1287/mnsc.1070.0786A Comparison of Univariate Time Series Methods for Forecasting Intraday Arrivals at a Call Center
The 33 references without a DOI — listed, not checked
no DOI — not checkedref7
no DOI — not checkedref9
no DOI — not checkedref10
no DOI — not checkedref11
no DOI — not checkedData aggregation and demand prediction
no DOI — not checkedForecasting time series with complex seasonal patterns using exponential smoothing
no DOI — not checkedAlexandros Nikas. 2021. Low-cost emissions cuts in container shipping: Thinking inside the box
no DOI — not checkedMeasuring Moore's Law: Evidence from Price
no DOI — not checkedref28
no DOI — not checkedFVA: A reality check on forecasting practices
no DOI — not checkedref36
no DOI — not checkedAutomatic time series forecasting: The forecast package for R
no DOI — not checkedA state space framework for automatic forecasting using exponential smoothing methods
no DOI — not checkedSimple averaging of direct and recursive forecasts via partial pooling using machine learning
no DOI — not checkedLightgbm: A highly efficient gradient boosting decision tree
no DOI — not checkedCommentary on the M5 forecasting competition
no DOI — not checkedRetail sales forecasting with meta-learning
no DOI — not checkedStatistical and machine learning forecasting methods: Concerns and ways forward
no DOI — not checkedref63
no DOI — not checkedVassilios Assimakopoulos. 2022b. The M5 competition: Background, organization, and implementation
no DOI — not checkedThe m5 uncertainty competition: Results, findings and conclusions
no DOI — not checkedref66
no DOI — not checkedOn the order determination of ARIMA models
no DOI — not checkedref75
no DOI — not checkedRetail sales forecasting at walmart
no DOI — not checkedref78
no DOI — not checkedApplicability of the M5 to Forecasting at Walmart
no DOI — not checkedInvestigating the accuracy of cross-learning time series forecasting methods
no DOI — not checkedComparison of statistical and machine learning methods for daily SKU demand forecasting
no DOI — not checkedref83
no DOI — not checkedref88
no DOI — not checkedForecasting at scale: The architecture of a modern retail forecasting system
no DOI — not checkedOn a method of investigating periodicities in disturbed series, with special reference to wolfer's sunspot numbers
checked 2026-09-15 — re-checked daily as this page is visited;
titles and statuses come from Crossref and DataCite and are not part of the signed record
Both snippets point at the live badge image and link back to this page. The
badge re-renders from the daily check, so an embed never goes stale by more than a day of visits.