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TITLE: Evaluating the Effectiveness of Time Series Transformers for Demand Forecasting in Retail  Full Text
AUTHORS: Oliveira, Jose Manuel ; Ramos, Patricia ;
PUBLISHED: 2024, SOURCE: MATHEMATICS, VOLUME: 12, ISSUE: 17
INDEXED IN: Scopus WOS CrossRef
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2
TITLE: Cross-Learning-Based Sales Forecasting Using Deep Learning via Partial Pooling from Multi-level Data
AUTHORS: Oliveira, Jose Manuel ; Ramos, Patricia ;
PUBLISHED: 2023, SOURCE: 24th International Conference on Engineering Applications of Neural Networks (EANN) in 24TH INTERNATIONAL CONFERENCE ON ENGINEERING APPLICATIONS OF NEURAL NETWORKS, EAAAI/EANN 2023, VOLUME: 1826
INDEXED IN: Scopus WOS CrossRef
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3
TITLE: Forecasting Seasonal Sales with Many Drivers: Shrinkage or Dimensionality Reduction?
AUTHORS: Ramos, Patricia ; Oliveira, Jose Manuel ; Kourentzes, Nikolaos; Fildes, Robert;
PUBLISHED: 2023, SOURCE: APPLIED SYSTEM INNOVATION, VOLUME: 6, ISSUE: 1
INDEXED IN: Scopus WOS CrossRef: 3
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4
TITLE: Investigating the Accuracy of Autoregressive Recurrent Networks Using Hierarchical Aggregation Structure-Based Data Partitioning
AUTHORS: Oliveira, Jose Manuel ; Ramos, Patricia ;
PUBLISHED: 2023, SOURCE: BIG DATA AND COGNITIVE COMPUTING, VOLUME: 7, ISSUE: 2
INDEXED IN: Scopus WOS CrossRef
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5
TITLE: Robust Sales forecasting Using Deep Learning with Static and Dynamic Covariates
AUTHORS: Ramos, Patricia ; Oliveira, Jose Manuel ;
PUBLISHED: 2023, SOURCE: APPLIED SYSTEM INNOVATION, VOLUME: 6, ISSUE: 5
INDEXED IN: Scopus WOS CrossRef
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6
TITLE: Assessing the Performance of Hierarchical Forecasting Methods on the Retail Sector  Full Text
AUTHORS: Jose Manuel Oliveira ; Patricia Ramos ;
PUBLISHED: 2019, SOURCE: ENTROPY, VOLUME: 21, ISSUE: 4
INDEXED IN: Scopus WOS CrossRef: 12
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TITLE: Evaluating the Forecasting Accuracy of Pure Time Series Models on Retail Data
AUTHORS: Patricia Ramos ; Jose Manuel Oliveira ; Rui Rebelo ;
PUBLISHED: 2016, SOURCE: 14th International Conference on Manufacturing Research (ICMR) in ADVANCES IN MANUFACTURING TECHNOLOGY XXX, VOLUME: 3
INDEXED IN: Scopus WOS
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9
TITLE: Management of Promotional Activity Supported by Forecasts Based on Assorted Information
AUTHORS: Catia Ribeiro; Jose Manuel Oliveira ; Patricia Ramos ;
PUBLISHED: 2016, SOURCE: 14th International Conference on Manufacturing Research (ICMR) in ADVANCES IN MANUFACTURING TECHNOLOGY XXX, VOLUME: 3
INDEXED IN: Scopus WOS
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10
TITLE: Sales Forecasting in Retail Industry Based on Dynamic Regression Models
AUTHORS: Jose Manuel Pinho; Jose Manuel Oliveira ; Patricia Ramos ;
PUBLISHED: 2016, SOURCE: 14th International Conference on Manufacturing Research (ICMR) in ADVANCES IN MANUFACTURING TECHNOLOGY XXX, VOLUME: 3
INDEXED IN: Scopus WOS
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