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TITLE: Deep Learning-Driven Integration of Multimodal Data for Material Property Predictions
AUTHORS: Vitor Costa; José Manuel Oliveira ; Patrícia Ramos;
PUBLISHED: 2025
INDEXED IN: CrossRef
IN MY: ORCID
2
TITLE: Transformer-Based Models for Probabilistic Time Series Forecasting with Explanatory Variables  Full Text
AUTHORS: Ricardo Caetano; José Manuel Oliveira ; Patrícia Ramos ;
PUBLISHED: 2025, SOURCE: Mathematics, VOLUME: 13, ISSUE: 5
INDEXED IN: CrossRef
3
TITLE: Enhancing Hierarchical Sales Forecasting with Promotional Data: A Comparative Study Using ARIMA and Deep Neural Networks
AUTHORS: Teixeira, Mariana; Oliveira, Jose Manuel ; Ramos, Patricia ;
PUBLISHED: 2024, SOURCE: MACHINE LEARNING AND KNOWLEDGE EXTRACTION, VOLUME: 6, ISSUE: 4
INDEXED IN: Scopus WOS CrossRef
IN MY: ORCID
4
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
IN MY: ORCID
5
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
IN MY: ORCID
6
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: 5
IN MY: ORCID
7
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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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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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: 14
IN MY: ORCID
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