Evangelos Spiliotis

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 21

Top Topics

Decision Support

Machine Learning

Demand Forecasting

Temporal Aggregation

Top Venues

J. Oper. Res. Soc.

Publications

Evangelos Spiliotis, Fotios Petropoulos
On the update frequency of univariate forecasting models. Eur. J. Oper. Res. 314 (1) (2024)
Evangelos Theodorou, Evangelos Spiliotis, Vassilios Assimakopoulos
Optimizing inventory control through a data-driven and model-independent framework. EURO J. Transp. Logist. 12 (2023)
Spyros Makridakis, Evangelos Spiliotis, Vassilios Assimakopoulos, Artemios-Anargyros Semenoglou, Gary Mulder, Konstantinos Nikolopoulos
Statistical, machine learning and deep learning forecasting methods: Comparisons and ways forward. J. Oper. Res. Soc. 74 (3) (2023)
Artemios-Anargyros Semenoglou, Evangelos Spiliotis, Vassilios Assimakopoulos
Data augmentation for univariate time series forecasting with neural networks. Pattern Recognit. 134 (2023)
Sotiris Pelekis, Ioannis-Konstantinos Seisopoulos, Evangelos Spiliotis, Theodosios Pountridis, Evangelos Karakolis, Spiros Mouzakitis, Dimitris Askounis
A comparative assessment of deep learning models for day-ahead load forecasting: Investigating key accuracy drivers. CoRR (2023)
Alexandros-Menelaos Tzortzis, Sotiris Pelekis, Evangelos Spiliotis, Spiros Mouzakitis, John E. Psarras, Dimitris Askounis
Transfer learning for day-ahead load forecasting: a case study on European national electricity demand time series. CoRR (2023)
Artemios-Anargyros Semenoglou, Evangelos Spiliotis, Vassilios Assimakopoulos
Image-based time series forecasting: A deep convolutional neural network approach. Neural Networks 157 (2023)
Anastasios Kaltsounis, Evangelos Spiliotis, Vassilios Assimakopoulos
Conditional Temporal Aggregation for Time Series Forecasting Using Feature-Based Meta-Learning. Algorithms 16 (4) (2023)
Mahdi Abolghasemi, Rob J. Hyndman, Evangelos Spiliotis, Christoph Bergmeir
Model selection in reconciling hierarchical time series. Mach. Learn. 111 (2) (2022)
Diamantis Koutsandreas, Evangelos Spiliotis, Fotios Petropoulos, Vassilios Assimakopoulos
On the selection of forecasting accuracy measures. J. Oper. Res. Soc. 73 (5) (2022)
Evangelos Spiliotis, Spyros Makridakis, Artemios-Anargyros Semenoglou, Vassilios Assimakopoulos
Comparison of statistical and machine learning methods for daily SKU demand forecasting. Oper. Res. 22 (3) (2022)
Evangelos Spiliotis, Mahdi Abolghasemi, Rob J. Hyndman, Fotios Petropoulos, Vassilios Assimakopoulos
Hierarchical forecast reconciliation with machine learning. Appl. Soft Comput. 112 (2021)
Evangelos Theodorou, Shengjie Wang, Yanfei Kang, Evangelos Spiliotis, Spyros Makridakis, Vassilios Assimakopoulos
Exploring the representativeness of the M5 competition data. CoRR (2021)
Evangelos Spiliotis, Vassilios Assimakopoulos, Spyros Makridakis
Generalizing the Theta method for automatic forecasting. Eur. J. Oper. Res. 284 (2) (2020)
Dimitrios Sarris, Evangelos Spiliotis, Vassilios Assimakopoulos
Exploiting resampling techniques for model selection in forecasting: an empirical evaluation using out-of-sample tests. Oper. Res. 20 (2) (2020)
Evangelos Spiliotis, Mahdi Abolghasemi, Rob J. Hyndman, Fotios Petropoulos, Vassilios Assimakopoulos
Hierarchical forecast reconciliation with machine learning. CoRR (2020)
Mahdi Abolghasemi, Rob J. Hyndman, Evangelos Spiliotis, Christoph Bergmeir
Model selection in reconciling hierarchical time series. CoRR (2020)
Vangelis Marinakis, Haris Ch. Doukas, Evangelos Spiliotis, Ilias Papastamatiou
Decision Support for Intelligent Energy Management in Buildings Using the Thermal Comfort Model. Int. J. Comput. Intell. Syst. 10 (1) (2017)
Ilias Papastamatiou, Haris Ch. Doukas, Evangelos Spiliotis, John E. Psarras
How "OPTIMUS" is a city in terms of energy optimization? e-SCEAF: A web based decision support tool for local authorities. Inf. Fusion 29 (2016)
Evangelos Spiliotis, Vangelis Marinakis, Haris Ch. Doukas, John E. Psarras
Integrating a decision support system with smart grid infrastructures and ICT solutions towards energy cost reduction: An action plan to optimally schedule the operation of heating and electricity systems. IISA (2016)
Haris Ch. Doukas, Vangelis Marinakis, Evangelos Spiliotis, John E. Psarras
OPTIMUS decision support tools: Transforming multidisciplinary data to energy management action plans. IISA (2016)
Evangelos Spiliotis, George Anastasopoulos, Phaedra Dede, Vangelis Marinakis, Haris Ch. Doukas
A framework for integrating user experience in action plan evaluation through social media: Transforming user generated content into knowledge to optimise energy use in buildings. IISA (2015)
Stella Androulaki, Evangelos Spiliotis, Haris Ch. Doukas, Ilias Papastamatiou, John E. Psarras
Proposing a Smart City Energy Assessment Framework linking local vision with data sets. IISA (2014)