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1

On the identification of sales forecasting models in the presence of promotions

Trapero, Juan R, Kourentzes, Nikolaos, Fildes, Robert

Journal:

Journal of the Operational Research Society

Year:

2015

Language:

english

File:

PDF, 330 KB

english, 2015

2

Demand forecasting by temporal aggregation: Using optimal or multiple aggregation levels?

Kourentzes, Nikolaos, Rostami-Tabar, Bahman, Barrow, Devon K.

Journal:

Journal of Business Research

Year:

2017

Language:

english

File:

PDF, 442 KB

english, 2017

3

Optimising Forecasting Models for Inventory Planning

Kourentzes, Nikolaos, Trapero, Juan R., Barrow, Devon K

Journal:

SSRN Electronic Journal

Year:

2019

Language:

english

File:

PDF, 764 KB

english, 2019

4

Intermittent demand forecasts with neural networks

Kourentzes, Nikolaos

Journal:

International Journal of Production Economics

Year:

2013

Language:

english

File:

PDF, 431 KB

english, 2013

5

Forecasting with temporal hierarchies

Athanasopoulos, George, Hyndman, Rob J., Kourentzes, Nikolaos, Petropoulos, Fotios

Journal:

European Journal of Operational Research

Year:

2017

Language:

english

File:

PDF, 1000 KB

english, 2017

6

Tactical sales forecasting using a very large set of macroeconomic indicators

Sagaert, Yves R., Aghezzaf, El-Houssaine, Kourentzes, Nikolaos, Desmet, Bram

Journal:

European Journal of Operational Research

Year:

2017

Language:

english

File:

PDF, 973 KB

english, 2017

7

Another look at forecast selection and combination: Evidence from forecast pooling

Kourentzes, Nikolaos, Barrow, Devon, Petropoulos, Fotios

Journal:

International Journal of Production Economics

Year:

2018

Language:

english

File:

PDF, 667 KB

english, 2018

8

Forecast combinations for intermittent demand

Petropoulos, Fotios, Kourentzes, Nikolaos

Journal:

Journal of the Operational Research Society

Year:

2015

Language:

english

File:

PDF, 265 KB

english, 2015

9

Validation and forecasting accuracy in models of climate change

Robert Fildes, Nikolaos Kourentzes

Journal:

International Journal of Forecasting

Year:

2011

Language:

english

File:

PDF, 579 KB

english, 2011

10

Feature selection for time series prediction – A combined filter and wrapper approach for neural networks

Sven F. Crone, Nikolaos Kourentzes

Journal:

Year:

2010

Language:

english

File:

PDF, 521 KB

english, 2010

11

Neural network ensemble operators for time series forecasting

Kourentzes, Nikolaos, Barrow, Devon K., Crone, Sven F.

Journal:

Expert Systems with Applications

Year:

2014

Language:

english

File:

PDF, 873 KB

english, 2014

12

Distributions of forecasting errors of forecast combinations: implications for inventory management

Barrow, Devon, Kourentzes, Nikolaos

Journal:

International Journal of Production Economics

Year:

2016

Language:

english

File:

PDF, 857 KB

english, 2016

13

Temporal Big Data for Tactical Sales Forecasting in the Tire Industry

Sagaert, Yves R., Aghezzaf, El-Houssaine, Kourentzes, Nikolaos, Desmet, Bram

Journal:

Year:

2017

Language:

english

File:

PDF, 554 KB

english, 2017

14

Judgmental selection of forecasting models

Petropoulos, Fotios, Kourentzes, Nikolaos, Nikolopoulos, Konstantinos, Siemsen, Enno

Journal:

Journal of Operations Management

Year:

2018

Language:

english

File:

PDF, 1.06 MB

english, 2018

15

Incorporating macroeconomic leading indicators in tactical capacity planning

Sagaert, Yves R., Kourentzes, Nikolaos, De Vuyst, Stijn, Aghezzaf, El-Houssaine, Desmet, Bram

Journal:

International Journal of Production Economics

Year:

2018

Language:

english

File:

PDF, 1.01 MB

english, 2018

16

Optimising Forecasting Models for Inventory Planning

Kourentzes, Nikolaos, Trapero, Juan R., Barrow, Devon K

Journal:

SSRN Electronic Journal

Year:

2019

File:

PDF, 764 KB

2019

17

Improving forecasting by estimating time series structural components across multiple frequencies

Kourentzes, Nikolaos, Petropoulos, Fotios, Trapero, Juan R.

Journal:

International Journal of Forecasting

Year:

2014

Language:

english

File:

PDF, 640 KB

english, 2014

18

On intermittent demand model optimisation and selection

Kourentzes, Nikolaos

Journal:

International Journal of Production Economics

Year:

2014

Language:

english

File:

PDF, 799 KB

english, 2014

19

[IEEE 2012 International Joint Conference on Neural Networks (IJCNN 2012 - Brisbane) - Brisbane, Australia (2012.06.10-2012.06.15)] The 2012 International Joint Conference on Neural Networks (IJCNN) - Data driven fitting sample selection for time series forecasting with neural networks

Kourentzes, Nikolaos

Year:

2012

Language:

english

File:

PDF, 795 KB

english, 2012

20

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - An evaluation of neural network ensembles and model selection for time series prediction

Barrow, Devon K., Crone, Sven F., Kourentzes, Nikolaos

Year:

2010

Language:

english

File:

PDF, 668 KB

english, 2010

21

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - Naive Support Vector Regression and Multilayer Perceptron benchmarks for the 2010 neural network grand competition (NNGC) on time series prediction

Crone, Sven F., Kourentzes, Nikolaos

Year:

2010

Language:

english

File:

PDF, 759 KB

english, 2010

22

[IEEE 2009 International Joint Conference on Neural Networks (IJCNN 2009 - Atlanta) - Atlanta, Ga, USA (2009.06.14-2009.06.19)] 2009 International Joint Conference on Neural Networks - Input-variable specification for Neural Networks - An analysis of forecasting low and high time series frequency

Crone, Sven F., Kourentzes, Nikolaos

Year:

2009

Language:

english

File:

PDF, 2.18 MB

english, 2009

23

[IEEE 2010 International Joint Conference on Neural Networks (IJCNN) - Barcelona, Spain (2010.07.18-2010.07.23)] The 2010 International Joint Conference on Neural Networks (IJCNN) - Frequency independent automatic input variable selection for Neural Networks for forecasting

Kourentzes, Nikolaos, Crone, Sven F.

Year:

2010

Language:

english

File:

PDF, 409 KB

english, 2010

24

[IEEE 2011 International Joint Conference on Neural Networks (IJCNN 2011 - San Jose) - San Jose, CA, USA (2011.07.31-2011.08.5)] The 2011 International Joint Conference on Neural Networks - The impact of preprocessing on forecasting electrical load: An empirical evaluation of segmenting time series into subseries

Crone, Sven F., Kourentzes, Nikolaos

Year:

2011

Language:

english

File:

PDF, 811 KB

english, 2011

25

Forecasting with multivariate temporal aggregation: The case of promotional modelling

Kourentzes, Nikolaos, Petropoulos, Fotios

Journal:

International Journal of Production Economics

Year:

2015

Language:

english

File:

PDF, 867 KB

english, 2015

26

Another look at estimators for intermittent demand

Petropoulos, Fotios, Kourentzes, Nikolaos, Nikolopoulos, Konstantinos

Journal:

International Journal of Production Economics

Year:

2016

Language:

english

File:

PDF, 692 KB

english, 2016

27

Empirical safety stock estimation based on kernel and GARCH models

Trapero, Juan R., Cardós, Manuel, Kourentzes, Nikolaos

Journal:

Year:

2018

Language:

english

File:

PDF, 1.05 MB

english, 2018

28

Quantile forecast optimal combination to enhance safety stock estimation

Trapero, Juan R., Cardós, Manuel, Kourentzes, Nikolaos

Journal:

International Journal of Forecasting

Year:

2018

Language:

english

File:

PDF, 630 KB

english, 2018

29

Validation and forecasting accuracy in models of climate change: Postscript

Robert Fildes, Nikolaos Kourentzes

Journal:

International Journal of Forecasting

Year:

2011

Language:

english

File:

PDF, 117 KB

english, 2011

30

[IEEE 2011 International Joint Conference on Neural Networks (IJCNN 2011 - San Jose) - San Jose, CA, USA (2011.07.31-2011.08.5)] The 2011 International Joint Conference on Neural Networks - Semi-supervised monitoring of electric load time series for unusual patterns

Kourentzes, Nikolaos, Crone, Sven F.

Year:

2011

Language:

english

File:

PDF, 676 KB

english, 2011

31

Short-term solar irradiation forecasting based on Dynamic Harmonic Regression

Trapero, Juan R., Kourentzes, Nikolaos, Martin, A.

Journal:

Year:

2015

Language:

english

File:

PDF, 518 KB

english, 2015

32

The Impact of Special Days in Call Arrivals Forecasting: A Neural Network Approach to Modelling Special Days

Barrow, Devon, Kourentzes, Nikolaos

Journal:

European Journal of Operational Research

Year:

2016

Language:

english

File:

PDF, 950 KB

english, 2016

33

Book review

Kourentzes, Nikolaos

Journal:

International Journal of Forecasting

Year:

2017

Language:

english

File:

PDF, 168 KB

english, 2017

34

Unconstraining methods for revenue management systems under small demand

Kourentzes, Nikolaos, Li, Dong, Strauss, Arne K.

Journal:

Journal of Revenue and Pricing Management

Year:

2017

Language:

english

File:

PDF, 776 KB

english, 2017

35

Demand forecasting with user-generated online information

Schaer, Oliver, Kourentzes, Nikolaos, Fildes, Robert

Journal:

International Journal of Forecasting

Year:

2018

Language:

english

File:

PDF, 915 KB

english, 2018

36

Cross-temporal aggregation: Improving the forecast accuracy of hierarchical electricity consumption

Spiliotis, Evangelos, Petropoulos, Fotios, Kourentzes, Nikolaos, Assimakopoulos, Vassilios

Journal:

Year:

2020

Language:

english

File:

PDF, 1.36 MB

english, 2020

37

Optimising forecasting models for inventory planning

Kourentzes, Nikolaos, Trapero, Juan R., Barrow, Devon K.

Journal:

International Journal of Production Economics

Year:

2019

File:

PDF, 1.28 MB

2019

38

Cross-temporal aggregation: Improving the forecast accuracy of hierarchical electricity consumption

Spiliotis, Evangelos, Petropoulos, Fotios, Kourentzes, Nikolaos, Assimakopoulos, Vassilios

Journal:

Year:

2020

File:

PDF, 1.36 MB

2020

39

Elucidate structure in intermittent demand series

Kourentzes, Nikolaos, Athanasopoulos, George

Journal:

European Journal of Operational Research

Year:

2020

File:

PDF, 1.05 MB

2020

40

Automatic robust estimation for exponential smoothing: Perspectives from statistics and machine learning

Barrow, Devon, Kourentzes, Nikolaos, Sandberg, Rickard, Niklewski, Jacek

Journal:

Expert Systems with Applications

Year:

2020

File:

PDF, 1.55 MB

2020