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Keywords: Machine Learning
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Journal Articles
International Journal of Physical Distribution & Logistics Management (2024) 54 (7-8): 755–774.
Published: 08 May 2024
...Behzad Maleki Vishkaei; Pietro De Giovanni Purpose This paper aims to use Bayesian network (BN) methodology complemented by machine learning (ML) and what-if analysis to investigate the impact of digital technologies (DT) on logistics service quality (LSQ), employing the service quality (SERVQUAL...
Includes: Supplementary data
Journal Articles
Intelligent algorithms applied to the prediction of air freight transportation delays
Available to PurchaseGuilherme Dayrell Mendonça, Stanley Robson de Medeiros Oliveira, Orlando Fontes Lima Jr, Paulo Tarso Vilela de Resende
International Journal of Physical Distribution & Logistics Management (2024) 54 (1): 61–91.
Published: 19 December 2023
... transport shipment delays in a machine learning application. Design/methodology/approach The research database contained 2,244 air freight intercontinental shipments to 4 automotive production plants in Latin America. Different algorithm classes were tested in the knowledge discovery in databases (KDD...
Journal Articles
Extending and understanding: an application of machine learning to the World Bank's logistics performance index
Available to Purchase
International Journal of Physical Distribution & Logistics Management (2023) 53 (9): 985–1014.
Published: 08 May 2023
... identify groups of country characteristics that influence LPI scores. Design/methodology/approach Using data from the World Development Indicators—the broadest global dataset of country socioeconomic features—the authors test machine learning algorithms for their ability to predict the LPI. The authors...
Journal Articles
A large-scale real-world comparative study using pre-COVID lockdown and post-COVID lockdown data on predicting shipment times of therapeutics in e-pharmacy supply chains
Available to Purchase
International Journal of Physical Distribution & Logistics Management (2022) 52 (7): 512–537.
Published: 05 July 2022
...-COVID lockdown. The researchers built various Machine Learning (ML) classifier models on the two datasets, namely, Random Forest (RF), Extra Trees (XRT), Decision Tree (DT), Multi-Layer Perceptron (MLP), XGBoost (XGB), CatBoost (CB), Linear Stochastic Gradient Descent (SGD) and the Linear Naïve Bayes...
