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Authors: Nikos Kanakaris ; Nikos Karacapilidis and Alexis Lazanas

Affiliation: Industrial Management and Information Systems Lab, MEAD, University of Patras, 26504 Rio Patras and Greece

Keyword(s): Project Management, Machine Learning, Operations Research, Intelligent Optimization.

Related Ontology Subjects/Areas/Topics: Applications ; Enterprise Information Systems ; Information Systems Analysis and Specification ; Operational Research ; Project Management

Abstract: Project Management is a complex practice that is associated with a series of challenges to organizations and experts worldwide. Aiming to advance this practice, this paper proposes a hybrid approach that builds on the synergy between contemporary Machine Learning and Operations Research tools. The proposed approach integrates the predictive orientation of Machine Learning techniques with the prescriptive nature of Operations Research algorithms. It can aid the planning, monitoring and execution of common PM tasks such as resource allocation, task assignment, and task duration estimation. The applicability of our approach is demonstrated through two realistic examples.

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Paper citation in several formats:
Kanakaris, N.; Karacapilidis, N. and Lazanas, A. (2019). On the Advancement of Project Management through a Flexible Integration of Machine Learning and Operations Research Tools. In Proceedings of the 8th International Conference on Operations Research and Enterprise Systems - ICORES; ISBN 978-989-758-352-0; ISSN 2184-4372, SciTePress, pages 362-369. DOI: 10.5220/0007387103620369

@conference{icores19,
author={Nikos Kanakaris. and Nikos Karacapilidis. and Alexis Lazanas.},
title={On the Advancement of Project Management through a Flexible Integration of Machine Learning and Operations Research Tools},
booktitle={Proceedings of the 8th International Conference on Operations Research and Enterprise Systems - ICORES},
year={2019},
pages={362-369},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007387103620369},
isbn={978-989-758-352-0},
issn={2184-4372},
}

TY - CONF

JO - Proceedings of the 8th International Conference on Operations Research and Enterprise Systems - ICORES
TI - On the Advancement of Project Management through a Flexible Integration of Machine Learning and Operations Research Tools
SN - 978-989-758-352-0
IS - 2184-4372
AU - Kanakaris, N.
AU - Karacapilidis, N.
AU - Lazanas, A.
PY - 2019
SP - 362
EP - 369
DO - 10.5220/0007387103620369
PB - SciTePress

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