Generalized higher-level automated innovization with application to inventory management

Created by W.Langdon from gp-bibliography.bib Revision:1.7686

@Article{Bandaru:2015:EJOR,

• author = "Sunith Bandaru and Tehseen Aslam and Amos H. C. Ng and Kalyanmoy Deb",
• title = "Generalized higher-level automated innovization with application to inventory management",
• journal = "European Journal of Operational Research",
• volume = "243",
• number = "2",
• pages = "480--496",
• year = "2015",
• ISSN = "0377-2217",
• DOI = "doi:10.1016/j.ejor.2014.11.015",
• URL = "http://www.sciencedirect.com/science/article/pii/S0377221714009199",
• abstract = "This paper generalises the automated innovization framework using genetic programming in the context of higher-level innovisation. Automated innovization is an unsupervised machine learning technique that can automatically extract significant mathematical relationships from Pareto-optimal solution sets. These resulting relationships describe the conditions for Pareto-optimality for the multi-objective problem under consideration and can be used by scientists and practitioners as thumb rules to understand the problem better and to innovate new problem solving techniques; hence the name innovization (innovation through optimisation). Higher-level innovization involves performing automated innovization on multiple Pareto-optimal solution sets obtained by varying one or more problem parameters. The automated innovization framework was recently updated using genetic programming. We extend this generalisation to perform higher-level automated innovization and demonstrate the methodology on a standard two-bar bi-objective truss design problem. The procedure is then applied to a classic case of inventory management with multi-objective optimisation performed at both system and process levels. The applicability of automated innovization to this area should motivate its use in other avenues of operational research.",
• keywords = "genetic algorithms, genetic programming, Automated innovization, Higher-level innovization, Inventory management, Knowledge discovery",

}

Genetic Programming entries for Sunith Bandaru Tehseen Aslam Amos H C Ng Kalyanmoy Deb

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