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Title Bundle AI: An Application of Multiple Constraint Knapsack Problem (MCKP) Through Genetic Algorithm (GA)
Posted by Orven Llantos
Authors Carloman, Angel Nicole; Bermudo, Urel Van William; Estilloso, Eiries Marc; Llantos, Orven E
Publication date 2024/01/15
Journal Procedia Computer Science
Volume 231
Pages 24-31
Publisher Elsevier
Abstract Bundle AI is a marketing tool project motivated to provide solutions for manual product bundling, a popular marketing strategy that boosts sales of low-selling products and encourages mass purchases with promising customer satisfaction. It is a cost-effective solution as it does not depend on large volumes of transactional data, which is suitable for small businesses. The bundling of products was defined as a Multiple Constraints Knapsack Problem where the best solution is determined using Genetic Algorithm. Bundle AI delivers the fit product bundle with the incorporation of the value and reward system.
Index terms / Keywords Artificial Intelligence, Marketing, Product Bundling, Multiple Constraint Knapsack Problem, Genetic Algorithm
DOI https://doi.org/10.1016/j.procs.2023.12.153
URL https://www.sciencedirect.com/science/article/pii/S1877050923021658