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An integrated Bayesian-Game theoretic approach for product portfolio planning of a multi-attributed product in a duopolistic market

机译:贝叶斯博弈理论的综合方法,用于双寡头垄断市场中多属性产品的产品组合计划

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摘要

The focus of this paper is to develop a Bayesian-Game theoretic framework for product portfolio planning problem thereby aiding the manufacturers operating across variety of product industries to offer the right product portfolio set. The problem is modelled for a duopolistic market and the product type considered is characterised by multiple product attributes having varying attribute levels. Initially, feasible product portfolio candidates are generated in terms of combinations of different product attributes and their attribute levels employing the attribute compatibility constraint. Different product portfolio sets thus generated function as different product offering strategies of the two manufacturers. Thereafter, employing the function-based cost-estimating framework and multi-linear regression methodology, manufacturing costs and product premiums, respectively, are estimated for different product portfolios. Utilising the Bayesian risk network, the purchase probabilities are estimated in high, medium and low-risk states for various product portfolios. The purchase probability is made a function of price and functionality. The purchase probabilities thus obtained acts as an input to the final pay-off calculation. Finally, employing these pay-off values, product offering scenarios are populated for the two manufacturers both in equilibrium and non-equilibrium state.
机译:本文的重点是为产品组合计划问题开发贝叶斯博弈理论框架,从而帮助跨各种产品行业运作的制造商提供正确的产品组合集。该问题是针对双寡头市场建模的,所考虑的产品类型的特征是具有不同属性级别的多个产品属性。最初,使用属性兼容性约束,根据不同产品属性及其属性级别的组合生成可行的产品组合候选。因此,不同的产品组合集产生了两个制造商的不同产品提供策略的功能。此后,采用基于功能的成本估算框架和多元线性回归方法,分别针对不同的产品组合估算制造成本和产品溢价。利用贝叶斯风险网络,可以估计各种产品组合在高,中和低风险状态下的购买概率。购买概率取决于价格和功能。这样获得的购买概率充当最终支付计算的输入。最后,利用这些收益值,在平衡和非平衡状态下为两个制造商填充产品提供方案。

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