【管理科学与工程系学术讲座】Marketing New Products: Bass Model on Random Networks
发布时间:05-24-17

管理科学与工程系学术讲座

题 目:Marketing New Products: Bass Model on Random Networks

主讲人:Junling Ma(维多利亚大学数学与统计系副教授)

时 间:2017年5月31日 上午10:30-11:30

地 点: 同济大厦A楼1922会议室 

马君岭教授简介:

马君岭(Junling Ma)维多利亚大学数学与统计系副教授,2003年博士毕业于普林斯顿大学,师从生物数学家Simon Levin院士,长期从事社会网络、信息传播、疾病建模和控制方面的研究,等方面的研究工作,已经在Nature Communications,Bulletin of Mathematical Biology等杂志发表20多篇论文。 

Abstract:

We consider the problem of marketing a new product in a population modelled as a random graph, in which each individual (node) has a random number of connections to other individuals. Marketing can occur via word of mouth along edges, or via advertising. Our main result is an adaptation of the Miller-Volz model, describing the spread of an infectious disease, to this setting, leading to a generalized Bass marketing model. The Miller-Volz model can be directly applied to word-of-mouth marketing. The main challenge lies in revising the Miller-Volz model to incorporate advertisement, which we solve by introducing a marketing node that is connected to every individual in the population. We tested this model for Poisson and scale-free random networks, and found excellent agreement with microscopic simulations. In the homogeneous limit where the number of individuals goes to ∞ and the network is completely connected our model becomes the classical Bass model. We further present the generalization of this model to two competing products. For a completely connected network this model is again consistent with the known continuum limit. Numerical simulations show excellent agreement with microscopic simulations obtained via an adaptation of the Gillespie algorithm. Our model shows that, if the two products have the same word-of-mouth marketing rate on the network, then the ratio of their market shares is exactly the ratio of their advertisement rates.

 

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