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A dual frailty model for lifetime analysis in maritime transportation

机译:海上运输寿命分析的双重脆弱模型

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摘要

We consider changes in ownership of commercial shipping vessels from an event history perspective. Each change in ownership can be influenced by the properties of the vessel itself, its age and history to date, the characteristics of both the seller and the buyer, and time-varying market conditions. Similar factors can affect the process of deciding when to scrap the vessel as no longer being economically viable. We consider a multi-state approach in which states are defined by the owning companies, a sale marks a transition, and scrapping of the vessel corresponds to moving to an absorbing state. We propose a dual frailty model that attempts to capture unexplained heterogeneity in the data, with one frailty term for the seller and one for the buyer. We describe a Monte Carlo Markov chain estimation procedure and verify its accuracy through simulations. We investigate the consequences of mistakenly ignoring frailty in these circumstances. We compare results with and without the inclusion of frailty.Electronic supplementary materialThe online version of this article (10.1007/s10985-019-09463-3) contains supplementary material, which is available to authorized users.
机译:我们从事件历史的角度考虑商业船所有权的变化。所有权的每次变化都可能受到船舶本身的属性,船舶的年龄和历史,卖方和买方的特征以及时变的市场条件的影响。类似的因素可能会影响决定何时报废船舶的过程,因为这在经济上不再可行。我们考虑一种多州方法,其中状态由拥有公司定义,销售标志着过渡,拆船对应于转移到吸收状态。我们提出了一种双重脆弱模型,该模型试图捕获数据中无法解释的异质性,其中一个脆弱术语用于卖方,一个脆弱术语用于买方。我们描述了蒙特卡洛马尔可夫链估计程序,并通过仿真验证了其准确性。我们调查在这种情况下错误地忽略虚弱的后果。电子的补充材料本文的在线版本(10.1007 / s10985-019-09463-3)包含补充的材料,可供授权用户使用。

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