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6190 - 增量衰退量模型專題(一) Special Topics in Increment Degradation Models (I)


教育目標 Course Target

藉由討論期刊論文,學習最新有關衰退量分析方面的統計方法。Learn the latest statistical methods on recession analysis by discussing journal articles.


課程概述 Course Description

A common method for modeling degradation processes involves the use of stochastic processes. The literature highlights several widely adopted models, including the Wiener process, gamma process, and inverse Gaussian process. Increment degradation models can be seen as extensions of these stochastic process-based models, achieved by relaxing the additive property. Increment degradation models are purely empirical in nature. This opens up opportunities to explore alternative distributions for modeling increments, allowing for a more flexible representation of degradation behavior. This course addresses the challenges that arise from the absence of the additive property, particularly in constructing likelihood functions and predicting lifetime distributions.
A common method for modeling degradation processes involves the use of stochastic processes. The literature highlights several widely adopted models, including the Wiener process, gamma process, and inverse Gaussian process. Increment degradation models can be seen as extensions of these stochastic process-based models, achieved by relaxing the additional property. Increment degradation models are purely empiric in nature. This opens up Opportunities to explore alternative distributions for modeling increments, allowing for a more flexible representation of degradation behavior. This course addresses the challenges that arise from the absence of the additional property, particularly in constructing likelihood functions and predicting lifetime distributions.


參考書目 Reference Books

selected papers
selected papers


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
期末報告期末報告
Final report
100

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Course Information

Description

學分 Credit:1-0
上課時間 Course Time:Tuesday/4[M438]
授課教師 Teacher:俞一唐
修課班級 Class:統計博3-7
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授課大綱 Course Plan: Open

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