A NEW MULTIVARIATE ZERO-INFLATED HURDLE MODEL WITH APPLICATIONS IN AUTOMOBILE INSURANCE

نویسندگان

چکیده

Abstract The fact that a large proportion of insurance policyholders make no claims during one-year period highlights the importance zero-inflated count models when analyzing frequency claims. There is vast literature focused on univariate case models, while work in area multivariate considerably less advanced. Given companies write multiple lines business, where claim counts these business are often correlated, there strong incentive to analyze models. Motivated by idea Liu and Tian ( Computational Statistics Data Analysis , 83 200–222; 2015), we develop hurdle model describe data with extra zeros. This generalization offers more flexibility modeling behavior individual also incorporating correlation structure between for different business. We an application expectation–maximization (EM) algorithm enable statistical inference necessary estimate parameters associated our model. Our then applied automobile portfolio from major company Spain. demonstrate performance superior compared several alternatives.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A Dynamic Hurdle Model for Zero-Inflated Count Data∗

Excess zeros are encountered in many empirical count data applications. We provide a new explanation of extra zeros, related to the underlying stochastic process that generates events. The process has two rates, a lower rate until the first event, and a higher one thereafter. We derive the corresponding distribution of the number of events during a fixed period and extend it to account for obse...

متن کامل

New Multivariate Zero-inflated Binomial Distribution with Application

A new multivariate zero-inflated binomial distribution has the purpose of analyzing the multivariate proportional data with excessive zeros. The distributional properties of the purposed model are discussed. The Newton Raphson, Fisher score and expectation maximization algorithm are developed for estimating parameters of interest. The score test and the likelihood ratio test are derived for ass...

متن کامل

A Dynamic Hurdle Model for Zero-Inflated Count Data: With an Application to Health Care Utilization

Excess zeros are encountered in many empirical count data applications. We provide a new explanation of extra zeros, related to the underlying stochastic process that generates events. The process has two rates, a lower rate until the first event, and a higher one thereafter. We derive the corresponding distribution of the number of events during a fixed period and extend it to account for obse...

متن کامل

a new approach to credibility premium for zero-inflated poisson models for panel data

هدف اصلی از این تحقیق به دست آوردن و مقایسه حق بیمه باورمندی در مدل های شمارشی گزارش نشده برای داده های طولی می باشد. در این تحقیق حق بیمه های پبش گویی بر اساس توابع ضرر مربع خطا و نمایی محاسبه شده و با هم مقایسه می شود. تمایل به گرفتن پاداش و جایزه یکی از دلایل مهم برای گزارش ندادن تصادفات می باشد و افراد برای استفاده از تخفیف اغلب از گزارش تصادفات با هزینه پائین خودداری می کنند، در این تحقیق ...

15 صفحه اول

Multivariate zero-inflated modeling with latent predictors: Modeling feedback behavior

In educational studies, the use of computer-based assessments leads to the collection of multiple outcomes to assess student performance. The student-specific outcomes are correlated and often measured in different scales, such as continuous and count outcomes. A multivariate zero-inflated model with random effects is proposed and adapted for the challenging situation where the multiple outcome...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Astin Bulletin

سال: 2022

ISSN: ['0515-0361', '1783-1350']

DOI: https://doi.org/10.1017/asb.2021.39