特刊-统计中的通信-案例研究和数据分析-第六届随机建模技术和数据分析国际会议

C. Skiadas, Yiannis Dimotikalis, M. Caruana
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摘要

本期统计方法和数据分析特刊包含11篇在第六届随机建模技术和数据分析国际会议(SMTDA2020)上发表的特邀文章。应邀的文章,理论,实验和观察,提出了新的结果,在现实生活中的问题应用。一个重要的目标是选择文章,提出新的方法来分析现实生活中的数据,并导致相关领域的进步。以下文章包括在这个特刊中:马克A.卡鲁阿纳和利亚姆·格雷奇介绍了他们在“汽车保险欺诈检测”方面的工作。他们探讨了保险公司因欺诈性索赔而遭受经济损失的风险。Alexander Kolnogorov和Denis Grunev在他们的论文“中等控制水平上Bernoulli双臂强盗的极小极大策略”中考虑了中等控制水平上的Bernoulli双臂强盗问题,该问题适用于在存在两种具有不同先验未知效率的处理方法时处理适量数据的优化。Panagiota Giannouli, Alex Karagrigoriou, Christos Kountzakis和Kimon Ntotsis在他们的论文“信用评分建模和预测的多层次降维:希腊的经验证据”中提出了一种创新的方法,不仅使用金融特征,而且使用信用行为特征来灵活准确地建立信用评分模型。Norio Watanabe正在讨论“模糊理论和统计学——模糊数据分析”,并介绍了一些分析模糊数据的统计工具。模糊数据分析在与人类敏感性相关的领域具有重要意义。
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Special issue – Communications in statistics – Case studies and data analysis – 6th stochastic modeling techniques and data analysis international conference
This Special Issue on Statistical Methods and Data Analysis contains eleven invited articles presented at the 6th Stochastic Modeling Techniques and Data Analysis International Conference (SMTDA2020). The invited articles, theoretical, experimental and observational, present new results that have applications in real-life problems. An important objective was to select articles that present new methods for analyzing real-life data and lead to the advancement of the related fields. The following articles are included in this Special Issue: Mark A. Caruana and Liam Grech present their work on “Automobile Insurance Fraud Detection.” They explore the risk of incurring financial losses from fraudulent claims concerning insurance companies. Alexander Kolnogorov and Denis Grunev in their paper on “Minimax Strategies for Bernoulli Two-Armed Bandit on a Moderate Control Horizon” consider a Bernoulli two-armed bandit problem on a moderate control horizon as applied to optimization of processing moderate amounts of data when there are two processing methods available with different a priori unknown efficiencies. Panagiota Giannouli, Alex Karagrigoriou, Christos Kountzakis and Kimon Ntotsis in their paper “Multilevel Dimension Reduction for Credit Scoring Modelling and Prediction: Empirical Evidence for Greece” propose an innovative approach to flexible and accurate credit scoring modeling with the use of not only financial but also credit behavioral characteristics. Norio Watanabe is discussing “Fuzzy Theories and Statistics – Fuzzy Data Analysis –” and introduces some statistical tools for analyzing fuzzy data. The fuzzy data analysis is important in the fields related to human sensitivity.
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