An Infrastructure and Approach for Inferring Knowledge Over Big Data in the Vehicle Insurance Industry
نویسندگان
چکیده
In recent years, insurance organizations have turned their attention to tapping into massive amounts of data that are continuously produced accross their IT ecosystem. Even though the concept of Big Data provides the needed infrastructure for efficient data management, especially in terms of storage and processing, the aspects of Value and Variety still remain a topic for further investigation. To this end, we propose an infrastructure that can be deployed on top of the legacy databases of insurance companies. The ultimate aim of this attempt is to provide an efficient manner to access data on-the-fly and derive new value. In our work, we propose a Property and Casualty ontology and then exploit an OBDA system in order to leverage its power.
منابع مشابه
A Conceptual Framework for Smart Hospital towards Industry 4.0
Background: The fourth industrial revolution consists of combining network devices with cloud computing methods and analyzing large data and artificial intelligence, which makes it possible to call such an infrastructure smart. In a Smart Hospital, all things and devices are designed to be connected and integrated, thus achieving better patient care, increasing efficiency and reducing time wast...
متن کاملA New Approach to Deploying Knowledge Management System Based on Organizational Infrastructure Variables in Human Resources Management of Iranian Oil Industry
Purpose of this research was to structure the problem of establishing a knowledge management system in Oil industry using a combination of factor analysis and DEMATEL approach to identifying the effective factors in the form of causal relationships to understand planners from the problem position and visualization of structures a complex relationship between factors. Firstly, the organization...
متن کاملDesigning the infrastructure model required for the implementation of knowledge management system in the international marketing sector of the oil industry
The purpose of this study is to design the infrastructure model required for the implementation of knowledge management system in the international marketing of the oil industry. Since in applied research, the main goal is not only scientific discovery, but also to test and study the application of knowledge, so the method of this research is applied in terms of purpose and has been done by exp...
متن کاملA model of existing risks in Iran’s insurance industry
Iranian insurance industry requires a mutation and serious change so that it can be addressed on the world field. One thing, which could considerably help the Iranian insurance companies, is strategic management. However, the results of researches indicate that many processes of strategy are leading to the failure in organizations and this, in addition to imposing additional expenditures to org...
متن کاملRetaining Customers Using Clustering and Association Rules in Insurance Industry: A Case Study
This study clusters customers and finds the characteristics of different groups in a life insurance company in order to find a way for prediction of customer behavior based on payment. The approach is to use clustering and association rules based on CRISP-DM methodology in data mining. The researcher could classify customers of each policy in three different clusters, using association rules. A...
متن کامل