Analysis of Run-Off-Road Accidents by Association Rule Mining and Geographic Information System Techniques on Imbalanced Datasets
نویسندگان
چکیده
منابع مشابه
An Analysis on Association Rule Mining Techniques
Association rule mining is a subfield of Data mining. It is a popular and widely used method to extract interesting and useful patterns from large sets of data. The first Rule Mining Algorithm was formulated by R. Agrawal in 1993. After the Apriori Algorithm formulated by R. Agrawal, many other algorithms have been proposed. Each of these algorithms has its own advantages and disadvantages over...
متن کاملTechniques of OLAP and Association Rule Mining
OLAP is a multidimensional view of complete data in the data store used for multidimensional analysis. It is the most practical approach used in the data warehouse for analytical process of large data and provides tools for analytical and statistical analysis of data. While Association rule learning is a popular and researched method for discovering interesting relations between variables in ve...
متن کاملAssociation of Life Stress with Road Accidents
Abstract Introduction: Road accidents are a major cause of health problems in the world, and lifestyle stress is one of the most important factors in the occurrence of these events. Objective: The aim of this study was to determine the association between life stress and road accidents. Materials and Methods: A case-control study was conducted in Hamadan in 2013. The sampling method was carr...
متن کاملClass Association Rule Mining with Multiple Imbalanced Attributes
In this paper, we propose a novel framework to deal with data imbalance in class association rule mining. In each class association rule, the right-hand is a target class while the left-hand may contain one or more attributes. This framework is focused on the multiple imbalanced attributes on the left-hand. In the proposed framework, the rules with and without imbalanced attributes are processe...
متن کاملParallel Association Rule Mining on Heterogeneous System
Association Rule Mining from transaction–oriented databases is one of the important process that finds relation between items and plays important role in decision making. Parallel algorithms are required because of large size of the database to be mined. Most of the algorithms designed were for homogeneous system uses static load balancing technique which is far from reality. A parallel algorit...
متن کاملذخیره 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: Sustainability
سال: 2020
ISSN: 2071-1050
DOI: 10.3390/su12124882