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Journal ArticleDOI

Car Accident Detection and Notification System Using Smartphone

TLDR
This report shows the outcome by applying large scale data mining techniques on the Finnish roads to look into practicability of Robust clustering, to find the associations and repeated item sets and applying apprehend methods for the analysis of road accidents.
Abstract
This report shows the outcome by applying large scale data mining techniques on the Finnish roads. From the research study it is very difficult task to perform because the collected data have uncertainty, incomplete and error values. So the data exploration is a challenging task. The\n data used in the process have been collected from Finnish road administration data sets. The data used in the process have been collected from Finnish road administration data sets. The main target of our project is to look into practicability of Robust clustering, to find the associations\n and repeated item sets and applying apprehend methods for the analysis of road accidents. While the results display the selected mining techniques and methods were capable to the understandable patterns. To calculate the accident frequency count as a parameter /c-means algorithm is used to\n cluster the locations. To characterize the surface conditions association rule mining is used. data mining skills disclosed different environmental reasons associated with road accidents. Intersection on highways have been identified as a dangerous for fatal accidents.

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Citations
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Journal ArticleDOI

Application of risky driving behavior in crash detection and analysis

TL;DR: Wang et al. as mentioned in this paper investigated real-time and dynamic traffic flow data and risky driving behavior data by using eXtreme Gradient Boosting (XGBoost) and the logistic regression algorithm, respectively.
Journal ArticleDOI

A Review of Road Accidents Detection through Wireless Technology—5G, MIMO and Internet of Things

TL;DR: In this article , the authors proposed an autonomous incident detection system using wireless communication, 5G technologies and the Internet of Things (IoT), which is web-based and improves communication between vehicle to vehicle, vehicle to infrastructures, transfer of data and information to predict incident occurrences through various networks and frameworks.
Journal ArticleDOI

5G and IoT Based Reporting and Accident Detection (RAD) System to Deliver First Aid Box Using Unmanned Aerial Vehicle.

TL;DR: In this article, the authors proposed a reporting and accident detection system (RAD) for a smart city that is compatible with any vehicle and less expensive, which aims to improve the transportation system at a low cost.