The Application of Machine Learning Algorithms in Data Mining

被引：0
|
作者：
Zhang, Wei [1 ]
机构：
[1] Beijing Shenzhoubaixi Culture Ind Co Ltd, Beijing, Peoples R China
来源：
2016 INTERNATIONAL CONFERENCE ON INFORMATION ENGINEERING AND COMMUNICATIONS TECHNOLOGY (IECT 2016) | 2016年
关键词：
Machine learning; data mining; outdoor positioning;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Based on the two problems regarding data mining, this research puts forward a solution using machine learning algorithm. To begin with, large amount of data for the field test results of mobile terminals are used to receive the level signals so as to realize the positioning of the GSM mobile terminals in outdoor scenario. To solve these problems, this work proposes a three-stage positioning algorithm on the basis of support vector machine (SVM) and a k-nearest neighbor method, which largely improves the accuracy and speed of the positioning.
引用
收藏
页码：521 / 527
页数：7
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