A tool of detecting anomaly points from data
现在已经传到中央仓库, 可以直接在依赖添加如下代码来使用
<dependency> <groupId>com.github.mezereonxp</groupId> <artifactId>AnomalyDetectTool</artifactId> <version>1.1.1</version> </dependency>You can use this tool like:
testData = FileTool.getData("data.json"); LOFDetectTool lofDetectTool = new LOFDetectTool(200, 20); lofDetectTool.timeSeriesAnalyse(testData);关于其算法细节可以查看我的文章,给出地址: https://www.jianshu.com/p/ec40dd7b6b37
You can use this tool like:
HoltWintersTool holtWintersTool = new HoltWintersTool(ALPHA, STEP, TIMES); holtWintersTool.timeSeriesAnalyse(testData);关于其算法细节可以查看我的文章,给出地址: https://www.jianshu.com/p/a2dbd47b3f1a
You can use this tool like:
GrubbsTool grubbsTool = new GrubbsTool (G_MAX); grubbsTool.timeSeriesAnalyse(testData);You can use this tool like:
BruteForceTool bruteForceTool = new BruteForceTool(10); bruteForceTool.timeSeriesAnalyse(data);You can use this tool like:
HeuristicTool heuristicTool = new HeuristicTool(3); heuristicTool.timeSeriesAnalyse(testData);You can use this tool like:
IsolaitonTool isolationTool = new IsolationTool(); isolationTreeTool.timeSeriesAnalyse(testData);You can use this tool like:
BruteForceTool bruteForceTool = new BruteForceTool(10); bruteForceTool.timeSeriesAnalyse(data); DisplayTool.showResult(bruteForceTool);