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MezereonXP/AnomalyDetectTool


AnomalyDetectTool

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>

LOF-ICAD 算法的使用

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

指数平滑模型的使用

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

Grubbs模型的使用

You can use this tool like:

 GrubbsTool grubbsTool = new GrubbsTool (G_MAX); grubbsTool.timeSeriesAnalyse(testData);

BF模型的使用

You can use this tool like:

 BruteForceTool bruteForceTool = new BruteForceTool(10); bruteForceTool.timeSeriesAnalyse(data);

Heuristic模型的使用

You can use this tool like:

 HeuristicTool heuristicTool = new HeuristicTool(3); heuristicTool.timeSeriesAnalyse(testData);

Isolation Tree模型的使用

You can use this tool like:

 IsolaitonTool isolationTool = new IsolationTool(); isolationTreeTool.timeSeriesAnalyse(testData);

结果显示工具的使用

You can use this tool like:

 BruteForceTool bruteForceTool = new BruteForceTool(10); bruteForceTool.timeSeriesAnalyse(data); DisplayTool.showResult(bruteForceTool);

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A tool of detecting anomaly points from data

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