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Title: GitHub - pythonjwm/feature-engineering-and-feature-selection: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python.

Open Graph Title: GitHub - pythonjwm/feature-engineering-and-feature-selection: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python.

X Title: GitHub - pythonjwm/feature-engineering-and-feature-selection: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python.

Description: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python. - pythonjwm/feature-engineering-and-feature-selection

Open Graph Description: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python. - pythonjwm/feature-engineering-and-feature-selection

X Description: A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python. - pythonjwm/feature-engineering-and-feature-selection

Opengraph URL: https://github.com/pythonjwm/feature-engineering-and-feature-selection

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[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#214-how-to-handle-missing-data
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#222-outlier-detection
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#222-outlier-detection
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#222-outlier-detection
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#222-outlier-detection
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#223-how-to-handle-outliers
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#223-how-to-handle-outliers
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#223-how-to-handle-outliers
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#223-how-to-handle-outliers
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#223-how-to-handle-outliers
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.2_Demo_Outlier.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#23-rare-values
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.3_Demo_Rare_Values.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#23-rare-values
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.3_Demo_Rare_Values.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#24-high-cardinality
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#24-high-cardinality
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.3_Demo_Rare_Values.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#24-high-cardinality
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#31-feature-scaling
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.1_Demo_Feature_Scaling.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#31-feature-scaling
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.1_Demo_Feature_Scaling.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#31-feature-scaling
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.1_Demo_Feature_Scaling.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#32-discretize
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#32-discretize
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#32-discretize
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#32-discretize
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#32-discretize
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.2_Demo_Discretisation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.3_Demo_Feature_Encoding.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.3_Demo_Feature_Encoding.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.3_Demo_Feature_Encoding.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.3_Demo_Feature_Encoding.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#33-feature-encoding
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.3_Demo_Feature_Encoding.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#34-feature-transformation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.4_Demo_Feature_Transformation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/2.1_Demo_Missing_Data.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.5_Demo_Feature_Generation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/3.5_Demo_Feature_Generation.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#35-feature-generation
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#41-filter-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.1_Demo_Feature_Selection_Filter.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#41-filter-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.1_Demo_Feature_Selection_Filter.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#41-filter-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.1_Demo_Feature_Selection_Filter.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#41-filter-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.1_Demo_Feature_Selection_Filter.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#41-filter-method
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#42-wrapper-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.2_Demo_Feature_Selection_Wrapper.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#42-wrapper-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.2_Demo_Feature_Selection_Wrapper.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#42-wrapper-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.2_Demo_Feature_Selection_Wrapper.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#42-wrapper-method
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#43-embedded-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.3_Demo_Feature_Selection_Embedded.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#43-embedded-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.3_Demo_Feature_Selection_Embedded.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#43-embedded-method
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.3_Demo_Feature_Selection_Embedded.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#44-feature-shuffling
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.4_Demo_Feature_Selection_Feature_Shuffling.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#451-recursive-feature-elimination
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.5_Demo_Feature_Selection_Hybrid_method.ipynb
[guide]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/A%20Short%20Guide%20for%20Feature%20Engineering%20and%20Feature%20Selection.md#452-recursive-feature-addition
[demo]https://github.com/Yimeng-Zhang/feature-engineering-and-feature-selection/blob/master/4.5_Demo_Feature_Selection_Hybrid_method.ipynb
https://patch-diff.githubusercontent.com/pythonjwm/feature-engineering-and-feature-selection#key-links-and-resources
https://www.udemy.com/feature-engineering-for-machine-learning/https://www.udemy.com/feature-engineering-for-machine-learning/
https://www.udemy.com/feature-selection-for-machine-learninghttps://www.udemy.com/feature-selection-for-machine-learning
http://jmlr.org/papers/special/feature03.htmlhttp://jmlr.org/papers/special/feature03.html
http://www.stat.columbia.edu/~gelman/arm/missing.pdfhttp://www.stat.columbia.edu/~gelman/arm/missing.pdf
http://core.ecu.edu/omgt/krosj/IMDSDataMining2003.pdfhttp://core.ecu.edu/omgt/krosj/IMDSDataMining2003.pdf
https://github.com/yzhao062/pyodhttps://github.com/yzhao062/pyod
http://documentation.statsoft.com/StatisticaHelp.aspx?path=WeightofEvidence/WeightofEvidenceWoEIntroductoryOverviewhttp://documentation.statsoft.com/StatisticaHelp.aspx?path=WeightofEvidence/WeightofEvidenceWoEIntroductoryOverview
http://sebastianraschka.com/Articles/2014_about_feature_scaling.htmlhttp://sebastianraschka.com/Articles/2014_about_feature_scaling.html
https://blog.csdn.net/anshuai_aw1/article/details/82983997https://blog.csdn.net/anshuai_aw1/article/details/82983997
https://ieeexplore.ieee.org/iel7/7153596/7160221/07160458.pdfhttps://ieeexplore.ieee.org/iel7/7153596/7160221/07160458.pdf
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