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Analysis of Life Expectancy using various Regression Techniques

机译:使用各种回归技术分析预期寿命

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Life Expectancy is of great interest for any country so that proper economic and social status can be analyzed and the population groups in maximum need gets the benefit. This paper investigates the effect of the various representative parameters which impact life expectancy. Around 193 countries data are analyzed through visualization techniques to bring out the relationship between different parameters which have impact on life expectancy. Relationship between dependent variable (life expectancy) and various other independent variable is established through five regression techniques. The hyperparameter tuning for these techniques has been done through Grid search method. The Gradient Boosting Regression gives the best results and is also capable of overcoming overfitting.
机译:预期寿命对任何国家都非常兴趣,以便可以分析适当的经济和社会地位,并且最大限度地获得人口群体获得利益。本文调查了影响寿命的各种代表参数的效果。大约193个国家通过可视化技术分析了数据,以利用对预期寿命影响的不同参数之间的关系。通过五个回归技术建立了依赖变量(寿命期)和各种其他独立变量之间的关系。已经通过网格搜索方法完成了这些技术的超代表调整。渐变升压回归给出了最佳结果,也能够克服过度装备。

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