利用机器学习算法预测和提高大学生创业能力

U. Sharma, Naman Manchanda
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引用次数: 3

摘要

多年来,印度政府一直在全国范围内推动创业,但大多数印度年轻人并不喜欢创业。我们的目标是预测大学生创业能力缺乏背后的原因,并提出潜在的改善措施。我们进行了一项分析,以确定与创业相关的不同人格特征之间的相关性,并将学生分成不同的组,并从该分析中提取信息,该分析使用了来自印度各地的198名大学生的数据。我们使用了几种机器学习算法,如k-NN,逻辑回归,Naïve贝叶斯,支持向量机,决策树,随机森林和K-Means聚类。
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Predicting and Improving Entrepreneurial Competency in University Students using Machine Learning Algorithms
The Indian Government has been promoting entrepreneurship on a nation-wide scale for many years, yet a majority of the Indian youth doesn’t prefer to start their venture. Our objective is to predict the cause behind the lack of Entrepreneurial Competency in university students and suggest potential measures to improve the same. We performed an analysis to identify a correlation between the different personality traits associated with Entrepreneurship and also cluster students into different groups and extract information from this analysis using data collected from 198 university students from across India. We have used several Machine Learning algorithms like k-NN, Logistic Regression, Naïve Bayes, Support Vector Machine, Decision Trees, Random Forests, and K-Means Clustering.
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