地球资源数据云——数据资源详情
世界大学排名
该数据集《World University Rankings》主要用于监督学习任务，数据形态以文本为主，应用场景偏向金融风控。 题目说明：Investigate the best universities in the world 任务类型：文本监督学习。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：cwurData.csv, education_expenditure_supplementary_data.csv, educational_attainment_supplementary_data.csv 等 6 个文件。 Of all the universities in the world, which are the best? Ranking universities is a difficult, political, and controversial practice. There are hundreds of different national and international university ranking systems, many of which disagree with each other. This dataset contains three global university rankings from very different places. <h2>University Ranking Data</h2> The [Times Higher Education World University Ranking][1] is widely regarded as one of the most influential and widely observed university measures. Founded in the United Kingdom in 2010, it has been criticized for its commercialization and for undermining non - English - instructing institutions. The [Academic Ranking of World Universities][2], also known as the Shanghai Ranking, is an equally influential ranking. It was founded in China in 2003 and has been criticized for focusing on raw research power and for undermining humanities and quality of instruction.
摘要概览
该数据集《World University Rankings》主要用于监督学习任务，数据形态以文本为主，应用场景偏向金融风控。 题目说明：Investigate the best universities in the world
任务类型：文本监督学习。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：cwurData.csv, education_expenditure_supplementary_data.csv, educational_attainment_supplementary_data.csv 等 6 个文件。
Of all the universities in the world, which are the best?
Ranking universities is a difficult, political, and controversial practice. There are hundreds of different national and international university ranking systems, many of which disagree with each other. This dataset contains three global university rankings from very different places.
<h2>University Ranking Data</h2>
The [Times Higher Education World University Ranking][1] is widely regarded as one of the most influential and widely observed university measures. Founded in the United Kingdom in 2010, it has been criticized for its commercialization and for undermining non - English - instructing institutions.
The [Academic Ranking of World Universities][2], also known as the Shanghai Ranking, is an equally influential ranking. It was founded in China in 2003 and has been criticized for focusing on raw research power and for undermining humanities and quality of instruction.