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- W3040581252 abstract "This project applies a variety of machine learning algorithms to the interactions of first year college students using the GroupMe messaging platform to collaborate online on a team project. The project assesses the efficacy of these techniques in predicting existing measures of team member performance, generated by self- and peer assessment through the Comprehensive Assessment of Team Member Effectiveness (CATME) tool. We employed a wide range of machine learning classifiers (SVM, KNN, Random Forests, Logistic Regression, Bernoulli Naive Bayes) and a range of features (generated by a socio-linguistic text analysis program, Doc2Vec, and TF-IDF) to predict individual team member performance. Our results suggest machine learning models hold out the possibility of providing accurate, real-time information about team and team member behaviors that instructors can use to support students engaged in team-based work, though challenges remain." @default.
- W3040581252 created "2020-07-10" @default.
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- W3040581252 date "2020-01-01" @default.
- W3040581252 modified "2023-09-27" @default.
- W3040581252 title "Machine Learning and Student Performance in Teams" @default.
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- W3040581252 doi "https://doi.org/10.1007/978-3-030-52240-7_55" @default.
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