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53:620:678

Text Mining

Rutgers University Management

Course Description

Text Mining introduces students to methods of analyzing text data to provide business insights for firms with code-free text mining toolkits. The first part of the course focuses on strategic issues as well as learning basics on how to prepare text data for analyses. We will begin by framing text analytics questions, understanding sources of text data, and generating preliminary insights by coding text data. We will learn how to encode and preprocess text data for automated text analyses. Then, the course proceeds to focus on automated text analyses. We will cover explorative text analytics using word analyses (including word frequency analysis, keyword analyses, and text parsing), text visualization, and topic modeling. The last part of the course focuses on text classification and predictions; for example, understanding customer opinions from review comments with sentiment analysis. There are different methods for text classification and predictions, ranging from the very simple to the very sophisticated. We will cover unsupervised dictionary approach as well as more advanced supervised machine learning approach. Prerequisite: 53:716:502 Business Analytics.

Code
53:620:678
Credits
β€”
Subject
Management

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