Description

Book Synopsis

Introduction to Text Analytics in Marketing: A Practical Guide for Students and Researchers.- Textual Data, String Handling, Regular Expressions, and Data Structures.- Obtaining Textual Data for Marketing Analytics, Web Scraping, APIs, and Structured Sources.- Basic Text Analysis, Preprocessing, Bag of Words, TF-IDF, and Exploratory Statistics.- Clustering Text for Marketing Segmentation, Similarity Measures and Grouping.- Text Classification, LDA, KNN, SVM, Neural Networks, and Fast Text.- Topic Modeling for Marketing Insights, Latent Dirichlet Allocation and Structural Topic Models.- Sentiment and Emotion Analysis in Marketing, Lexicons, Machine Learning, and Aspect Based Methods.- Named Entity Recognition and Extractive Summarization.- Word Embeddings and Transformers for Marketing Text Analytics.

Text Analytics in Marketing

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    A Hardback by Daniel Dan

    15 in stock


      View other formats and editions of Text Analytics in Marketing by Daniel Dan

      Publisher: Springer
      Publication Date: 23/12/2025
      ISBN13: 9783032080851, 978-3032080851
      ISBN10:
      Also in:
      Sales and marketing

      Description

      Book Synopsis

      Introduction to Text Analytics in Marketing: A Practical Guide for Students and Researchers.- Textual Data, String Handling, Regular Expressions, and Data Structures.- Obtaining Textual Data for Marketing Analytics, Web Scraping, APIs, and Structured Sources.- Basic Text Analysis, Preprocessing, Bag of Words, TF-IDF, and Exploratory Statistics.- Clustering Text for Marketing Segmentation, Similarity Measures and Grouping.- Text Classification, LDA, KNN, SVM, Neural Networks, and Fast Text.- Topic Modeling for Marketing Insights, Latent Dirichlet Allocation and Structural Topic Models.- Sentiment and Emotion Analysis in Marketing, Lexicons, Machine Learning, and Aspect Based Methods.- Named Entity Recognition and Extractive Summarization.- Word Embeddings and Transformers for Marketing Text Analytics.

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