Text Mining with Machine Learning

Text Mining with Machine Learning

Principles and Techniques

Zizka, Jan; Svoboda, Arnost; Darena, Frantisek

Taylor & Francis Ltd

11/2019

352

Dura

Inglês

9781138601826

15 a 20 dias

485

Descrição não disponível.
Introduction to the Text Mining. Problematics. Textual Data in Natural Languages and Their Computer Representation. Typical Tasks and Problems. Basic Processing Tools. Machine Learning and Its Application. Applying Sequences of Machine Learning Algorithms. R-language and Its Use for Machine Learning-Based Text Mining. Real-World-Data Examples and Their Basic Preprocessing Using R. Advanced Text Mining Using Machine Learning and R. Selecting Appropriate Machine Learning Algorithms. Examples of Typical Task Solutions. Interpretation of Results.
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POS Tag;natural language processing;Roc Curve;text analytics;Artificial Multi-layer Neural Network;Random Generator Seeds;text categorization;concept extraction;Inductive Machine Learning;document summarization;Silhouette Method;sentiment analysis;Vice Versa;Bayes classifier;Term Strength;Adaboost Method;decision trees;Selecting Training Samples;machine learning methods;Cross-validation Fold;structured text representations;text mining tasks;Data Set;Word Vectors;Nearest Neighbors;Word Embeddings;Random Forest;Weak Learners;FALSE FALSE;Unsupervised Machine Learning;Unsupervised Feature Selection;FALSE FALSE FALSE;Stochastic Gradient Descent;Hierarchical Data Structure;Deep Belief Networks