Data Mining and Exploration

Data Mining and Exploration

From Traditional Statistics to Modern Data Science

Alex Yu, Chong Ho

Taylor & Francis Ltd

10/2024

280

Mole

9780367721510

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1. Re-examination of Traditional Statistics 2. Why Data Science? 3. Cutting Edge Data Analytical Tools 4. Exploratory Data Analysis and Data Visualization: Pattern Seeking 5. Generalized Regression: Penalty against Complexity 6. Classification and Model Screening 7. Ensemble Methods: The Wisdom of the Crowd 8. Dimension Reduction: Breaking the Curse of Dimensionality 9. Clustering: Divide and Conquer 10. Neural Networks: Machines Mimic Human Intelligence 11. Text Mining: Structure the Unstructured
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Exploratory data analysis;artificial intelligence;inference to the best explanation;abductive reasoning;pattern recognition;pattern seeking;triangulation;resampling;cross-validation;data visualization;machine learning;big data analytics;JMP Pro;Data Set;Inverted Red Triangle;SPSS Model;SAS Enterprise Miner;Data Science Methods;SAS Enterprise Guide;Adaptive Elastic Net;TwoStep Cluster Analysis;Text Mining;Roc Curve;Violin Plot;Elastic Net;Gradient Boost;PISA Science Test;Ensemble Methods;Sentiment Analysis;Random Forest;Traditional OLS Regression;SVM;Open Source Software;SAS Enterprise