1st Edition
Demystifying AI Data Science and Machine Learning Using IBM SPSS Modeler
PART I Introduction to Data Mining
Chapter 1 Introduction to Data Mining and Data Science
Chapter 2 Data Mining Processes, Methods, and Software
Chapter 3 Data Sampling and Partitioning
Chapter 4 Data Visualization and Exploration
Chapter 5 Data Modification
PART II Data Mining Methods
Chapter 6 Model Evaluation
Chapter 7 Regression Methods
Chapter 8 Decision Trees
Chapter 9 Neural Networks
Chapter 10 Ensemble Modeling
Chapter 11 Presenting Results and Writing Data Mining Reports
Chapter 12 Principal Component Analysis
Chapter 13 Cluster Analysis
PART III Advanced Data Mining Methods
Chapter 14 Random Forest
Chapter 15 Gradient Boosting
Chapter 16 Bayesian Networks
Appendix A
Appendix B
Appendix C
Biography
Dothang Truong is the Associate Dean for the School of Graduate Studies and Professor of Aviation Data Science at Embry Riddle Aeronautical University, Daytona Beach, Florida. He has extensive teaching and research experience in machine learning, artificial intelligence, data analytics, aviation safety, air transportation management, and supply chain management. In 2022, Dr. Truong received the Frank Sorenson Award for the outstanding achievement of excellence in aviation research and scholarship. He is ranked #1 globally in the specialty of Traffic Management by ScholarGPS (2024) and recognized as a Highly Ranked Scholar—Prior Five Years, placing in the top 0.05% of scholars worldwide for exceptional scholarly productivity, impact, and quality.
