Big Data Analysis
Author
Abstract
Individual chapters are listed in the "Chapters" tab
Suggested Citation
DOI: 10.1007/978-3-032-03161-7
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Book Chapters
The following chapters of this book are listed in IDEAS- Junwei Lu, 2025. "Introduction," Springer Books, in: Big Data Analysis, chapter 0, pages 3-5, Springer.
- Junwei Lu, 2025. "Preliminaries in Probability," Springer Books, in: Big Data Analysis, chapter 0, pages 7-10, Springer.
- Junwei Lu, 2025. "Preliminaries in Linear Algebra," Springer Books, in: Big Data Analysis, chapter 0, pages 11-14, Springer.
- Junwei Lu, 2025. "Concentration Inequalities," Springer Books, in: Big Data Analysis, chapter 0, pages 17-22, Springer.
- Junwei Lu, 2025. "Sub-exponential Random Variables," Springer Books, in: Big Data Analysis, chapter 0, pages 23-28, Springer.
- Junwei Lu, 2025. "Bernstein and Maximal Inequalities," Springer Books, in: Big Data Analysis, chapter 0, pages 29-38, Springer.
- Junwei Lu, 2025. "Ordinary Least Squares," Springer Books, in: Big Data Analysis, chapter 0, pages 41-46, Springer.
- Junwei Lu, 2025. "Compressive Sensing," Springer Books, in: Big Data Analysis, chapter 0, pages 47-52, Springer.
- Junwei Lu, 2025. "Restricted Isometry Property," Springer Books, in: Big Data Analysis, chapter 0, pages 53-57, Springer.
- Junwei Lu, 2025. "Statistical Properties of Lasso," Springer Books, in: Big Data Analysis, chapter 0, pages 59-64, Springer.
- Junwei Lu, 2025. "Variations of Lasso," Springer Books, in: Big Data Analysis, chapter 0, pages 65-76, Springer.
- Junwei Lu, 2025. "Convexity and Subgradient," Springer Books, in: Big Data Analysis, chapter 0, pages 79-83, Springer.
- Junwei Lu, 2025. "Gradient Descent," Springer Books, in: Big Data Analysis, chapter 0, pages 85-93, Springer.
- Junwei Lu, 2025. "Proximal Gradient Descent," Springer Books, in: Big Data Analysis, chapter 0, pages 95-104, Springer.
- Junwei Lu, 2025. "Mirror Descent," Springer Books, in: Big Data Analysis, chapter 0, pages 105-113, Springer.
- Junwei Lu, 2025. "Duality and ADMM," Springer Books, in: Big Data Analysis, chapter 0, pages 115-121, Springer.
- Junwei Lu, 2025. "High Dimensional Inference," Springer Books, in: Big Data Analysis, chapter 0, pages 125-128, Springer.
- Junwei Lu, 2025. "Debiased Lasso," Springer Books, in: Big Data Analysis, chapter 0, pages 129-136, Springer.
- Junwei Lu, 2025. "Multiple Hypotheses," Springer Books, in: Big Data Analysis, chapter 0, pages 137-140, Springer.
- Junwei Lu, 2025. "False Discovery Rate," Springer Books, in: Big Data Analysis, chapter 0, pages 141-147, Springer.
- Junwei Lu, 2025. "Knock-Off," Springer Books, in: Big Data Analysis, chapter 0, pages 149-153, Springer.
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