MATLAB Fundamentals for Probability, Statistics, and Data Analytics
商品資訊
ISBN13：9798281941747
出版社：Independently published
作者：Maxwell Vector
出版日：2025/05/01
裝訂：平裝
規格：22.9cm*15.2cm*2.8cm (高/寬/厚)
商品簡介
Unlock the full analytical power of MATLAB and elevate your understanding of probability, statistics, and data analytics from classroom theory to professional-grade practice. Crafted for learners who demand mathematical depth and hands-on code proficiency, this definitive reference condenses an entire semester's worth of lectures into 98 ultra-focused chapters. Whether you're decoding random variables, stress-testing hypotheses, or engineering Monte Carlo simulations, each topic is delivered with crystal-clear explanations and ready-to-run scripts.
What Makes This Textbook Stand Out?- End-to-End Roadmap - Progress seamlessly from foundational matrix algebra through advanced statistical inference, ensuring no conceptual gaps.
- Code-Driven Learning - Every formula is paired with MATLAB examples, empowering you to verify theory with live computations.
- High-Impact Topics Covered - Random Number Generation & Simulation - Bayesian Updating & Conditional Probability - Hypothesis Testing, Confidence Intervals, p-Values - Maximum Likelihood & Moment-Based Estimation - Central Limit Theorem & Law of Large Numbers - Regression Analysis, ANOVA, Logistic Models - Principal Component Analysis & Clustering Algorithms
- Reproducible Workflows - Set seeds, vectorize calculations, and benchmark numerical precision without trial-and-error.
- Instant Application - Ideal for data science projects, engineering research, quantitative finance, and academic coursework.
"Finally, a MATLAB-centric statistics text that speaks fluent mathematics and executable code in the same breath."
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