Modern Statistical Methods

✍ Scribed by R. D. Shah, ed. Dexter Chua

Publisher: University of Cambridge
Year: 2017
Tongue: English
Leaves: 67
Series: Cambridge Mathematical Tripos Part III Lecture Notes
Category: Library

No coin nor oath required. For personal study only.

✦ Table of Contents

Introduction
Classical statistics
Kernel machines
Ridge regression
v-fold cross-validation
The kernel trick
Making predictions
Other kernel machines
Large-scale kernel machines
The Lasso and beyond
The Lasso estimator
Basic concentration inequalities
Convex analysis and optimization theory
Properties of Lasso solutions
Variable selection
Computation of Lasso solutions
Extensions of the Lasso
Graphical modelling
Conditional independence graphs
Structural equation modelling
The PC algorithm
High-dimensional inference
Multiple testing
Inference in high-dimensional regression
Index

✦ Subjects

maths; mathematics; math; advanced; college; university; higher; further; pure; applied; probability; statistics; stats; stat

📜 SIMILAR VOLUMES

Modern Statistical Methods for HCI

📁 Modern Statistical Methods for HCI

✍ Judy Robertson, Maurits Kaptein (eds.) 📂 Library 📅 2016 🏛 Springer International Publishing 🌐 English

<p>This book critically reflects on current statistical methods used in Human-Computer Interaction (HCI) and introduces a number of novel methods to the reader. <p>Covering many techniques and approaches for exploratory data analysis including effect and power calculations, experimental design, even

Modern Statistics: Methods and Applicati

📁 Modern Statistics: Methods and Applications

✍ American Mathematical Society, Robert V. Hogg, American Mathematical Society (ed 📂 Library 📅 1980 🏛 Amer Mathematical Society 🌐 English

Modern Statistical Methods for HCI

📁 Modern Statistical Methods for HCI

✍ Judy Robertson, Maurits Kaptein (eds.) 📂 Library 📅 2016 🏛 Springer International Publishing 🌐 English

Modern statistical and mathematical meth

📁 Modern statistical and mathematical methods in reliability

✍ Wilson A., et al. (eds.) 📂 Library 📅 2005 🏛 WS 🌐 English

This volume contains extended versions of 28 carefully selected and reviewed papers presented at The Fourth International Conference on Mathematical Methods in Reliability in Santa Fe, New Mexico, June 21–25, 2004, the leading conference in reliability research. The meeting serves as a forum for dis

Methods in Statistical Mechanics: A Mode

📁 Methods in Statistical Mechanics: A Modern View

✍ Osvaldo Civitarese, Manuel Gadella 📂 Library 📅 2020 🏛 Springer International Publishing;Springer 🌐 English

<p>This book presents a variety of techniques for tackling phenomena that are not amenable to the conventional approach based on the concept of probabilities. The methods described rely on the use of path integration, thermal Green functions, time-temperature propagators, Liouville operators, second

Methods in Statistical Mechanics: A Mode

📁 Methods in Statistical Mechanics: A Modern View

✍ Osvaldo Civitarese; Manuel Gadella 📂 Library 📅 2020 🏛 Springer Nature 🌐 English

This book presents a variety of techniques for tackling phenomena that are not amenable to the conventional approach based on the concept of probabilities. The methods described rely on the use of path integration, thermal Green functions, time-temperature propagators, Liouville operators, second qu