Statistical Models

Theory and Practice

David A. Freedman

Recommended By

Book Reviews

Book Synopsis

"Statistical Models" by David A. Freedman provides a comprehensive and accessible guide to statistical modeling. This indispensable resource covers the most commonly used statistical models, including linear regression, logistic regression, and survival analysis.

Freedman explains the principles and techniques behind statistical modeling, offering clear explanations and real-world examples. The book emphasizes the importance of careful model selection and interpretation, providing practical advice on addressing common pitfalls and challenges.

Readers will learn how to formulate models, estimate model parameters, and assess model fit through hypothesis testing and model diagnostics. Freedman emphasizes the role of subject expertise and emphasizes the need for critical thinking when interpreting statistical results.

The book also covers advanced topics such as hierarchical models, generalized additive models, and mixed-effects models. Throughout the text, the author emphasizes the importance of understanding assumptions and limitations, enabling readers to make informed decisions when selecting and using statistical models.

"Statistical Models" is suitable for both beginners and more advanced practitioners in statistics and related fields. Its clear and concise style makes it an excellent reference for anyone looking to gain a solid understanding of statistical modeling and its applications.

Explore More Books

See All
Rage Becomes Her
Infrastructure
It's Garry Shandling's Book
Entangled Life
The Signal and the Noise
Nourishing Traditions
The 7 Habits of Highly Effective People
Think Twice
A Mathematician's Lament
Writing My Wrongs
Mindset
The Power Of Productivity
Call Me by Your Name
The Fish That Ate The Whale
World Order
State of Fear
Animal Farm
Painting and Experience in Fifteenth-Century Italy
Energy And Civilization
Why We Sleep
The Godfather
Shadow Divers
Snow Crash
The Trap
Scale
Fahrenheit 451
A Whole New Mind
Models. Behaving. Badly.
The Death and Life of Great American Cities
Charlie Munger
How to Get Filthy Rich in Rising Asia
Stress Test
Growth
Ford vs. Ferrari
Putin's Kleptocracy
Leapfrog
Dopamine Detox
Interventions
The Only Investment Guide You'll Ever Need
Tools of Titans
The Dovekeepers
Deep Value
How Innovation Works
Outliers
Poor Economics
The Third Chimpanzee
Plagues and Peoples
The Power of Positive Thinking
The Biggest Con
A Walk in the Woods
The Inflamed Mind
Olives
Bad For You
Behind the Cloud
The Blazing World
United States of Socialism
Moorish Spain
Fallen Dragon
Slow Horses
On Wings of Eagles
Out of the Crisis
Acid Test
The Vision of the Annointed
Fertility Pastures
The AI Revolution in Medicine
Catherine the Great
Road to Wigan Pier
Fall; or, Dodge in Hell
A Spy Among Friends
The Boys Vol. 1
The Discovery of France
The Wisdom of Crowds
Work Hard. Be Nice.
Dog Man
Talent Is Overrated
Frames of Mind
The Book of Awakening
Applied Minds
The Second World War
The Gospel of Wealth
Bitcoin
American Lion
Deep Work
Under Saturn's Shadow
Who
The Master Plan
Plato and a Platypus Walk Into a Bar
The Making of a Philosopher
Globalizing Capital
The Viral Storm
Plants of the Gods
Experimental Man
In Pursuit of the Common Good
An Elegant Defense
Molecular Biology of the Cell
The Rise of Theodore Roosevelt
Calm Your Mind with Food
The Choice
The Survivor
Washington