Convex Optimization

Cambridge University Press
Free sample

Convex optimization problems arise frequently in many different fields. This book provides a comprehensive introduction to the subject, and shows in detail how such problems can be solved numerically with great efficiency. The book begins with the basic elements of convex sets and functions, and then describes various classes of convex optimization problems. Duality and approximation techniques are then covered, as are statistical estimation techniques. Various geometrical problems are then presented, and there is detailed discussion of unconstrained and constrained minimization problems, and interior-point methods. The focus of the book is on recognizing convex optimization problems and then finding the most appropriate technique for solving them. It contains many worked examples and homework exercises and will appeal to students, researchers and practitioners in fields such as engineering, computer science, mathematics, statistics, finance and economics.
Read more

About the author

Stephen Boyd received his PhD from the University of California, Berkeley. Since 1985 he has been a member of the Electrical Engineering Department at Stanford University, where he is now Professor and Director of the Information Systems Laboratory. He has won numerous awards for teaching and research, and is a Fellow of the IEEE. He was one of the co-founders of Barcelona Design, and is the co-author of two previous books Linear Controller Design: Limits of Performance and Linear Matrix Inequalities in System and Control Theory.

Lieven Vandenberghe received his PhD from the Katholieke Universiteit, Leuven, Belgium, and is a Professor of Electrical Engineering at the University of California, Los Angeles. He has published widely in the field of optimization and is the recipient of a National Science Foundation CAREER award.

Read more
Loading...

Additional Information

Publisher
Cambridge University Press
Read more
Published on
Mar 8, 2004
Read more
Pages
744
Read more
ISBN
9781107394001
Read more
Language
English
Read more
Genres
Business & Economics / Econometrics
Business & Economics / Investments & Securities / General
Computers / Computer Science
Mathematics / General
Mathematics / Linear & Nonlinear Programming
Mathematics / Optimization
Technology & Engineering / Electronics / General
Read more
Content Protection
This content is DRM protected.
Read more
Read Aloud
Available on Android devices
Read more

Reading information

Smartphones and Tablets

Install the Google Play Books app for Android and iPad/iPhone. It syncs automatically with your account and allows you to read online or offline wherever you are.

Laptops and Computers

You can read books purchased on Google Play using your computer's web browser.

eReaders and other devices

To read on e-ink devices like the Sony eReader or Barnes & Noble Nook, you'll need to download a file and transfer it to your device. Please follow the detailed Help center instructions to transfer the files to supported eReaders.
"Mesmerizing & fascinating..." —The Seattle Post-Intelligencer

"The Freakonomics of big data." —Stein Kretsinger, founding executive of Advertising.com

Award-winning | Used by over 30 universities | Translated into 9 languages

An introduction for everyone. In this rich, fascinating — surprisingly accessible — introduction, leading expert Eric Siegel reveals how predictive analytics (aka machine learning) works, and how it affects everyone every day. Rather than a “how to” for hands-on techies, the book serves lay readers and experts alike by covering new case studies and the latest state-of-the-art techniques.

Prediction is booming. It reinvents industries and runs the world. Companies, governments, law enforcement, hospitals, and universities are seizing upon the power. These institutions predict whether you're going to click, buy, lie, or die.

Why? For good reason: predicting human behavior combats risk, boosts sales, fortifies healthcare, streamlines manufacturing, conquers spam, optimizes social networks, toughens crime fighting, and wins elections.

How? Prediction is powered by the world's most potent, flourishing unnatural resource: data. Accumulated in large part as the by-product of routine tasks, data is the unsalted, flavorless residue deposited en masse as organizations churn away. Surprise! This heap of refuse is a gold mine. Big data embodies an extraordinary wealth of experience from which to learn.

Predictive analytics (aka machine learning) unleashes the power of data. With this technology, the computer literally learns from data how to predict the future behavior of individuals. Perfect prediction is not possible, but putting odds on the future drives millions of decisions more effectively, determining whom to call, mail, investigate, incarcerate, set up on a date, or medicate.

In this lucid, captivating introduction — now in its Revised and Updated edition — former Columbia University professor and Predictive Analytics World founder Eric Siegel reveals the power and perils of prediction:

What type of mortgage risk Chase Bank predicted before the recession.Predicting which people will drop out of school, cancel a subscription, or get divorced before they even know it themselves.Why early retirement predicts a shorter life expectancy and vegetarians miss fewer flights.Five reasons why organizations predict death — including one health insurance company.How U.S. Bank and Obama for America calculated the way to most strongly persuade each individual.Why the NSA wants all your data: machine learning supercomputers to fight terrorism.How IBM's Watson computer used predictive modeling to answer questions and beat the human champs on TV's Jeopardy!How companies ascertain untold, private truths — how Target figures out you're pregnant and Hewlett-Packard deduces you're about to quit your job.How judges and parole boards rely on crime-predicting computers to decide how long convicts remain in prison.182 examples from Airbnb, the BBC, Citibank, ConEd, Facebook, Ford, Google, the IRS, LinkedIn, Match.com, MTV, Netflix, PayPal, Pfizer, Spotify, Uber, UPS, Wikipedia, and more.

How does predictive analytics work? This jam-packed book satisfies by demystifying the intriguing science under the hood. For future hands-on practitioners pursuing a career in the field, it sets a strong foundation, delivers the prerequisite knowledge, and whets your appetite for more.

A truly omnipresent science, predictive analytics constantly affects our daily lives. Whether you are a consumer of it — or consumed by it — get a handle on the power of Predictive Analytics.

With over one million copies sold, The Undercover Economist has been hailed worldwide as a fantastic guide to the fundamental principles of economics. An economist's version of The Way Things Work, this engaging volume is part Economics 101 and part exposé of the economic principles lurking behind daily events, explaining everything from traffic jams to high coffee prices. New to this edition: This revised edition, newly updated to consider the banking crisis and economic turbulence of the last four years, is essential for anyone who has wondered why the gap between rich and poor nations is so great, or why they can't seem to find a decent second-hand car, or how to outwit Starbucks. Senior columnist for the Financial Times Tim Harford brings his experience and insight as he ranges from Africa, Asia, Europe, and the United States to reveal how supermarkets, airlines, and coffee chains--to name just a few--are vacuuming money from our wallets. Harford punctures the myths surrounding some of today's biggest controversies, including the high cost of health-care; he reveals why certain environmental laws can put a smile on a landlord's face; and he explains why some industries can have high profits for innocent reasons, while in other industries something sinister is going on. Covering an array of economic concepts including scarce resources, market power, efficiency, price gouging, market failure, inside information, and game theory, Harford sheds light on how these forces shape our day-to-day lives, often without our knowing it. Showing us the world through the eyes of an economist, Tim Harford reveals that everyday events are intricate games of negotiations, contests of strength, and battles of wits. Written with a light touch and sly wit, The Undercover Economist turns "the dismal science" into a true delight.
©2018 GoogleSite Terms of ServicePrivacyDevelopersArtistsAbout Google|Location: United StatesLanguage: English (United States)
By purchasing this item, you are transacting with Google Payments and agreeing to the Google Payments Terms of Service and Privacy Notice.