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Bridging the Gap Between Graph Edit Distance and Kernel Machines (Series in Machine Perception and Artifical Intelligence)

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When we rst started working on the problem of making the kernel machine approach applicable to the classi cation of graphs a couple of years ago, our e orts were mainly driven by the fact that kernel methods had led to impressive performance results on many data sets. It didn't take us long to appreciate the sheer elegance of how dicult pattern recognition problems can be addressed by means of kernel machines, which is particularly the case for complex data structures such as graphs. To witness researchers from a large variety of domains bring together new perspectives on kernel machines and their applications has always been exciting. We are very delighted that we have been given the opportunity to address a few extremely interesting open issues in such a rapidly evolving research eld. In this book, which is an extended and revised version of the rst author's PhD thesis, we present the major results of our work related to graph kernels. We give an introduction to the general problem, discuss theoretical issues of graph matching and kernel machines, present a number of error-tolerant graph kernels applicable to a wide variety of di erent graphs, and give an experimental evaluation on real-world data.

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Failed Stone
Failed Stone
In the spring of 2002, I wrote a book entitled Falling Glass: Problems and Solutions in Contemporary Architecture. The research for Falling Glass helped me understand how glass failures could be avoided and enlightened me as to which innovations were being explored within the glass industry. Originally, the book was...
Swarming Landscapes: The Art of Designing For Climate Adaptation (Advances in Global Change Research)
Swarming Landscapes: The Art of Designing For Climate Adaptation (Advances in Global Change Research)

This book advocates a fresh approach to planning that anticipates, rather than reacts to, the changes in climate currently in process. Today’s spatial planning procedures rely on historical evidence instead of preparing for factors that by definition lie in the future, yet which are relatively uncontroversial: shortages of water, sea...

Social Entrepreneurship For Dummies
Social Entrepreneurship For Dummies

Discover how to bring social responsibility to your business

In today's business world, your bottom line isn't measured by your company's financial performance alone. Social Entrepreneurship For Dummies shows you how to implement social responsibility to your business plan in order to increase your bottom...


Expert Shell Scripting (Expert's Voice in Open Source)
Expert Shell Scripting (Expert's Voice in Open Source)

I learned the basics of programming when I was in school; I learned how to shell-script by example.

I’ve met and worked with many system administrators and other *NIX folks, each of whom has their own bag of tricks when it comes to managing a system, interacting with their environment, or coding a script. It’s
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Hands-On GUI Programming with C++ and Qt5: Build stunning cross-platform applications and widgets with the most powerful GUI framework
Hands-On GUI Programming with C++ and Qt5: Build stunning cross-platform applications and widgets with the most powerful GUI framework

Create visually appealing and feature-rich applications by using Qt 5 and the C++ language

Key Features

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iOS 5 in the Enterprise (Develop and Design)
iOS 5 in the Enterprise (Develop and Design)

 

Those of you who have to deal with more than a handful of iPhones, iPads, or iPod Touches already know why you manage iOS devices. For everyone else, “manage” is not a short way to say “impose draconian control.” Managing devices on your network, including iOS devices,
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