GPU Computing Gems Emerald Edition

Copyright © 2011 NVIDIA Corporation and Wen-mei W. Hwu. All rights reserved.

Introduction

19 Large-Scale Machine Learning 277

20 Multiclass Support Vector Machine 293

21 Template-Driven Agent-Based Modeling and Simulation with CUDA 313

22 GPU-Accelerated Ant Colony Optimization 325

The State of GPU Computing in Data-Intensive Applications

Many of today's data-intensive problems, such as data mining and machine learning, push the boundaries of conventional computing architectures with ever-increasing requirements for greater performance. GPUs are a good match for these applications because of their high memory bandwidth and massive computation power. But achieving high performance for this class of applications using GPUs can be quite challenging ...