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CONTENTS Abstract v Preface vii Acknowledgments ix 1 Introduction 1 1.1 PageRank and web search 1.2 PageRank on a graph 1.3 Variations on the PageRank theme 4 1.4 Other uses for PageRank 6 1.5 Contributions 8 2 PageRank background 13 2.1 Matrix computation preliminaries 14 2.2 The PageRank problem 15 2.3 Connections with Langville and Meyer’s notation 22 2.4 Algorithms 22 2.5 PageRank parameters 30 2.6 The PageRank function of the damping parameter 32 2.7 The limit case 35 2.8 PageRank datasets 3 The PageRank derivative 47 3.1 Formulations 48 3.2 Algorithms 51 3.3 Analysis 55 3.4 Experiments 58 3.5 Discussion 61 4 Random Alpha PageRank 63 4.1 Notation 65 4.2 Vision 66 4.3 Related work 68 4.4 The Random Alpha PageRank model 71 40 1 3 xvPDF Image | Instagram Cheat Sheet
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