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This chapter contains sections titled: Introduction, Label Propagation on a Similarity Graph, Quadratic Cost Criterion, From Transduction to Induction, Incorporating Class Prior Knowledge, Curse of Dimensionality for Semi-Supervised Learning, Discussion, Acknowledgments