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Table of Contents: Ensembles Discovered / Predictive Learning and Decision Trees / Model Complexity, Model Selection and Regularization / Importance Sampling and the Classic Ensemble Methods / Rule Ensembles and Interpretation Statistics / Ensemble Complexity
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This lecture, from a data mining perspective, introduces characteristics of social media, reviews representative tasks of computing with social media, and illustrates associated challenges.
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This includes a critical discussion of interaction, the identification of links between the key aspects of interaction, and the formulation of research topics for future work with a focus on interaction.
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As specific examples, this book details GPGPU usages to produce fast enough visualization to be interactive with improved brushing... Læs mere
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While software developers have worked for many years to develop software that helps users do their tasks, this task is becoming more and more onerous, as... Læs mere
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This book provides a comprehensive presentation of a recently introduced framework, named "probabilistic indexing" (PrIx), for searching text in large collections of document images and other related applications.
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This book explains how all persons with Western European ancestry are related through a Unifying Ancestry. The author successfully demonstrates that a Unifying Ancestry with 38,533 persons is sufficient to identify familial relationships between Western Europeans.
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This two-volume set LNAI 14839-14840 constitutes the refereed proceedings of the International... Læs mere
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The two-volume set CCIS 2171 and 2172 constitutes the refereed papers from... Læs mere
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In practice, dose finding is a very difficult in every phase of clinical development for new drugs.The editors brought distinguished researchers... Læs mere