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Modeling and Data Mining in Blogosphere(Paperback / softback)
Published:
22/07/2009
We elaborate on data collection procedures, provide resources for blog data repositories, mention various visualization and analysis tools in Blogosphere, and explain conventional and novel evaluati...
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Ensemble Methods in Data Mining(Paperback / softback)
Improving Accuracy Through Combining Predictions
Published:
18/02/2010
Table of Contents: Ensembles Discovered / Predictive Learning and Decision Trees / Model Complexity, Model Selection and Regularization / Importance Sampling and the Classic Ensemble Methods / Rule ...
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Community detection and mining in social media(Paperback / softback)
Published:
09/09/2010
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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Privacy in Social Networks(Paperback / softback)
Published:
13/04/2012
Table of Contents: Introduction / A Model for Online Social Networks / Types of Privacy Disclosure / Statistical Methods for Inferring Information in Networks / Anonymity and Differential Privacy / ...
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Provenance Data in Social Media(Paperback / softback)
Published:
28/05/2013
Taking advantage of social media features, research in this nascent field spearheads the search for a way to provide provenance data to social media users, thus leveraging social media itself by min...
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Probabilistic Approaches to Recommendations(Paperback / softback)
Published:
23/05/2014
Probabilistic modeling represents a robust formal mathematical framework to model these assumptions and study their effects in the recommendation process. We focus our attention on methods based on ...
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Mining Latent Entity Structures(Paperback / softback)
Published:
01/04/2015
The "big data" era is characterized by an explosion of information in the form of digital data collections, ranging from scientific knowledge, to social media, news, and everyone''s daily life.
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