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Boosted Statistical Relational Learners: From Benchmarks to Data-Driven Medicine by Sriraam Natarajan

Boosted Statistical Relational Learners: From Benchmarks to Data-Driven Medicine

by Sriraam Natarajan
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Book cover type: Paperback
  • ISBN13: 9783319136431
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Publication Date:
  • Pages: 74
  • Original Price: EUR 49.99
  • Language: English
  • Edition: 2014
  • Item Weight: 141 grams
  • BISAC Subject(s): Artificial Intelligence / General, Probability & Statistics / General, and Data Science / Data Analytics

This SpringerBrief addresses the challenges of analyzing multi-relational and noisy data by proposing several Statistical Relational Learning (SRL) methods. These methods combine the expressiveness of first-order logic and the ability of probability theory to handle uncertainty. It provides an overview of the methods and the key assumptions that allow for adaptation to different models and real world applications. The models are highly attractive due to their compactness and comprehensibility but learning their structure is computationally intensive. To combat this problem, the authors review the use of functional gradients for boosting the structure and the parameters of statistical relational models. The algorithms have been applied successfully in several SRL settings and have been adapted to several real problems from Information extraction in text to medical problems. Including both context and well-tested applications, Boosting Statistical Relational Learning from Benchmarks to Data-Driven Medicine is designed for researchers and professionals in machine learning and data mining. Computer engineers or students interested in statistics, data management, or health informatics will also find this brief a valuable resource.

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