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Searching for authors named "Jesse Davis" – sorted by Relevance.

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  • An Ambient Computing System  
  • by Jesse M. Davis
  • …To my friends and colleagues at ITTC, who have provided me with friendship and insight, not only into my thesis but also into myself. To my parents, Ron and Helen, for their love and support through the years. To Robin, who had changed my life for the better since the first moment I met her, and who…
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  • The Relationship Between Precision-Recall and ROC Curves  
  • by Jesse Davis, Mark Goadrich — 2006 — In ICML ’06: Proceedings of the 23rd international conference on Machine learning
  • …Receiver Operator Characteristic (ROC) curves and Precision-Recall (PR) curves are commonly used to present results for binary decision problems in machine learning. When the class distribution is close to being uniform, ROC curves have many desirable properties. However, when dealing with a highly …
  • Cited by 32 (2 self) – Add To MetaCart
  • Deep transfer via second-order markov logic  
  • by Jesse Davis, Pedro Domingos — 2008 — In Proceedings of the AAAI Workshop on Transfer Learning For Complex Tasks
  • …Standard inductive learning requires that training and test instances come from the same distribution. Transfer learning seeks to remove this restriction. In shallow transfer, test instances are from the same domain, but have a different distribution. In deep transfer, test instances are from a diff…
  • Cited by 6 (1 self) – Add To MetaCart
  • Change of representation for statistical relational learning  
  • by Jesse Davis, Irene Ong, Jan Struyf, Elizabeth Burnside — 2007 — Proc. IJCAI’07
  • …Statistical relational learning (SRL) algorithms learn statistical models from relational data, such as that stored in a relational database. We previously introduced view learning for SRL, in which the view of a relational database can be automatically modified, yielding more accurate statistical m…
  • Cited by 6 (1 self) – Add To MetaCart
  • View learning for statistical relational learning: With an application to mammography  
  • by Jesse Davis Elizabeth Burnside, Raghu Ramakrishnan, Vítor Santos Costa, Jude Shavlik — 2005 — Proceeding of the 19th International Joint Conference on Artificial Intelligence
  • …Statistical relational learning (SRL) constructs probabilistic models from relational databases. A key capability of SRL is the learning of arcs (in the Bayes net sense) connecting entries in different rows of a relational table, or in different tables. Nevertheless, SRL approaches currently are con…
  • Cited by 9 (4 self) – Add To MetaCart
  • Using Bayesian classifiers to combine rules  
  • by Jesse Davis, Vítor Santos Costa, Irene M. Ong, Inês Dutra — 2004 — In 3rd Workshop on Multi-Relational Data Mining
  • …Abstract. One of the most popular techniques for multi-relational data mining is Inductive Logic Programming (ILP). Given a set of positive and negative examples, an ILP system ideally finds a logical description of the underlying data model that discriminates the positive examples from the negative…
  • Cited by 5 (3 self) – Add To MetaCart
  • EXPERIENCE  
  • by Coursework Includes, Coursework Includes, Early Analytic Philosophy, Jesse Davis, Mark Goadrich, Mark Goadrich Louis Oliphant
  • …Instructor of 30 students upper-class CS majors. Managed teaching assistant and prepared extensive course webpage.…
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