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» Learning from examples to improve code completion systems
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IJCAI
2003
13 years 9 months ago
Integrating Background Knowledge Into Text Classification
We present a description of three different algorithms that use background knowledge to improve text classifiers. One uses the background knowledge as an index into the set of tra...
Sarah Zelikovitz, Haym Hirsh
VL
2009
IEEE
128views Visual Languages» more  VL 2009»
14 years 2 months ago
Improving API documentation using API usage information
Jadeite is a new Javadoc-like API documentation system that takes advantage of multiple users’ aggregate experience to reduce difficulties that programmers have learning new API...
Jeffrey Stylos, Andrew Faulring, Zizhuang Yang, Br...
ICML
2005
IEEE
14 years 8 months ago
Recycling data for multi-agent learning
Learning agents can improve performance cooperating with other agents, particularly learning agents forming a committee outperform individual agents. This "ensemble effect&qu...
Santiago Ontañón, Enric Plaza
ICAC
2006
IEEE
14 years 1 months ago
Learning Application Models for Utility Resource Planning
Abstract— Shared computing utilities allocate compute, network, and storage resources to competing applications on demand. An awareness of the demands and behaviors of the hosted...
Piyush Shivam, Shivnath Babu, Jeffrey S. Chase
EMNLP
2010
13 years 5 months ago
Improving Mention Detection Robustness to Noisy Input
Information-extraction (IE) research typically focuses on clean-text inputs. However, an IE engine serving real applications yields many false alarms due to less-well-formed input...
Radu Florian, John F. Pitrelli, Salim Roukos, Imed...