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ACL
2008
14 years 11 months ago
Active Learning with Confidence
Active learning is a machine learning approach to achieving high-accuracy with a small amount of labels by letting the learning algorithm choose instances to be labeled. Most of p...
Mark Dredze, Koby Crammer
ECAI
2006
Springer
15 years 1 months ago
Efficient Knowledge Acquisition for Extracting Temporal Relations
Abstract. Machine learning approaches in natural language processing often require a large annotated corpus. We present a complementary approach that utilizes expert knowledge to o...
Son Bao Pham, Achim G. Hoffmann
ICML
2010
IEEE
14 years 11 months ago
The Role of Machine Learning in Business Optimization
In a trend that reflects the increasing demand for intelligent applications driven by business data, IBM today is building out a significant number of applications that leverage m...
Chid Apte
ESANN
2008
14 years 11 months ago
A Methodology for Building Regression Models using Extreme Learning Machine: OP-ELM
This paper proposes a methodology named OP-ELM, based on a recent development
Yoan Miche, Patrick Bas, Christian Jutten, Olli Si...
SIGIR
2012
ACM
13 years 11 days ago
Learning to suggest: a machine learning framework for ranking query suggestions
We consider the task of suggesting related queries to users after they issue their initial query to a web search engine. We propose a machine learning approach to learn the probab...
Umut Ozertem, Olivier Chapelle, Pinar Donmez, Emre...