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ACL
2008
15 years 3 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
128
Voted
ECAI
2006
Springer
15 years 6 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
15 years 3 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
70
Voted
ESANN
2008
15 years 3 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 4 months 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...