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ICML
2009
IEEE
16 years 7 months ago
Geometry-aware metric learning
In this paper, we introduce a generic framework for semi-supervised kernel learning. Given pairwise (dis-)similarity constraints, we learn a kernel matrix over the data that respe...
Zhengdong Lu, Prateek Jain, Inderjit S. Dhillon
ICML
2005
IEEE
16 years 7 months ago
Harmonic mixtures: combining mixture models and graph-based methods for inductive and scalable semi-supervised learning
Graph-based methods for semi-supervised learning have recently been shown to be promising for combining labeled and unlabeled data in classification problems. However, inference f...
Xiaojin Zhu, John D. Lafferty
SIGSOFT
2008
ACM
16 years 7 months ago
Automatically locating framework extension examples
Using and extending a framework is a challenging task whose difficulty is exacerbated by the poor documentation that generally comes with the framework. Even in the presence of do...
Barthélémy Dagenais, Harold Ossher
SIGSOFT
2007
ACM
16 years 7 months ago
A specification-based approach to testing software product lines
This paper presents a specification-based approach for systematic testing of products from a software product line. Our approach uses specifications given as formulas in Alloy, a ...
Engin Uzuncaova, Daniel Garcia, Sarfraz Khurshid, ...
SIGSOFT
2007
ACM
16 years 7 months ago
Globally distributed software development project performance: an empirical analysis
Software firms are increasingly distributing their software development effort across multiple locations. In this paper we present the results of a two year field study that inves...
Narayan Ramasubbu, Rajesh Krishna Balan