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JMLR
2012
13 years 7 months ago
Robust Multi-task Regression with Grossly Corrupted Observations
We consider the multiple-response regression problem, where the response is subject to sparse gross errors, in the high-dimensional setup. We propose a tractable regularized M-est...
Huan Xu, Chenlei Leng
JMLR
2012
13 years 7 months ago
Lifted coordinate descent for learning with trace-norm regularization
We consider the minimization of a smooth loss with trace-norm regularization, which is a natural objective in multi-class and multitask learning. Even though the problem is convex...
Miroslav Dudík, Zaïd Harchaoui, J&eacu...
ICST
2009
IEEE
15 years 11 months ago
Optimizing Generation of Object Graphs in Java PathFinder
Java PathFinder (JPF) is a popular model checker for Java programs. JPF was used to generate object graphs as test inputs for object-oriented programs. Specifically, JPF was used...
Milos Gligoric, Tihomir Gvero, Steven Lauterburg, ...
ICALP
2007
Springer
15 years 10 months ago
An Optimal Decomposition Algorithm for Tree Edit Distance
Abstract. The edit distance between two ordered rooted trees with vertex labels is the minimum cost of transforming one tree into the other by a sequence of elementary operations c...
Erik D. Demaine, Shay Mozes, Benjamin Rossman, Ore...
CSFW
2010
IEEE
15 years 8 months ago
Required Information Release
Abstract—Many computer systems have a functional requirement to release information. Such requirements are an important part of a system’s information security requirements. Cu...
Stephen Chong