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CORR
2010
Springer
136views Education» more  CORR 2010»
13 years 7 months ago
An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA
Many problems in machine learning and statistics can be formulated as (generalized) eigenproblems. In terms of the associated optimization problem, computing linear eigenvectors a...
Matthias Hein, Thomas Bühler
CORR
2010
Springer
98views Education» more  CORR 2010»
13 years 6 months ago
Satisfaction Equilibrium: A General Framework for QoS Provisioning in Self-Configuring Networks
Abstract--This paper is concerned with the concept of equilibrium and quality of service (QoS) provisioning in self-configuring wireless networks with non-cooperative radio devices...
Samir Medina Perlaza, Hamidou Tembine, Samson Lasa...
CORR
2011
Springer
135views Education» more  CORR 2011»
13 years 4 months ago
Planning with Partial Preference Models
In many real-world planning scenarios, the users are interested in optimizing multiple objectives (such as makespan and execution cost), but are unable to express their exact trad...
Tuan A. Nguyen, Minh Binh Do, Alfonso Gerevini, Iv...
CORR
2011
Springer
197views Education» more  CORR 2011»
13 years 4 months ago
Query Expansion Based on Clustered Results
Query expansion is a functionality of search engines that suggests a set of related queries for a user-issued keyword query. Typical corpus-driven keyword query expansion approach...
Ziyang Liu, Sivaramakrishnan Natarajan, Yi Chen
CORR
2011
Springer
177views Education» more  CORR 2011»
13 years 4 months ago
Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS
Markov Logic Networks (MLNs) have emerged as a powerful framework that combines statistical and logical reasoning; they have been applied to many data intensive problems including...
Feng Niu, Christopher Ré, AnHai Doan, Jude ...