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PKDD
2010
Springer
194views Data Mining» more  PKDD 2010»
9 years 8 months ago
Weighted Symbols-Based Edit Distance for String-Structured Image Classification
As an alternative to vector representations, a recent trend in image classification suggests to integrate additional structural information in the description of images in order to...
Cécile Barat, Christophe Ducottet, É...
PKDD
2010
Springer
169views Data Mining» more  PKDD 2010»
9 years 8 months ago
Classification with Sums of Separable Functions
Abstract. We present a novel approach for classification using a discretised function representation which is independent of the data locations. We construct the classifier as a su...
Jochen Garcke
PKDD
2010
Springer
143views Data Mining» more  PKDD 2010»
9 years 8 months ago
A Unified Approach to Active Dual Supervision for Labeling Features and Examples
Abstract. When faced with the task of building accurate classifiers, active learning is often a beneficial tool for minimizing the requisite costs of human annotation. Traditional ...
Josh Attenberg, Prem Melville, Foster J. Provost
PKDD
2010
Springer
178views Data Mining» more  PKDD 2010»
9 years 8 months ago
Graph Regularized Transductive Classification on Heterogeneous Information Networks
A heterogeneous information network is a network composed of multiple types of objects and links. Recently, it has been recognized that strongly-typed heterogeneous information net...
Ming Ji, Yizhou Sun, Marina Danilevsky, Jiawei Han...
PKDD
2010
Springer
113views Data Mining» more  PKDD 2010»
9 years 8 months ago
Predictive Distribution Matching SVM for Multi-domain Learning
Chun-Wei Seah, Ivor W. Tsang, Yew-Soon Ong, Kee-Kh...
PKDD
2010
Springer
127views Data Mining» more  PKDD 2010»
9 years 8 months ago
Software-Defect Localisation by Mining Dataflow-Enabled Call Graphs
Defect localisation is essential in software engineering and is an important task in domain-specific data mining. Existing techniques building on call-graph mining can localise dif...
Frank Eichinger, Klaus Krogmann, Roland Klug, Klem...
PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
9 years 8 months ago
Gaussian Processes for Sample Efficient Reinforcement Learning with RMAX-Like Exploration
Abstract. We present an implementation of model-based online reinforcement learning (RL) for continuous domains with deterministic transitions that is specifically designed to achi...
Tobias Jung, Peter Stone
PKDD
2010
Springer
148views Data Mining» more  PKDD 2010»
9 years 8 months ago
Online Learning in Adversarial Lipschitz Environments
Odalric-Ambrym Maillard, Rémi Munos
PKDD
2010
Springer
153views Data Mining» more  PKDD 2010»
9 years 8 months ago
A Robustness Measure of Association Rules
Abstract. We propose a formal definition of the robustness of association rules for interestingness measures. It is a central concept in the evaluation of the rules and has only be...
Yannick Le Bras, Patrick Meyer, Philippe Lenca, St...
PKDD
2010
Springer
179views Data Mining» more  PKDD 2010»
9 years 8 months ago
Learning an Affine Transformation for Non-linear Dimensionality Reduction
The foremost nonlinear dimensionality reduction algorithms provide an embedding only for the given training data, with no straightforward extension for test points. This shortcomin...
Pooyan Khajehpour Tadavani, Ali Ghodsi
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