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RSFDGRC
2015
Springer
2 years 5 months ago
Semi-Supervised Fuzzy-Rough Feature Selection
With the continued and relentless growth in dataset sizes in recent times, feature or attribute selection has become a necessary step in tackling the resultant intractability. Inde...
Richard Jensen, Sarah Vluymans, Neil Mac Parthal&a...
PKDD
2015
Springer
20views Data Mining» more  PKDD 2015»
2 years 5 months ago
Generalized Modularity for Community Detection
Detecting the underlying community structure of networks is an important problem in complex network analysis. Modularity is a well-known quality function introduced by Newman, that...
Mohadeseh Ganji, Abbas Seifi, Hosein Alizadeh, Jam...
PKDD
2015
Springer
25views Data Mining» more  PKDD 2015»
2 years 5 months ago
Preliminary Experimental Analysis of Reservoir Computing Approach for Balance Assessment
Abstract. Evaluation of balance stability in elderly people is of prominent relevance in the field of health monitoring. Recently, the use of Wii Balance Board has been proposed a...
Claudio Gallicchio, Alessio Micheli, Luca Pedrelli...
PKDD
2015
Springer
41views Data Mining» more  PKDD 2015»
2 years 5 months ago
Country-Scale Exploratory Analysis of Call Detail Records Through the Lens of Data Grid Models
Abstract. Call Detail Records (CDRs) are data recorded by telecommunications companies, consisting of basic informations related to several dimensions of the calls made through the...
Romain Guigourès, Dominique Gay, Marc Boull...
PKDD
2015
Springer
24views Data Mining» more  PKDD 2015»
2 years 5 months ago
Estimating Dynamic Graphical Models from Multivariate Time-series Data
We consider the problem of estimating dynamic graphical models that describe the time-evolving conditional dependency structure between a set of data-streams. The bulk of work in s...
Alexander J. Gibberd, James D. B. Nelson
PKDD
2015
Springer
32views Data Mining» more  PKDD 2015»
2 years 5 months ago
Correlation Analysis for Determining the Potential of Home Energy Management Systems in Germany
This paper describes the implementation of a model in MATLAB that estimates the potential of home energy management systems based on different component criteria. This is done by t...
Aline Kirsten Vidal de Oliveira, Christian Kandler
PKDD
2015
Springer
31views Data Mining» more  PKDD 2015»
2 years 5 months ago
MIL: Automatic Metaphor Identification by Statistical Learning
Metaphor identification in text is an open problem in natural language processing. In this paper, we present a new, supervised learning approach called MIL (Metaphor Identification...
Yosef Ben Shlomo, Mark Last
PKDD
2015
Springer
28views Data Mining» more  PKDD 2015»
2 years 5 months ago
Non-parametric Jensen-Shannon Divergence
Quantifying the difference between two distributions is a common problem in many machine learning and data mining tasks. What is also common in many tasks is that we only have empi...
Hoang Vu Nguyen, Jilles Vreeken
PKDD
2015
Springer
32views Data Mining» more  PKDD 2015»
2 years 5 months ago
Bayesian Hypothesis Testing in Machine Learning
Most hypothesis testing in machine learning is done using the frequentist null-hypothesis significance test, which has severe drawbacks. We review recent Bayesian tests which over...
Giorgio Corani, Alessio Benavoli, Francesca Mangil...
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