Filters
Comparison of stability measures for feature selection
The feature selection is inevitable part of machine learning techniques in biomedical engineering and bioinformatics. Feature selection methods are used to select if there are plenty of feature
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2015 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Feature Condensing Algorithm for Feature Selection
A new unsupervised filter-based feature selection method is introduced. Its principle consists in merging similar features into clusters using a distance measure feature is selected from each cluster. In e...
JD - Využití počítačů, robotika a její aplikace
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
Feature Selection using Improved Mutual Information for Text Classification
Basic themes of document: Text document; feature selection; improved mutual information; sequential search feature selection method; multinomial model; naive Bayes clasifier......
BD - Teorie informace
- 2004 •
- C
Rok uplatnění
C - Kapitola v odborné knize
The Problem of Fragile Feature Subset Preference in Feature Selection Methods and A Proposal of Algorithmic Workaround
feature selection methods. It follows from the implicit assumption that higher feature selection criterion value always indicates more preferable subset even if the value feature preferences, overfitting ...
BD - Teorie informace
- 2010 •
- D
Rok uplatnění
D - Stať ve sborníku
Current Feature Selection Techniques in Statistical Pattern Recognition
Basic themes of document: feature selection; selection of relevant information for decision-making; taxonomy...
BD - Teorie informace
- 2005 •
- D
Rok uplatnění
D - Stať ve sborníku
Feature selection based on the training set manipulation
A novel filter feature selection technique is introduced. The method exploits to the Adaboost algorithm. Features are selected on the basis of their individual merit using selected by the proposed method i...
JD - Využití počítačů, robotika a její aplikace
- 2006 •
- D
Rok uplatnění
D - Stať ve sborníku
Feature Space Optimization
The contribution deals with the problem of feature selection strategies for the case of high dimensional feature space. In this paper an effective method of feature selection is proposed where two differen...
IN - Informatika
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
An experimental comparison of feature selection methods on two-class biomedical datasets
Feature selection is a significant part of many machine learning applications informatics. The increased popularity of feature selection methods and their frequent of feature selection techniques....
Electrical and electronic engineering
- 2015 •
- Jimp •
- Link
Rok uplatnění
Jimp - Článek v periodiku v databázi Web of Science
Výsledek na webu
Feature Selection by Reordering
A method of proper selection of features for an inductive algorithm is discussed. The main idea consists in proper descending ordering of features according to the measure of new information contributing to the previous val...
BA - Obecná matematika
- 2005 •
- Jx
Rok uplatnění
Jx - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)
Criteria Ensembles in Feature Selection
In feature selection the effect of over-fitting may lead to serious degradation of generalization ability. We introduce the concept of combining multiple feature selection criteria in feature selection...
BD - Teorie informace
- 2009 •
- D
Rok uplatnění
D - Stať ve sborníku
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