M. Bacauskiene

Publications101
h-index19
Citations2,085
Highly Influential Citations70
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  • Publications
  • Influence
Mining data with random forests: A survey and results of new tests
TLDR
Random forests (RF) has become a popular technique for classification, prediction, studying variable importance, variable selection, and outlier detection. Expand
  • 464
  • 16
Feature selection with neural networks
TLDR
We present a neural network based approach for identifying salient features for classification in feedforward neural networks with an augmented cross-entropy error function. Expand
  • 280
  • 14
Soft combination of neural classifiers: A comparative study
TLDR
This paper presents four schemes for soft fusion of the outputs of multiple classifiers. Expand
  • 245
  • 10
Hybrid and ensemble-based soft computing techniques in bankruptcy prediction: a survey
TLDR
This paper presents a comprehensive review of hybrid and ensemble-based soft computing techniques applied to bankruptcy prediction. Expand
  • 143
  • 8
Automated speech analysis applied to laryngeal disease categorization
TLDR
The long-term goal of the work is a decision support system for diagnostics of laryngeal diseases. Expand
  • 99
  • 3
A general framework for designing a fuzzy rule-based classifier
This paper presents a general framework for designing a fuzzy rule-based classifier. Structure and parameters of the classifier are evolved through a two-stage genetic search. To reduce the search… Expand
  • 29
  • 3
  • PDF
Advances in laryngeal imaging
Imaging and image analysis became an important issue in laryngeal diagnostics. Various techniques, such as videostroboscopy, videokymography, digital kymograpgy, or ultrasonography are available and… Expand
  • 34
  • 2
  • PDF
A feature selection technique for generation of classification committees and its application to categorization of laryngeal images
TLDR
This paper is concerned with a two phase procedure to select salient features (variables) for classification committees. Expand
  • 41
  • 2
Random forests based monitoring of human larynx using questionnaire data
TLDR
This paper is concerned with soft computing techniques-based noninvasive monitoring of human larynx using subject's questionnaire data. Expand
  • 11
  • 2
Towards a computer-aided diagnosis system for vocal cord diseases
TLDR
A computer-aided decision support system for automated analysis of vocal cord images aiming to categorize diseases of vocal cords. Expand
  • 41
  • 1