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Book and Conference Proceedings
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Book and Conference Proceedings
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Article
Special issue on “Learning in data science: theory, methods and applications”—preface by the guest editors
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Article
Open AccessEnsemble of optimal trees, random forest and random projection ensemble classification
The predictive performance of a random forest ensemble is highly associated with the strength of individual trees and their diversity. Ensemble of a small number of accurate and diverse trees, if prediction ac...
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Article
Open AccessEnsemble of a subset of kNN classifiers
Combining multiple classifiers, known as ensemble methods, can give substantial improvement in prediction performance of learning algorithms especially in the presence of non-informative features in the data s...
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Article
Introduction to the special issue on Data Science in Europe
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Article
Open AccessModified Pilates as an adjunct to standard physiotherapy care for urinary incontinence: a mixed methods pilot for a randomised controlled trial
Urinary incontinence (UI) is a distressing condition affecting at least 5 million women in England and Wales. Traditionally, physiotherapy for UI comprises pelvic floor muscle training, but although evidence s...
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Chapter and Conference Paper
Ensemble of Subset of k-Nearest Neighbours Models for Class Membership Probability Estimation
Combining multiple classifiers can give substantial improvement in prediction performance of learning algorithms especially in the presence of non-informative features in the data sets. This technique can ...
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Chapter and Conference Paper
Analysis of ChIP-seq Data Via Bayesian Finite Mixture Models with a Non-parametric Component
In large discrete data sets which requires classification into signal and noise components, the distribution of the signal is often very bumpy and does not follow a standard distribution. Therefore the signa...
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Chapter and Conference Paper
Minimizing Redundancy Among Genes Selected Based on the Overlap** Analysis
For many functional genomic experiments, identifying the most characterizing genes is a main challenge. Both the prediction accuracy and interpretability of a classifier could be enhanced by performing the cla...
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Chapter and Conference Paper
An Ensemble of Optimal Trees for Class Membership Probability Estimation
Machine learning methods can be used for estimating the class membership probability of an observation. We propose an ensemble of optimal trees in terms of their predictive performance. This ensemble is formed...
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Book and Conference Proceedings
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Article
Open AccessA feature selection method for classification within functional genomics experiments based on the proportional overlap** score
Microarray technology, as well as other functional genomics experiments, allow simultaneous measurements of thousands of genes within each sample. Both the prediction accuracy and interpretability of a classif...
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Book and Conference Proceedings
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Chapter
Tele-glaucoma: Experiences and Perspectives
Glaucoma, a group of diseases that lead to optic neuropathy, is one of the most common reasons for blindness worldwide [1]. The most common form among the Caucasian population is open-angle glaucoma (OAG) [2]....
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Article
Classification of repeated measurements data using tree-based ensemble methods
In many medical applications, longitudinal data sets are available. Longitudinal data, as well as observations from paired organs, show a dependency structure which should be respected in the evaluation. Adler...
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Article
Open AccessInformed citizen and empowered citizen in health: results from an European survey
The knowledge about the relationship between health-related activities on the Internet (i.e. informed citizens) and individuals' control over their own experiences of health or illness (i.e. empowered citizens...
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Book and Conference Proceedings
Advances in Data Analysis, Data Handling and Business Intelligence
Proceedings of the 32nd Annual Conference of the Gesellschaft für Klassifikation e.V., Joint Conference with the British Classification Society (BCS) and the Dutch/Flemish Classification Society (VOC), Helmut-Schmidt-University, Hamburg, July 16-18, 2008
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Article
Electrophysiological deficits in the retina of the DBA/2J mouse
The DBA/2J (D2J) is a genetic mouse model for glaucomatous neurodegeneration because the animals develop anatomical and functional retinal deficits that partially can be correlated with elevated intraocular pr...
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Article
Renal cell carcinoma under 35 years of age: comparison of survival rates for symptomatic and asymptomatic patients
Recent studies suggest that RCC detected in young adults is likely to be more symptomatic and potentially aggressive, since young patients are less likely to undergo radiologic examinations unless they have sy...
