BackBrowsing by Author "Arenas Solá, Concepción"
Now showing items 1-8 of 8
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dbcsp: User-friendly R package for Distance-Based Common Spatial Patterns
; ; Sierra Araujo, Basilio
; (The R Foundation, 2022-12-20)
Common Spatial Patterns (CSP) is a widely used method to analyse electroencephalography (EEG) data, concerning the supervised classification of the activity of brain. More generally, it can be useful to distinguish between ... -
Estatistika metodoak distantzietan oinarrituriko ikuspegitik
Irigoyen Garbizu, Itziar; Arenas Solá, Concepción; Ferreiro, Susana; Sierra Araujo, Basilio (Servicio Editorial de la Universidad del País Vasco/Euskal Herriko Unibertsitatearen Argitalpen Zerbitzua, 2014)
Lan honetan analisi anizkoitzaren baitan biltzen diren distantzietan oinarrituriko hainbat metodoren berrikusketa egin da. Oinarrizko kontzeptuak aurkeztu dira lehenik, ondoren metodoen funtsa laburki azaldu ahal izateko. ... -
Fuzzy classification with distance-based depth prototypes: High-dimensional unsupervised and/or supervised problems
; ; Sierra Araujo, Basilio; (Elsevier, 2023-11)
Supervised and unsupervised classification is crucial in many areas where different types of data sets are common, such as biology, medicine, or industry, among others. A key consideration is that some units are more typical ... -
ICGE: an R package for detecting relevant clusters and atypical units in gene expression
Irigoyen Garbizu, Itziar; Sierra Araujo, Basilio; Arenas Solá, Concepción (BioMed Central, 2012-02)
Background: Gene expression technologies have opened up new ways to diagnose and treat cancer and other diseases. Clustering algorithms are a useful approach with which to analyze genome expression data. They attempt to ... -
Identification of differentially expressed genes by means of outlier detection
(Biomed Central, 2018-09-10)Background: An important issue in microarray data is to select, from thousands of genes, a small number of informative differentially expressed (DE) genes which may be key elements for a disease. If each gene is analyzed ... -
New Distance-Based approach for Genome-Wide Association Studies
(IEEE Institute of Electrical and Electronics Engineers Inc., 2022-09-01)With the rise of genome-wide association studies (GWAS), the analysis of typical GWAS data sets with thousands of single-nucleotide polymorphisms (SNPs) has become crucial in biomedicine research. Here, we propose a new ... -
ORdensity: user-friendly R package to identify differentially expressed genes
; Irigoyen Garbizu, Itziar; Sierra Araujo, Basilio; Arenas Solá, Concepción (BCM, 2020-04-07)
Background Microarray technology provides the expression level of many genes. Nowadays, an important issue is to select a small number of informative differentially expressed genes that provide biological knowledge and may ... -
Towards Application of One-Class Classification Methods to Medical Data
Irigoyen Garbizu, Itziar; Sierra Araujo, Basilio; Arenas Solá, Concepción (Hindawi Publishing, 2014)
In the problem of one-class classification (OCC) one of the classes, the target class, has to be distinguished from all other possible objects, considered as nontargets. In many biomedical problems this situation arises, ...