Search Results - "Martín Merino, Manuel"
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1
Survival marker genes of colorectal cancer derived from consistent transcriptomic profiling
Published in BMC genomics (11-12-2018)“…Identification of biomarkers associated with the prognosis of different cancer subtypes is critical to achieve better therapeutic assistance. In colorectal…”
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2
Cancer-associated fibroblast-derived gene signatures determine prognosis in colon cancer patients
Published in Molecular cancer (29-04-2021)“…According to the Consensus Molecular Subtype classification (CMS) in CC, the mesenchymal or CMS4 group is characterized by stromal invasion, extracellular…”
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3
A Clustering Algorithm Based on an Ensemble of Dissimilarities: An Application in the Bioinformatics Domain
Published in International journal of interactive multimedia and artificial intelligence (01-09-2022)“…Clustering algorithms such as k-means depend heavily on choosing an appropriate distance metric that reflect accurately the object proximities. A wide range of…”
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4
Del data-driven al data-feeling: análisis de sentimiento en tiempo real de mensajes en español sobre divulgación científica usando técnicas de aprendizaje automático
Published in Disertaciones (San Cristóbal, Venezuela) (17-01-2020)“…Los cambios producidos en los últimos años en cuanto a modelos de comunicación social han llevado a todos los sectores a adaptarse a los nuevos medios para…”
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5
Application of Machine Learning Techniques for the Characterization and Early Diagnosis of Respiratory Diseases Such as COVID-19
Published in IEEE access (2024)“…This paper presents a robust methodology for the early and cost-effective diagnosis of COVID-19 based on vocal features and machine learning techniques. The…”
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Combining dissimilarity based classifiers for cancer prediction using gene expression profiles
Published in BMC bioinformatics (20-11-2007)Get full text
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7
Learning a Combination of Dissimilarities from a Set of Equivalence Constraints
Published in 2010 IEEE International Conference on Data Mining Workshops (01-12-2010)“…Applications have emerged in the last years in which several dissimilarities and data sources provide complementary information about the problem. Therefore,…”
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Conference Proceeding -
8
κ-NN for the classification of human cancer samples using the gene expression profiles
Published in Advances in experimental medicine and biology (2010)“…The [Formula: see text]-Nearest Neighbor (k-NN) classifier has been applied to the identification of cancer samples using the gene expression profiles with…”
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9
A local semi-supervised Sammon algorithm for textual data visualization
Published in Journal of intelligent information systems (01-08-2009)“…Sammon’s mapping is a powerful non-linear technique that allow us to visualize high dimensional object relationships. It has been applied to a broad range of…”
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Combining Dissimilarities in a Hyper Reproducing Kernel Hilbert Space for Complex Human Cancer Prediction
Published in Journal of biomedicine & biotechnology (2009)“…DNA microarrays provide rich profiles that are used in cancer prediction considering the gene expression levels across a collection of related samples. Support…”
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11
Visualizing asymmetric proximities with SOM and MDS models
Published in Neurocomputing (Amsterdam) (2005)“…Multidimensional scaling (MDS) and self organizing maps (SOM) algorithms are useful to visualize object relationships in a data set. These algorithms rely on…”
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12
A kernel SVM algorithm to detect mislabeled microarrays in human cancer samples
Published in 13th IEEE International Conference on BioInformatics and BioEngineering (01-11-2013)“…DNA Microarrays have been successfully applied to the identification of different cancer types considering the gene expression profiles. However, previous…”
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Conference Proceeding -
13
A semi-supervised clustering algorithm that integrates heterogeneous dissimilarities and data sources
Published in The 2011 International Joint Conference on Neural Networks (01-07-2011)“…Clustering algorithms depend strongly on the dissimilarity considered to evaluate the sample proximities. In real applications, several dissimilarities are…”
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Conference Proceeding -
14
Identification of a gene expression signature associated with breast cancer survival and risk that improves clinical genomic platforms
Published in Bioinformatics advances (2023)“…Abstract Motivation Modern genomic technologies allow us to perform genome-wide analysis to find gene markers associated with the risk and survival in cancer…”
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15
A new Sammon algorithm for sparse data visualization
Published in Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004 (2004)“…Sammon's mapping is an important non-linear projection technique that has been widely applied to the visualization of high dimensional data. However when…”
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Conference Proceeding -
16
Combining Dissimilarities in a Hyper Reproducing Kernel Hilbert Space for Complex Human Cancer Prediction
Published in 2008 Seventh International Conference on Machine Learning and Applications (01-12-2008)“…Support vector machines (SVM) have been applied to the classification of cancer samples using the gene expression profiles. However, they rely on Euclidean…”
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Conference Proceeding -
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Ensemble of Kernel Based Classifiers to Improve the Human Cancer Prediction using DNA Microarrays
Published in 2007 IEEE 7th International Symposium on BioInformatics and BioEngineering (01-01-2007)“…DNA microarrays provide rich profiles that are used in cancer prediction considering the gene expression levels across a collection of samples. Support Vector…”
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Conference Proceeding Journal Article -
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Classification of multiple cancer types in a Hyper Reproducing Kernel Hilbert Space
Published in 2008 8th IEEE International Conference on BioInformatics and BioEngineering (2008)“…The classification of multiple cancer types based on the gene expression profiles is a challenging task. support vector machines (SVM) have been applied to…”
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Conference Proceeding Journal Article