TY - JOUR AU - Anguita-Ruiz, Augusto AU - Segura-Delgado, Alberto AU - Alcalá, Rafael AU - Aguilera, Concepción M. AU - Alcalá-Fdez, Jesús PY - 2020 DO - 10.1371/journal.pcbi.1007792 UR - http://hdl.handle.net/10668/3873 T2 - PLOS Computational Biology AB - Until date, several machine learning approaches have been proposed for the dynamic modeling of temporal omics data. Although they have yielded impressive results in terms of model accuracy and predictive ability, most of these applications are based... LA - en PB - Public Library of Science KW - Artificial Intelligence KW - Gene expression KW - Obesity KW - Knowledge KW - Mining KW - Transcriptome KW - Inteligencia artificial KW - Expresión génica KW - Obesidad KW - Conocimiento KW - Minería de datos KW - Transcriptoma KW - Medical Subject Headings::Information Science::Information Science::Computing Methodologies::Algorithms KW - Medical Subject Headings::Information Science::Information Science::Computing Methodologies::Artificial Intelligence KW - Medical Subject Headings::Disciplines and Occupations::Natural Science Disciplines::Biological Science Disciplines::Biology::Computational Biology KW - Medical Subject Headings::Information Science::Information Science::Medical Informatics::Medical Informatics Applications::Information Storage and Retrieval::Data Mining KW - Medical Subject Headings::Information Science::Information Science::Medical Informatics::Medical Informatics Applications::Information Systems::Databases as Topic::Databases, Factual::Databases, Genetic KW - Medical Subject Headings::Phenomena and Processes::Genetic Phenomena::Genetic Processes KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Genetic Techniques::Gene Expression Profiling KW - Medical Subject Headings::Organisms::Eukaryota::Animals::Chordata::Vertebrates::Mammals::Primates::Haplorhini::Catarrhini::Hominidae::Humans KW - Medical Subject Headings::Analytical, Diagnostic and Therapeutic Techniques and Equipment::Investigative Techniques::Epidemiologic Methods::Epidemiologic Study Characteristics as Topic::Epidemiologic Studies::Cohort Studies::Longitudinal Studies KW - Medical Subject Headings::Diseases::Nutritional and Metabolic Diseases::Nutrition Disorders::Overnutrition::Obesity KW - Medical Subject Headings::Information Science::Information Science::Computing Methodologies::Software KW - Medical Subject Headings::Phenomena and Processes::Genetic Phenomena::Genetic Structures::Transcriptome TI - eXplainable Artificial Intelligence (XAI) for the identification of biologically relevant gene expression patterns in longitudinal human studies, insights from obesity research TY - research article ER -