AIMC Topic: Data Mining

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English Feature Recognition Based on GA-BP Neural Network Algorithm and Data Mining.

Computational intelligence and neuroscience Aug 30, 2021
With the development of society and the promotion of science and technology, English, as the largest universal language in the world, is used by more and more people. In the life around us, there is information in English all the time. However, becau...
Algorithms Humans Language Neural Networks, Computer Data Mining Data Analysis
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Predicting phenotypes from genetic, environment, management, and historical data using CNNs.

TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik Aug 27, 2021
Convolutional Neural Networks (CNNs) can perform similarly or better than standard genomic prediction methods when sufficient genetic, environmental, and management data are provided. Predicting phenotypes from genetic (G), environmental (E), and man...
Neural Networks, Computer Crops, Agricultural Machine Learning Phenotype Genomics Zea mays Data Mining
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Creating efficiencies in the extraction of data from randomized trials: a prospective evaluation of a machine learning and text mining tool.

BMC medical research methodology Aug 16, 2021
BACKGROUND: Machine learning tools that semi-automate data extraction may create efficiencies in systematic review production. We evaluated a machine learning and text mining tool's ability to (a) automatically extract data elements from randomized t...
Research Design Language Randomized Controlled Trials as Topic Humans Machine Learning Data Mining
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Semi-Supervised Topological Analysis for Elucidating Hidden Structures in High-Dimensional Transcriptome Datasets.

IEEE/ACM transactions on computational biology and bioinformatics Aug 6, 2021
Topological data analysis (TDA) is a powerful method for reducing data dimensionality, mining underlying data relationships, and intuitively representing the data structure. The Mapper algorithm is one such tool that projects high-dimensional data to...
Computer Simulation Female Gene Expression Profiling Humans Algorithms Ovarian Neoplasms Supervised Machine Learning Data Mining Transcriptome Computational Biology Databases, Genetic
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Explaining Black-Box Models for Biomedical Text Classification.

IEEE journal of biomedical and health informatics Aug 5, 2021
In this paper, we propose a novel method named Biomedical Confident Itemsets Explanation (BioCIE), aiming at post-hoc explanation of black-box machine learning models for biomedical text classification. Using sources of domain knowledge and a confide...
Software Humans Data Mining Semantics Machine Learning
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The Infectious Disease Ontology in the age of COVID-19.

Journal of biomedical semantics Jul 18, 2021
BACKGROUND: Effective response to public health emergencies, such as we are now experiencing with COVID-19, requires data sharing across multiple disciplines and data systems. Ontologies offer a powerful data sharing tool, and this holds especially f...
COVID-19 Communicable Diseases SARS-CoV-2 Public Health Computational Biology Epidemics Humans Information Dissemination Data Mining Communicable Disease Control Semantics Biological Ontologies
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A novel approach for the analysis of time-course gene expression data based on computing with words.

Journal of biomedical informatics Jul 14, 2021
In this paper, a novel approach is proposed for the analysis of time-course gene expression data based on the path-breaking work of Zadeh, Computing with Words. This method can automatically discover the patterns of temporal gene expression profile i...
Algorithms Humans Gene Expression Profiling Gene Expression Data Mining Linguistics Fuzzy Logic
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Automatic Prediction of Recurrence of Major Cardiovascular Events: A Text Mining Study Using Chest X-Ray Reports.

Journal of healthcare engineering Jul 9, 2021
METHODS: We used EHR data of patients included in the Second Manifestations of ARTerial disease (SMART) study. We propose a deep learning-based multimodal architecture for our text mining pipeline that integrates neural text representation with prepr...
Humans Radiography Neural Networks, Computer Data Mining Cardiovascular Diseases X-Rays
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A deep look into radiomics.

La Radiologia medica Jul 2, 2021
Radiomics is a process that allows the extraction and analysis of quantitative data from medical images. It is an evolving field of research with many potential applications in medical imaging. The purpose of this review is to offer a deep look into ...
Medical Oncology Neuroimaging Radiology Information Systems Workflow Data Mining Image Interpretation, Computer-Assisted Database Management Systems Prognosis Neoplasms Deep Learning Consensus Genomics Diagnostic Imaging Data Analysis Algorithms Precision Medicine Humans Neural Networks, Computer Machine Learning
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Establishing a carotid artery stenosis disease cohort for comparative effectiveness research using natural language processing.

Journal of vascular surgery Jun 25, 2021
OBJECTIVE: Investigation of asymptomatic carotid stenosis treatment is hindered by the lack of a contemporary population-based disease cohort. We describe the use of natural language processing (NLP) to identify stenosis in patients undergoing caroti...
Severity of Illness Index Hemodynamics Predictive Value of Tests Humans Retrospective Studies Cross-Sectional Studies Carotid Stenosis California Medical Records Natural Language Processing Comparative Effectiveness Research International Classification of Diseases Asymptomatic Diseases Data Mining Magnetic Resonance Angiography Computed Tomography Angiography Ultrasonography, Doppler
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