AIMC Topic:
Data Mining

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Health Informatics via Machine Learning for the Clinical Management of Patients.

Yearbook of medical informatics Aug 13, 2015
OBJECTIVES: To review how health informatics systems based on machine learning methods have impacted the clinical management of patients, by affecting clinical practice.
Humans Machine Learning Medical Informatics Electronic Health Records Intensive Care Units Patient Care Management Data Mining
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Protein interaction network constructing based on text mining and reinforcement learning with application to prostate cancer.

IET systems biology Aug 1, 2015
Constructing interaction network from biomedical texts is a very important and interesting work. The authors take advantage of text mining and reinforcement learning approaches to establish protein interaction network. Considering the high computatio...
Prostatic Neoplasms Periodicals as Topic PubMed Data Mining Protein Interaction Mapping Signal Transduction Neoplasm Proteins Natural Language Processing Humans Machine Learning Male
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Artificial Intelligence, Big Data, and Cancer.

JAMA oncology Aug 1, 2015
Access to Information Knowledge Bases Data Mining Databases, Factual Neoplasms Systems Biology Information Dissemination Medical Oncology Systems Integration Humans Artificial Intelligence
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Advances in natural language processing.

Science (New York, N.Y.) Jul 17, 2015
Natural language processing employs computational techniques for the purpose of learning, understanding, and producing human language content. Early computational approaches to language research focused on automating the analysis of the linguistic st...
Natural Language Processing Humans Data Mining Social Media Translating
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Searches for randomized controlled trials of drugs in MEDLINE and EMBASE using only generic drug names compared with searches applied in current practice in systematic reviews.

Research synthesis methods Jun 1, 2015
BACKGROUND: It is unclear which terms should be included in bibliographic searches for randomized controlled trials (RCTs) of drugs, and identifying relevant drug terms can be extremely laborious. The aim of our analysis was to determine whether a bi...
Randomized Controlled Trials as Topic Natural Language Processing Review Literature as Topic Data Mining Drug Labeling Drug Evaluation Drugs, Generic MEDLINE Vocabulary, Controlled Databases, Bibliographic
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The drug prescription network: a system-level view of drug co-prescription in community-dwelling elderly people.

Rejuvenation research Apr 1, 2015
Networks are well suited to display and analyze complex systems that consist of numerous and interlinked elements. This study aimed at: (1) generating a series of drug prescription networks (DPNs) displaying co-prescription in community-dwelling elde...
Polypharmacy National Health Programs Databases, Pharmaceutical Time Factors Practice Patterns, Physicians' Aged Drug Prescriptions Age Factors Aged, 80 and over Independent Living Male Cluster Analysis Humans Italy Neural Networks, Computer Drug Information Services Data Mining Female Community Pharmacy Services Pattern Recognition, Automated Pharmacoepidemiology
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Using Semantic Association to Extend and Infer Literature-Oriented Relativity Between Terms.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2015
Relative terms often appear together in the literature. Methods have been presented for weighting relativity of pairwise terms by their co-occurring literature and inferring new relationship. Terms in the literature are also in the directed acyclic g...
Algorithms Natural Language Processing Periodicals as Topic Data Mining Terminology as Topic Manuscripts as Topic Semantics Biological Ontologies Pattern Recognition, Automated
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Mining Gene Regulatory Networks by Neural Modeling of Expression Time-Series.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2015
Discovering gene regulatory networks from data is one of the most studied topics in recent years. Neural networks can be successfully used to infer an underlying gene network by modeling expression profiles as times series. This work proposes a novel...
Neural Networks, Computer Algorithms Humans Animals Pattern Recognition, Automated Signal Transduction Gene Expression Regulation Data Mining Gene Expression Profiling Proteome
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BMExpert: Mining MEDLINE for Finding Experts in Biomedical Domains Based on Language Model.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2015
With the rapid development of biomedical sciences, a great number of documents have been published to report new scientific findings and advance the process of knowledge discovery. By the end of 2013, the largest biomedical literature database, MEDLI...
Algorithms MEDLINE Machine Learning Computer Simulation Pattern Recognition, Automated Language Models, Theoretical Natural Language Processing Data Mining Expert Testimony Manuscripts as Topic
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Knowledge Discovery Using Big Data in Biomedical Systems.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2015
Humans Artificial Intelligence Databases, Factual Models, Theoretical Data Mining Biomedical Research Computational Biology Pattern Recognition, Automated
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