AIMC Topic: Data Analysis

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Automated Metadata Suggestion During Repository Submission.

Neuroinformatics
Knowledge discovery via an informatics resource is constrained by the completeness of the resource, both in terms of the amount of data it contains and in terms of the metadata that exists to describe the data. Increasing completeness in one of these...

[The Role and Requirement of Datasets in the Quality Control of Artifcial Intelligence Medical Device].

Zhongguo yi liao qi xie za zhi = Chinese journal of medical instrumentation
Artificial intelligence is a blooming branch of medical device. Its development and quality control all rely on high quality clinical data. Since there is no established standard or guidance yet, it is important to study how to build and utilize a da...

Benefits, Pitfalls, and Potential Bias in Health Care AI.

North Carolina medical journal
As the health care industry adopts artificial intelligence, machine learning, and other modeling techniques, it is seeing benefits to both patient outcomes and cost reduction; however, it needs to be cognizant of and ensure proper management of the r...

An Ontology Approach for Knowledge Representation of ECG Data.

Studies in health technology and informatics
The number of features that can be extracted from ECG signals has increased with the advancement in signal processing techniques. At the same time, there is an increase in research efforts to support efficient and effective analysis and interpretatio...

Data Profiling in Support of Entity Resolution of Multi-Institutional EHR Data.

Studies in health technology and informatics
Information Quality (IQ) is a core tenant of contemporary data management practices. Across many disciplines and industries, it has become a necessary process to improve value and reduce liability in data driven processes. Information quality is a mu...

Machine Learning in Untargeted Metabolomics Experiments.

Methods in molecular biology (Clifton, N.J.)
Machine learning is a form of artificial intelligence (AI) that provides computers with the ability to learn generally without being explicitly programmed. Machine learning refers to the ability of computer programs to adapt when exposed to new data....

Mechanistic models versus machine learning, a fight worth fighting for the biological community?

Biology letters
Ninety per cent of the world's data have been generated in the last 5 years ( Report no. DES4702. Issued April 2017. Royal Society). A small fraction of these data is collected with the aim of validating specific hypotheses. These studies are led by ...