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It was envisioned that companies would purchase off-the-shelf software solutions or hire consultants or informaticians to solve their informatics problems.
The article concludes with emphasizing that successful future research in ML for health informatics, as well as the successful application of ML for solving health informatics problems needs a concerted effort, fostering integrative research between experts ranging from disciplines such as data science to visual analytics.
However, due to the great complexity and information content in bioimages, such as the very high density of cells (e.g. astrocytes, microglia, neurons) intertwined together (Fig. 1A), or very rapid microtubule growing process in a 4D movie of live cells, it is very challenging to directly apply existing medical image analysis methods to these bioimage informatics problems.
It also includes a short summary of the bioimage informatics challenges (Auer et al., 2007), including the demand for bioimage informatics techniques, the need of multiscale imaging, collaboration and communication between biologists and engineers, common bioimage informatics problems and bench test datasets and modeling.
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One of the primary informatics problem areas in this endeavor is the standardization of disparate health data from the nation's many health care organizations and providers.
This is a hard informatics problem because microarray and proteomics data could not, in most cases, be directly compared to each other.
Immunoinformatics, a newly emergent sub-discipline of bioinformatics, addresses informatic problems within immunology, such as the crucial issue of epitope prediction [5].
Ease of use, extendability and openness make it an ideal tool for addressing complex immuno-informatics problems in an uncomplicated manner.
The capstone program is designed to offer both students and capstone partners an opportunity to gain experience working on real-life biomedical informatics related problems, enhance their research agenda, and explore potential employment partnerships.
Informatics research on problems in oncology, radiology and allergy/immunology.
The reader contained more than 200 professional texts focusing on informatics and related problems and their recordings in mp3 format.
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