Heterogeneous Medical Data

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Deep learning for heterogeneous medical data analysis

https://link.springer.com/article/10.1007/s11280-019-00764-z

Based on the knowledge extraction of structural medical data, paper clarified the medical data mining and its main objectives, and summarized relevant researches from the perspectives of screening, diagnosis, treatment, prognosis, monitoring, and …

Heterogeneous Graph Learning for Multi-modal Medical …

https://arxiv.org/abs/2211.15158

medical data is multi-modal in nature. Such heterogeneous modalities offer different and complementary perspectives on the same patient, resulting in more …

From heterogeneous healthcare data to disease-specific …

https://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1008735

High-dimensional and heterogeneous healthcare data, such as electronic health records or epidemiological study data, contain much information on yet unknown …

A heterogeneous multi-modal medical data fusion …

https://link.springer.com/article/10.1007/s13755-022-00183-x

These medical data include structured data such as Electronic Medical Records (EMRs), semi-structured data such as Comma-Separated Values (CSV), …

Heterogeneous data integration methods for patient …

https://pubmed.ncbi.nlm.nih.gov/35679533/

In this article, we review existing methods for integrating multiple biomedical data views to construct PSNs, together with the different patient similarity measures that …

HMDFF: A Heterogeneous Medical Data Fusion …

https://link.springer.com/chapter/10.1007/978-3-030-90885-0_23

Heterogenous medical data Data fusion framework Multimodal query Download conference paper PDF 1 Introduction Tremendous amounts of multimodal and …

A data model for integrating heterogeneous medical data …

https://pubmed.ncbi.nlm.nih.gov/18560104/

There has been much research activity in recent times about providing the data infrastructures needed for the provision of personalised healthcare. In particular the …

Heterogeneous vs heterogenous | Radiology Reference …

https://radiopaedia.org/articles/heterogeneous-vs-heterogenous

Heterogeneous refers to a structure with dissimilar components or elements, appearing irregular or variegated. For example, a dermoid cyst has heterogeneous …

Multidimensional Heterogeneous Medical …

https://www.hindawi.com/journals/complexity/2020/7574609/

(1) The multidimensional heterogeneous medical data push technology is applied to intelligent cloud collaborative management system for analysis; (2) the …

Heterogeneous | definition of heterogeneous by Medical …

https://medical-dictionary.thefreedictionary.com/heterogeneous

heterogeneous. [ het″er-o-je´ne-us] 1. consisting of or composed of dissimilar elements or ingredients; not having a uniform quality throughout. 2. in genetics, said of a …

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