Mining Risk Patterns Medical Data

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Mining risk patterns in medical data | Proceedings of the …

https://dl.acm.org/doi/abs/10.1145/1081870.1081971

We study an anti-monotone property for mining optimal risk pattern sets and present an algorithm to make use of the property in risk pattern discovery. The method has been applied to a real world data set to find patterns associated with an allergic event for ACE …

[2021] Risk Patterns in Medical Data: Efficient …

https://proxet.com/blog/how-discovering-risk-patterns-in-medical-data-can-transform-medicine/

Let’s review the example of the discovery of risk patterns in medical data: Define the optimal risk pattern set to exclude complicated patterns with lower relative risk than their corresponding simpler form patterns; …

[PDF] Mining risk patterns in medical data | Semantic …

https://www.semanticscholar.org/paper/Mining-risk-patterns-in-medical-data-Li-Fu/3d81dbb24980484fc8582fae1582cf13a0fdd41e

We define risk patterns by a statistical metric, relative risk, which has been widely used in epidemiological research. We characterise the problem of mining risk patterns as an …

(PDF) Mining risk patterns in medical data - ResearchGate

https://www.researchgate.net/publication/221654540_Mining_risk_patterns_in_medical_data

Abstract and Figures In this paper, we discuss a problem of finding risk patterns in medical data. We define risk patterns by a statistical metric, relative risk, …

Mining risk patterns in medical data - ACM Conferences

https://dl.acm.org/doi/10.1145/1081870.1081971

We study an anti-monotone property for mining optimal risk pattern sets and present an algorithm to make use of the property in risk pattern discovery. The method has been …

Mining Risk Patterns in Medical Data - CUHK CSE

https://www.cse.cuhk.edu.hk/~adafu/Pub/sigkdd05.pdf

that mining risk patterns can be considered an optimal rule mining problem, and an efﬁcient algorithm can be employed. Interestingness Measure Another important factor …

Mining health knowledge graph for health risk prediction

https://link.springer.com/article/10.1007/s11280-020-00810-1

Data mining is used not only to discover latent relationships among data but also to help reveal intelligible information of users [16, 25, 45]. Data mining …

Efficient discovery of risk patterns in medical data - PubMed

https://pubmed.ncbi.nlm.nih.gov/18783927/

The proposed method is more efficient than an association rule mining method. A real world case study shows that the method reveals some interesting risk patterns to medical …

Mining risk patterns in medical data | Sciweavers

http://www.sciweavers.org/publications/mining-risk-patterns-medical-data

We characterise the problem of mining risk patterns as an optimal rule discovery problem. We study an anti-monotone property for mining optimal risk pattern sets and present an …

(PDF) Mining risk patterns in medical data - Academia.edu

https://www.academia.edu/14002548/Mining_risk_patterns_in_medical_data

2) For each record r in D belonging to class a 3) Find all patterns in R that are subsets of r Global data structure: l-pattern sets for 1 ≤ l 4) Add the pattern with the highest relative …

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