Publicação
The Study of Cataract Patients Through Data Mining Techniques
| dc.contributor.advisor | Jesus, Frederico Miguel Campos Cruz Ribeiro de | |
| dc.contributor.author | Pires, Matilde Marques | |
| dc.date.accessioned | 2023-02-14T16:00:55Z | |
| dc.date.embargo | 2026-01-25 | |
| dc.date.issued | 2023-01-25 | |
| dc.description | Internship Report presented as the partial requirement for obtaining a Master's degree in Data Science and Advanced Analytics, specialization in Data Science | pt_PT |
| dc.description.abstract | The increase in life expectancy and continuous population ageing has resulted in the escalation of age-related diseases, such as cataracts, which greatly reduce people’s quality of life. This leads to additional pressure on health insurance companies, among other healthcare providers, who must make use of the available data to provide the best possible conditions to their customers while assuring controlled costs. Hence, this study aims, on the one hand, to identify the typical clinical pathway of Médis clients who undergo cataract surgery, to create a concrete cataract package with a fixed cost, and on the other, to classify clients likely to undergo this surgery. Hereupon, through the use of data mining and machine learning methods, the company can gain a deeper knowledge of its clients, the procedures done, and their cost. | pt_PT |
| dc.identifier.tid | 203224280 | pt_PT |
| dc.identifier.uri | http://hdl.handle.net/10362/149177 | |
| dc.language.iso | eng | pt_PT |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/ | pt_PT |
| dc.subject | Pathway Analysis Modelling | pt_PT |
| dc.subject | Cataracts | pt_PT |
| dc.subject | Phacoemulsification | pt_PT |
| dc.subject | Sequential Pattern Mining | pt_PT |
| dc.subject | Data Mining | pt_PT |
| dc.subject | Machine Learning | pt_PT |
| dc.subject | Classification Problem | pt_PT |
| dc.subject | Imbalanced Data | pt_PT |
| dc.title | The Study of Cataract Patients Through Data Mining Techniques | pt_PT |
| dc.type | master thesis | |
| dspace.entity.type | Publication | |
| rcaap.embargofct | "Na sequência da entrega da minha tese de mestrado, gostaria de pedir o embargamento da mesma durante os próximos três anos. Faço este pedido uma vez que se trata de um relatório de estágio realizado para uma empresa que gostaria de manter a metodologia e principais resultados confidenciais por enquanto." | pt_PT |
| rcaap.rights | embargoedAccess | pt_PT |
| rcaap.type | masterThesis | pt_PT |
| thesis.degree.name | Mestrado em Ciência de Dados e Métodos Analíticos Avançados, especialização em Ciência de Dados | pt_PT |