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Papers Data Mining

“Data Mining” 태그가 달린 논문 4편 · 필터 해제

Discovering multiple antibiotic resistance phenotypes using diverse top-k subgroup list discovery

2025-06-26 · Artificial Intelligence in Medicine 2025 6 · Antonio Lopez-Martinez-Carrasco, Hugo M. Proença, Jose M. Juarez, Matthijs van Leeuwen 외

Antibiotic resistance is one of the major global threats to human health and occurs when antibiotics lose their ability to combat bacterial infections. In this problem, a clinical decision support system could use phenot…

Data MiningDecision MakingDiverse Top-k Subgroup List DiscoveryPatient Phenotyping+1

Subgroups: A Python library for Subgroup Discovery

2024-09-17 · SoftwareX 2024 9 · Antonio Lopez-Martinez-Carrasco, Jose M. Juarez, Manuel Campos, Francisco Mora-Caselles

This manuscript introduces Subgroups, an openly accessible Python library designed to ease the use of Subgroup Discovery (SD) algorithms for machine learning and data science. The Subgroups Library offers several advanta…

Data MiningSubgroup Discovery

VLSD—An Efficient Subgroup Discovery Algorithm Based on Equivalence Classes and Optimistic Estimate

2023-05-29 · Algorithms 2023 5 · Antonio Lopez-Martinez-Carrasco, Jose M. Juarez, Manuel Campos, Bernardo Canovas-Segura

Subgroup Discovery (SD) is a supervised data mining technique for identifying a set of relations (subgroups) among attributes from a dataset with respect to a target attribute. Two key components of this technique are (i…

AttributeData MiningSubgroup Discovery

A methodology based on Trace-based clustering for patient phenotyping

2021-11-28 · Knowledge-Based Systems 2021 11 · Antonio Lopez-Martinez-Carrasco, Jose M. Juarez, Manuel Campos, Bernardo Canovas-Segura

Background: The current situation of critical progression as regards the resistance of bacteria to antibiotics has led to the use of machine learning techniques in order to provide clinicians with new knowledge for deci…

ClusteringData MiningDecision MakingPatient Phenotyping
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