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Comprehensive statistical analysis reveals significant benefits of COVID-19 vaccination in hospitalized patients: propensity score, covariate adjustment, and feature importance by permutation. [PDF]

BMC Infect Dis
de Moraes EV, Pires MC, Costa AAA, Nunes AGS, de Amorim CL, Manenti ERF, Lucas FB, Rodrigues FD, Anschau F, do Nascimento GF, Vietta GG, Moreira JFB, Ruschel KB, Costa MA, Duraes PAA, Van Der Sand Germani PA, Dos Reis PP, Menezes RM, da Rocha LCD, Gonçalves MA, Tupinambas U, Marcolino MS.   +21 more
europepmc   +1 more source

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Feature Importance for Clustering

2023
The literature on cluster analysis methods evaluating the contribution of features to the emergence of the cluster structure for a given clustering partition is sparse. Despite advances in explainable supervised methods, explaining the outcomes of unsupervised algorithms is a less explored area.
Gonzalo Nápoles, Niels Griffioen, Samaneh Khoshrou, Çiçek Güven   +3 more
openaire   +3 more sources

Importance Degree of Features and Feature Selection

2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 2009
A novel measure, importance degree of features, is proposed to rank the features. And a new filter method is presented to carry out feature selection based on such measure. The monotonic property of this proposed measure can reduce the search space, which results in enhancing learning efficiency.
Di Xiao, Junfeng Zhang
openaire   +2 more sources

Feature importance

The global importance (mean absolute values of Shapley values) for feature categories for each model configuration (Compact Models 1–3, Augmented Model). (TIF)
John J. Curtin (11980428), Michael Koenigs (690273), Gaylen E. Fronk (11980422), Talia R. Cohen (18018122), Kent A. Kiehl (8713482)   +4 more
openaire   +2 more sources

Important features of myelodysplastic syndrome

International Journal of Hematology, 2002
Myelodysplastic syndromes (MDS) are characterized by peripheral cytopenias in combination with a hyperplastic bone marrow. During the last 15 years, important progress has been made in the understanding of the biology and prognosis of myelodysplastic syndromes.
Wolf K, Hofmann, H Phillip, Koeffler
openaire   +2 more sources

Importance, Features, and Trends

Abstract The first section of Chapter 17 outlines the importance of retail financial services for the financial sector and the economy, as well as the reasons why it is important for EU financial regulation to protect the users of financial services.
Veerle Colaert, Guido Ferrarini, Seraina Grünewald   +2 more
openaire   +1 more source

The Impact of Feature Importance Methods on the Interpretation of Defect Classifiers

IEEE Transactions on Software Engineering, 2022
Shaowei Wang, Gustavo Oliva, Yasutaka Kamei   +2 more
exaly  

Fusion of Statistical Importance for Feature Selection in Deep Neural Network-Based Intrusion Detection System

Information Fusion, 2023
Ankit Thakkar, Ritika Lohiya
exaly  

Predictive Case-Based Feature Importance and Interaction

Information Sciences, 2022
Sejong Oh
exaly  

A Review and Benchmark of Feature Importance Methods for Neural Networks

ACM Computing Surveys, 2023
Bernhard Weigand, Hannes Mandler
exaly