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Author Details
Full Name
Alex A Freitas
Affiliation
University of Kent
ORCID
Career Start Year
2000
Papers
39
H Index
15
Expertise
CM4AI Collaborator
PMID
Paper Title
Journal Title
Published Year
36318566
Interpretable Ensembles of Classifiers for Uncertain Data With Bioinformatics Applications.
IEEE/ACM Trans Comput Biol Bioinform
2023
37450404
Predicting lifespan-extending chemical compounds for <i>C. elegans</i> with machine learning and biologically interpretable features.
Aging (Albany NY)
2023
34983372
Machine learning-based predictions of dietary restriction associations across ageing-related genes.
BMC Bioinformatics
2022
32324561
A Novel Feature Selection Method for Uncertain Features: An Application to the Prediction of Pro-/Anti-Longevity Genes.
IEEE/ACM Trans Comput Biol Bioinform
2021
33611312
Ageing transcriptome meta-analysis reveals similarities and differences between key mammalian tissues.
Aging (Albany NY)
2021
30629111
Investigating the role of Simpson's paradox in the analysis of top-ranked features in high-dimensional bioinformatics datasets.
Brief Bioinform
2020
31845988
Using deep learning to associate human genes with age-related diseases.
Bioinformatics
2020
30895300
Comparing enrichment analysis and machine learning for identifying gene properties that discriminate between gene classes.
Brief Bioinform
2020
31744546
The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens.
Genome Biol
2019
29462247
A new approach for interpreting Random Forest models and its application to the biology of ageing.
Bioinformatics
2018
28783712
Machine learning for predicting lifespan-extending chemical compounds.
Aging (Albany NY)
2017
28265788
A review of supervised machine learning applied to ageing research.
Biogerontology
2017
26066807
Improving the Interpretability of Classification Rules Discovered by an Ant Colony Algorithm: Extended Results.
Evol Comput
2016
28175300
Systematic analysis of the gerontome reveals links between aging and age-related diseases.
Hum Mol Genet
2016
26661786
An Extensive Empirical Comparison of Probabilistic Hierarchical Classifiers in Datasets of Ageing-Related Genes.
IEEE/ACM Trans Comput Biol Bioinform
2016
27582431
Simultaneous Prediction of four ATP-binding Cassette Transporters' Substrates Using Multi-label QSAR.
Mol Inform
2016
27318209
New KEGG pathway-based interpretable features for classifying ageing-related mouse proteins.
Bioinformatics
2016
25397721
Comparing multilabel classification methods for provisional biopharmaceutics class prediction.
Mol Pharm
2015
26357215
Predicting the Pro-Longevity or Anti-Longevity Effect of Model Organism Genes with New Hierarchical Feature Selection Methods.
IEEE/ACM Trans Comput Biol Bioinform
2015
25767566
Predicting volume of distribution with decision tree-based regression methods using predicted tissue:plasma partition coefficients.
J Cheminform
2015
25528330
Decision trees to characterise the roles of permeability and solubility on the prediction of oral absorption.
Eur J Med Chem
2015
23293925
Coping with unbalanced class data sets in oral absorption models.
J Chem Inf Model
2013
24050619
Pre-processing feature selection for improved C&RT models for oral absorption.
J Chem Inf Model
2013
23339552
Automatic design of decision-tree algorithms with evolutionary algorithms.
Evol Comput
2013
22868233
The impact of training set data distributions for modelling of passive intestinal absorption.
Int J Pharm
2012
21226956
A data mining approach for classifying DNA repair genes into ageing-related or non-ageing-related.
BMC Genomics
2011
21600302
A review and appraisal of the DNA damage theory of ageing.
Mutat Res
2011
21470173
Present perspectives on the automated classification of the G-protein coupled receptors (GPCRs) at the protein sequence level.
Curr Top Med Chem
2011
20423020
Hierarchical classification of G-protein-coupled receptors with data-driven selection of attributes and classifiers.
Int J Data Min Bioinform
2010
20150679
On the importance of comprehensible classification models for protein function prediction.
IEEE/ACM Trans Comput Biol Bioinform
2010
18641010
Message-passing algorithms for the prediction of protein domain interactions from protein-protein interaction data.
Bioinformatics
2008
19104544
Robust autonomous detection of the defective pixels in detectors using a probabilistic technique.
Appl Opt
2008
18717986
GPCRTree: online hierarchical classification of GPCR function.
BMC Res Notes
2008
18676973
Optimizing amino acid groupings for GPCR classification.
Bioinformatics
2008
17639603
Proteomic applications of automated GPCR classification.
Proteomics
2007
17956878
On the hierarchical classification of G protein-coupled receptors.
Bioinformatics
2007
16204101
Predicting post-synaptic activity in proteins with data mining.
Bioinformatics
2005
14684263
A constrained-syntax genetic programming system for discovering classification rules: application to medical data sets.
Artif Intell Med
2004
10916731
Genetic programming for knowledge discovery in chest-pain diagnosis.
IEEE Eng Med Biol Mag
2000
1 - 39 of 39
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Iowa State University
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Institute of Nuclear Sciences Vinca, University of Belgrade
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University of California Berkeley
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Sa??o D??eroski
Jozef Stefan Institute
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Imperial College London
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Universita degli Studi di Milano
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Neven Sumonja
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Magdalena Kotlicka-Antczak
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