Cargando…

Cost-Constrained feature selection in binary classification: adaptations for greedy forward selection and genetic algorithms

BACKGROUND: With modern methods in biotechnology, the search for biomarkers has advanced to a challenging statistical task exploring high dimensional data sets. Feature selection is a widely researched preprocessing step to handle huge numbers of biomarker candidates and has special importance for t...

Descripción completa

Detalles Bibliográficos
Autores principales:	Jagdhuber, Rudolf, Lang, Michel, Stenzl, Arnulf, Neuhaus, Jochen, Rahnenführer, Jörg
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2020
Materias:	Methodology Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6986087/ https://www.ncbi.nlm.nih.gov/pubmed/31992203 http://dx.doi.org/10.1186/s12859-020-3361-9

Ejemplares similares

Greedy feature selection for glycan chromatography data with the generalized Dirichlet distribution
por: Galligan, Marie C, et al.
Publicado: (2013)

Extending greedy feature selection algorithms to multiple solutions
por: Borboudakis, Giorgos, et al.
Publicado: (2021)

Protein folding prediction in the HP model using ions motion optimization with a greedy algorithm
por: Yang, Cheng-Hong, et al.
Publicado: (2018)

A greedy feature selection algorithm for Big Data of high dimensionality
por: Tsamardinos, Ioannis, et al.
Publicado: (2018)

Beware greedy algorithms
por: Simmons, Benno I., et al.
Publicado: (2019)

Hybrid black widow optimization with iterated greedy algorithm for gene selection problems
por: Alweshah, Mohammed, et al.
Publicado: (2023)

Combining heterogeneous subgroups with graph-structured variable selection priors for Cox regression
por: Madjar, Katrin, et al.
Publicado: (2021)

Variable selection for binary classification using error rate p-values applied to metabolomics data
por: van Reenen, Mari, et al.
Publicado: (2016)

Improving accuracy for cancer classification with a new algorithm for genes selection
por: Zhang, Hongyan, et al.
Publicado: (2012)

Bayesian dose selection design for a binary outcome using restricted response adaptive randomization
por: Meinzer, Caitlyn, et al.
Publicado: (2017)

Joint Variable Selection and Classification with Immunohistochemical Data
por: Ghosh, Debashis, et al.
Publicado: (2009)

A novel Gateway(®)-compatible binary vector allows direct selection of recombinant clones in Agrobacterium tumefaciens
por: Traore, Sy Mamadou, et al.
Publicado: (2011)

Correction of failure in linear antenna arrays with greedy sparseness constrained optimization technique
por: Khan, Shafqat Ullah, et al.
Publicado: (2017)

An algorithm for efficient constrained mate selection
por: Kinghorn, Brian P
Publicado: (2011)

A Jackknife and Voting Classifier Approach to Feature Selection and Classification
por: Taylor, Sandra L., et al.
Publicado: (2011)

Unsupervised encoding selection through ensemble pruning for biomedical classification
por: Spänig, Sebastian, et al.
Publicado: (2023)

GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
por: Law, Brian, et al.
Publicado: (2015)

Greedy low-rank algorithm for spatial connectome regression
por: Kürschner, Patrick, et al.
Publicado: (2019)

Binary arithmetic optimization algorithm for feature selection
por: Xu, Min, et al.
Publicado: (2023)

A multichannel computer-driven system to raise aquatic embryos under selectable hypoxic conditions
por: Metikala, Sanjeeva, et al.
Publicado: (2018)

Greedy Approximation
por: Temlyakov, Vladimir
Publicado: (2011)

Cross-validation pitfalls when selecting and assessing regression and classification models
por: Krstajic, Damjan, et al.
Publicado: (2014)

The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification
por: Chicco, Davide, et al.
Publicado: (2023)

Coronavirus herd immunity optimizer with greedy crossover for feature selection in medical diagnosis
por: Alweshah, Mohammed, et al.
Publicado: (2022)

An Efficient Improved Greedy Harris Hawks Optimizer and Its Application to Feature Selection
por: Zou, Lewang, et al.
Publicado: (2022)

Feature Selection on Elite Hybrid Binary Cuckoo Search in Binary Label Classification
por: Zhao, Maoxian, et al.
Publicado: (2021)

An Empirical Study of Univariate and Genetic Algorithm-Based Feature Selection in Binary Classification with Microarray Data
por: Lecocke, Michael, et al.
Publicado: (2007)

TSG: a new algorithm for binary and multi-class cancer classification and informative genes selection
por: Wang, Haiyan, et al.
Publicado: (2013)

Efficient Feature Selection and Multiclass Classification with Integrated Instance and Model Based Learning
por: Liu, Zhenqiu, et al.
Publicado: (2012)

A greedy stacking algorithm for model ensembling and domain weighting
por: Kurz, Christoph F., et al.
Publicado: (2020)

Entropy-Based Greedy Algorithm for Decision Trees Using Hypotheses
por: Azad, Mohammad, et al.
Publicado: (2021)

Evolutionary algorithms for the selection of single nucleotide polymorphisms
por: Hubley, Robert M, et al.
Publicado: (2003)

Hybrid clustering for microarray image analysis combining intensity and shape features
por: Rahnenführer, Jörg, et al.
Publicado: (2004)

Shrinkage Clustering: a fast and size-constrained clustering algorithm for biomedical applications
por: Hu, Chenyue W., et al.
Publicado: (2018)

Greedy Selection of Species for Ancestral State Reconstruction on Phylogenies: Elimination Is Better than Insertion
por: Li, Guoliang, et al.
Publicado: (2010)

Using Greedy Random Adaptive Procedure to Solve the User Selection Problem in Mobile Crowdsourcing
por: Yang, Jian, et al.
Publicado: (2019)

A consensus multi-view multi-objective gene selection approach for improved sample classification
por: Acharya, Sudipta, et al.
Publicado: (2020)

Regularized F-Measure Maximization for Feature Selection and Classification
por: Liu, Zhenqiu, et al.
Publicado: (2009)

A Multicriteria Approach to Find Predictive and Sparse Models with Stable Feature Selection for High-Dimensional Data
por: Bommert, Andrea, et al.
Publicado: (2017)

Blind Deconvolution for Ultrasound Sequences Using a Noninverse Greedy Algorithm
por: Chira, Liviu-Teodor, et al.
Publicado: (2013)

Cannot write session to /tmp/vufind_sessions/sess_va0at7bdlclvg8il7l6jrpu8ab