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Is there a consensus on the best model for Antimicrobial Resistance (AMR) prediction?


What is the best way to propose an item from a set based on previous choices?Is learning process of artificial neural networks natural?Predicting contract churn/cancellation: Great model results does not work in the real worldMachine learning for predicting HTML Elements on a web page?Name of ML discipline for trainable clusterer - supervised clustering, or group ID assignmentGuidance to create a machine learning alg to find multiple overlapping date over multiple periodsuggest ingredients based on recipe titleRather use many linear classifiers than one complex one for numerical data?Reading strategy for ML booksModelling a startup's funding journey with Brownian Motion













0












$begingroup$


Some classes of problem are best solved by a specific class of machine learning model, due to the structure of the data (e.g. Deep Learning for computer vision).



Prediction of bacterial resistance/susceptibility to antimicrobials (from genotypic data) using Machine Learning methods is a problem that has started receiving interest in recent years.



The following paper (from 2017) analysed the then current literature and found that:




To date, there has not been a consensus about the optimal machine learning model to be used for AST genotype–phenotype prediction, as reflected by the diverse algorithms authors have implemented (Table 1).




  • Machine learning: novel bioinformatics approaches for combating antimicrobial resistance

    Macesica, Polubriaginof, Tatonettib (2017)



Has this changed in the past 2 years?



Is there now a consensus about which models are most effective?




Table 1 from paper:enter image description here










share|improve this question











$endgroup$
















    0












    $begingroup$


    Some classes of problem are best solved by a specific class of machine learning model, due to the structure of the data (e.g. Deep Learning for computer vision).



    Prediction of bacterial resistance/susceptibility to antimicrobials (from genotypic data) using Machine Learning methods is a problem that has started receiving interest in recent years.



    The following paper (from 2017) analysed the then current literature and found that:




    To date, there has not been a consensus about the optimal machine learning model to be used for AST genotype–phenotype prediction, as reflected by the diverse algorithms authors have implemented (Table 1).




    • Machine learning: novel bioinformatics approaches for combating antimicrobial resistance

      Macesica, Polubriaginof, Tatonettib (2017)



    Has this changed in the past 2 years?



    Is there now a consensus about which models are most effective?




    Table 1 from paper:enter image description here










    share|improve this question











    $endgroup$














      0












      0








      0


      2



      $begingroup$


      Some classes of problem are best solved by a specific class of machine learning model, due to the structure of the data (e.g. Deep Learning for computer vision).



      Prediction of bacterial resistance/susceptibility to antimicrobials (from genotypic data) using Machine Learning methods is a problem that has started receiving interest in recent years.



      The following paper (from 2017) analysed the then current literature and found that:




      To date, there has not been a consensus about the optimal machine learning model to be used for AST genotype–phenotype prediction, as reflected by the diverse algorithms authors have implemented (Table 1).




      • Machine learning: novel bioinformatics approaches for combating antimicrobial resistance

        Macesica, Polubriaginof, Tatonettib (2017)



      Has this changed in the past 2 years?



      Is there now a consensus about which models are most effective?




      Table 1 from paper:enter image description here










      share|improve this question











      $endgroup$




      Some classes of problem are best solved by a specific class of machine learning model, due to the structure of the data (e.g. Deep Learning for computer vision).



      Prediction of bacterial resistance/susceptibility to antimicrobials (from genotypic data) using Machine Learning methods is a problem that has started receiving interest in recent years.



      The following paper (from 2017) analysed the then current literature and found that:




      To date, there has not been a consensus about the optimal machine learning model to be used for AST genotype–phenotype prediction, as reflected by the diverse algorithms authors have implemented (Table 1).




      • Machine learning: novel bioinformatics approaches for combating antimicrobial resistance

        Macesica, Polubriaginof, Tatonettib (2017)



      Has this changed in the past 2 years?



      Is there now a consensus about which models are most effective?




      Table 1 from paper:enter image description here







      machine-learning supervised-learning data-science-model bioinformatics






      share|improve this question















      share|improve this question













      share|improve this question




      share|improve this question








      edited yesterday







      ukemi

















      asked yesterday









      ukemiukemi

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