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Handling unbalanced classes using assembly methods

Handling unbalanced classes using assembly methods

Fiston Tshianyi wa Tshianyi

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Editorial:
KS OmniScriptum Publishing
Año de edición:
2024
Materia
Informática: cuestiones generales
ISBN:
9786207866403
54,32 €
IVA incluido
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The present work concerns decision optimization using ensemblistic methods for processing unbalanced databases. To achieve this, we used ensemblistic methods, which are based on the homogeneous combination of predictions or classifiers for better generalization.In our project, we used the Credit Card Fraud Detection database to generate and evaluate the proposed model. We also chose the random forest combination method, which combines several decision trees and applies the majority voting strategy to generate an optimal prediction.The aim of our study is to build a prediction model using assembly methods to improve the performance of an individual classifier in dealing with unbalanced datasets.To achieve our goal, apart from the random forest combination method used, we also used the subsampling and oversampling methods to achieve the same results and finally draw a conclusion on the three methods used and this we implemented with the phyton programming language.

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Otros libros del autor

  • Die Behandlung von unausgewogenen Klassen mit ensemblistischen Methoden
    Fiston Tshianyi wa Tshianyi
    Die vorliegende Arbeit befasst sich mit der Entscheidungsoptimierung durch ensemblistische Methoden für die Verarbeitung unausgewogener Datenbanken. Um dies zu erreichen, haben wir ensemblistische Methoden verwendet, die auf der homogenen Kombination von Vorhersagen oder Klassifikatoren für eine bessere Verallgemeinerung basieren.In unserem Projekt haben wir uns auf die Credit ...
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  • Trattamento delle classi sbilanciate con i metodi di assemblaggio
    Fiston Tshianyi wa Tshianyi
    Il presente lavoro riguarda l’ottimizzazione della decisione mediante metodi ensemblistici per l’elaborazione di database sbilanciati. A tal fine, abbiamo utilizzato metodi ensemblistici, che si basano sulla combinazione omogenea di previsioni o classificatori per una migliore generalizzazione.Nel nostro progetto abbiamo utilizzato il database Credit Card Fraud Detection per ge...
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  • Tratamento de classes desbalanceadas utilizando métodos de montagem
    Fiston Tshianyi wa Tshianyi
    O presente trabalho diz respeito à otimização da decisão através de métodos ensemblísticos para o tratamento de bases de dados desequilibradas. Para tal, utilizámos métodos de conjunto, que se baseiam na combinação homogénea de previsões ou classificadores para uma melhor generalização.No nosso projeto, utilizámos a base de dados de deteção de fraudes com cartões de crédito par...
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