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Titlebook: Artificial Intelligence and Soft Computing; 15th International C Leszek Rutkowski,Marcin Korytkowski,Jacek M. Zurad Conference proceedings

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A Modification of the Silhouette Index for the Improvement of Cluster Validity Assessmentg accuracy, enjoys significant popularity and is often used by researchers. The proposed modification involves using an additional component in the original index. This approach improves performance of the index and provides better results during a clustering process, especially when changes of clus
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Similarities, Dissimilarities and Types of Inner Products for Data Analysis in the Context of Machin measures based on structural properties also involving psychological-cognitive aspects of similarity determination, and investigate admissible conversions. Finally, we discuss some consequences of the obtained taxonomy and their implications for machine learning algorithms.
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A Case-Based Approach to Nosocomial Infection Detectionties. Additionally, its diagnosis is very tricky, requiring multiple medical exams. So, this work is focused on the development of a clinical decision support system to prevent these events from happening. The proposed solution is unique once it caters for the explicit treatment of incomplete, unkno
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Computational Classification of Melanocytic Skin Lesionsroaches. Presented research uses three different machine learning methods, namely the Naive Bayes classifier, the Random Forest and the K* instance-based classifier together with two meta-learning algorithms: the Bootstrap Aggregating (Bagging) and the Vote Ensemble Classifier. Diagnostic accuracy o
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