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Data Mining: Classification and Prediction

Capitolo di libro
Data di Pubblicazione:
2019
Abstract:
Data mining is the set of computational techniques and methodologies aimed to extract knowledge from a large amount of data, by using sophisticated data analysis tools to highlight information structure underlying large data sets. Machine learning methods represent one of these tools, allowing, not only data management but also analysis and prediction operations. Supervised learning, a kind of machine learning methodology, uses input data and products outputs of two type: qualitative and quantitative, respectively describing data classes and predicting data trends. Classification task provides qualitative responses whereas prediction or regression task offers quantitative outputs
Tipologia CRIS:
02.01 Contributo in volume (Capitolo o Saggio)
Keywords:
Associative classification; Classification; Decision tree induction; Multilayer feed-forward neural network; Prediction; Rule-based classification; Support vector machines
Elenco autori:
Rizzo, Riccardo; Urso, Alfonso; Fiannaca, Antonino; LA ROSA, Massimo
Autori di Ateneo:
FIANNACA ANTONINO
LA ROSA MASSIMO
RIZZO RICCARDO
URSO ALFONSO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/372326
Titolo del libro:
Encyclopedia of Bioinformatics and Computational Biology
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