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On the Classification Performance of TAN and General Bayesian Networks
(2008)
Over a decade ago, Friedman et al. introduced the Tree Augmented Naïve Bayes (TAN) classifier, with experiments indicating that it significantly outperformed Naïve Bayes (NB) in terms of classification ...
Probabilistic Detection of Short Events, with Application to Critical Care Monitoring
(2008)
We describe an application of probabilistic modeling and inference technology to the problem of analyzing sensor data in the setting of an intensive care unit (ICU). In particular, we consider the arterial-line blood ...
A Data-Driven Exploration of Factors Affecting Student Performance in a Third-Level Institution
(2008)
This paper describes an application of data mining techniques to the analysis of student academic records, collected at Limerick Institute of Technology, with the goal of acquiring clearer, evidence-based ...
Probabilistic Modeling of Sensor Artifacts in Critical Care
(2008)
We describe an application of probabilistic modeling and inference technology to the problem of analyzing sensor data in the setting of an intensive care unit (ICU). In particular, we consider the arterial-line blood ...
A Machine Learning Application for Classification of Chemical Spectra
(2008)
This paper presents a software package that allows chemists to analyze spectroscopy data using innovative machine learning (ML) techniques. The package, designed for use in conjunction with lab-based spectroscopic ...