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![]() Title:Soft Probabilistic Discrete Bayesian Classifier Conference:SUM 2024 Tags:Bayesian classifier, Discretization and Robustness Abstract: In this paper, we focus on the Discrete Bayesian Classifier (DBC), which discretizes the input space into regions where class probabilities are estimated. We investigate fuzzy partitioning as an alternative to the hard partitioning classically used to discretize the space. We show that our approach not only boosts the DBC’s performance and resilience to noise, but also mitigates the loss of information due to discretization. The benefits of soft partitioning are demonstrated experimentally on several synthetic and real datasets. Soft Probabilistic Discrete Bayesian Classifier ![]() Soft Probabilistic Discrete Bayesian Classifier | ||||
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