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285 Scénarios trouvés
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bayesianNetClassifier bnet

Edge Case & Robustness: Predictive Maintenance with Missing Sensor Data

Contexte :
An industrial manufacturing plant wants to predict equipment failure using sensor data. However, due to network issues and sensor malfunctions, the data is often incomplete. This scenario tests the...
bayesianNetClassifier bnet

Standard Case: Telecom Customer Churn Prediction with a TAN Model

Contexte :
A telecommunications company wants to proactively identify customers at high risk of churning. By modeling customer behavior and contract attributes, they aim to build a predictive model to score t...
dataPreprocess binning

Customer Segmentation for a Targeted Marketing Campaign

Contexte :
A retail company wants to segment its customer base to launch a new loyalty program. The marketing team needs to group customers into five distinct, equally-sized groups based on their 'age' and 'a...
dataPreprocess binning

Handling Missing Data and Outliers in Credit Risk Assessment

Contexte :
A financial institution is preparing a dataset for a credit scoring model. The input data, containing applicant 'income' and 'credit_score', is known to have missing values. The risk department req...
dataPreprocess binning

Patient Grouping Based on Pre-defined Clinical Biomarker Thresholds

Contexte :
In a clinical trial analysis, researchers need to categorize patients into risk groups based on specific, medically-defined cut-off points for a 'biomarker_level'. These thresholds are absolute and...