Predicting pediatric clinic no-shows: a decision analytic framework using elastic net and Bayesian belief network

DOI10.1007/S10479-017-2489-0zbMath1462.62690OpenAlexW2604207036MaRDI QIDQ1639255

Asil Oztekin, Mehmet Bayram Yildirim, Hasmet Uner, Kazim Topuz

Publication date: 12 June 2018

Published in: Annals of Operations Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10479-017-2489-0

zbMATH Keywords

Bayesian belief networkselastic netdecision analytic frameworkhealthcare analyticsno-show predictionscheduling system

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Bayesian problems; characterization of Bayes procedures (62C10) Deterministic scheduling theory in operations research (90B35)

Related Items (2)

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Uses Software

• glmnet
• Hailfinder

Cites Work

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• A new heuristic for learning Bayesian networks from limited datasets: a real-time recommendation system application with RFID systems in grocery stores
• Efficient computer experiment-based optimization through variable selection
• Using Bayesian networks for bankruptcy prediction: some methodological issues
• Causal inference in statistics: an overview
• On the optimality of the simple Bayesian classifier under zero-one loss
• Bayesian network classifiers
• Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks
• Multi-level hierarchic Markov processes as a framework for herd management support
• An estimation of distribution algorithm for nurse scheduling
• A machine learning approach to algorithm selection for \(\mathcal{NP}\)-hard optimization problems: a case study on the MPE problem
• A hybrid data mining/simulation approach for modelling outpatient no-shows in clinic scheduling
• The Bayesian Lasso
• 10.1162/153244303322753715
• Regularization and Variable Selection Via the Elastic Net
• Advanced Data Mining Techniques
• Approximating discrete probability distributions with dependence trees

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