An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to healthcare (NEAR).
Karim KassemMichela SpertiAndrea CavalloAndrea Mario VerganiDavide FassinoMonica MozAlessandro LiscioRiccardo BanaliMichael DahlweidLuciano BenettiFrancesco BrunoGuglielmo GalloneOvidio De FilippoMario IannacconeFabrizio D'AscenzoGaetano Maria de FerrariUmberto MorbiducciEmanuele Della ValleMarco Agostino DeriuPublished in: Artif. Intell. Medicine (2024)
Keyphrases
- decision support system
- probabilistic model
- statistical model
- modeling method
- artificial intelligence
- prediction model
- parameter estimation
- multiple models
- mathematical model
- autoregressive
- linear model
- monte carlo simulation
- hybrid model
- bayesian framework
- prior knowledge
- decision support
- analytical model
- generic model
- statistical models
- predictive model
- linear models
- cost function
- diffusion model
- statistical methods
- expert systems
- objective function
- decision making
- model fitting
- complex systems
- surface model
- similarity measure
- machine learning
- model selection
- parametric models
- em algorithm
- data warehouse
- learned models
- management system
- data analysis
- real world
- multiple linear regression