Retrieval in a prototype-based case library:A case study in diabetes therapy revision

Riccardo Bellazzi, Stefania Montani, Luigi Portinale

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Case retrieval is a complex and important stage of the overall CBR process, involving situation assessment and a flexible combination of case memory search and matching. The goal of the paper is to discuss a retrieval approach in a case library organized through classes of prototypes. Situation assessment is realized with a Bayesian classification step, aimed at defining a uniform framework for feature evaluation and at restricting search only to relevant parts of the case library. Classical k-NN methods or pruning based technique like Pivoting-Based Retrieval can then be applied to retrieve and match cases, by considering intra-class or inter-class retrieval. The proposed method has been evaluated within a decision support system for the therapy revision of patients affected by Diabetes Mellitus.

Original languageEnglish
Title of host publicationAdvances in Case-Based Reasoning - 4th European Workshop, EWCBR 1998, Proceedings
EditorsBarry Smyth, Pádraig Cunningham
PublisherSpringer Verlag
Pages64-75
Number of pages12
ISBN (Print)3540649905, 9783540649908
DOIs
Publication statusPublished - 1998
Externally publishedYes
Event4th European Workshop on Case-Based Reasoning, EWCBR 1998 - Dublin, Ireland
Duration: 23 Sept 199825 Sept 1998

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume1488
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference4th European Workshop on Case-Based Reasoning, EWCBR 1998
Country/TerritoryIreland
CityDublin
Period23/09/9825/09/98

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