Name
Abstract | ||
|---|---|---|
In the present paper, we describe an application of case-based retrieval to the domain of end stage renal failure patients, treated with hemodialysis.Defining a dialysis session as a case, retrieval of past similar cases has to operate both on static and on dynamic features, since most of the monitoring variables of a dialysis session are time series. Retrieval is then articulated as a two-step procedure: (1) classification, based on static features and (2) intra-class retrieval, in which dynamic features are considered. As regards step (2), we concentrate on a classical dimensionality reduction technique for time series allowing for efficient indexing, namely discrete Fourier transform (DFT). Thanks to specific index structures (i.e. k -d trees), range queries (on local feature similarity) can be efficiently performed on our case base, allowing the physician to examine the most similar stored dialysis sessions with respect to the current one.The retrieval tool has been positively tested on real patients' data, coming from the nephrology and dialysis unit of the Vigevano hospital, in Italy.The overall system can be seen as a means for supporting quality assessment of the hemodialysis service, providing a useful input from the knowledge management perspective. |
Year | DOI | Venue |
|---|---|---|
2006 | 10.1016/j.artmed.2005.06.003 | Artificial Intelligence In Medicine |
Keywords | Field | DocType |
intra-class retrieval,hemodialysis,end stage renal failure,dynamic feature,dialysis unit,case-based retrieval,past similar case,case base,retrieval tool,hemodialysis service,dialysis session,time series,time-series similarity | Data mining,Hemodialysis,Dimensionality reduction,Computer science,Range query (data structures),Search engine indexing,Dialysis,Case base,Case based retrieval,Discrete Fourier transform | Journal |
Volume | Issue | ISSN |
37 | 1 | 0933-3657 |
Citations | PageRank | References |
37 | 1.32 | 14 |
Authors | ||
5 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Stefania Montani | 1 | 901 | 81.42 |
| Luigi Portinale | 2 | 806 | 155.06 |
| Giorgio Leonardi | 3 | 179 | 20.36 |
| Riccardo Bellazzi | 4 | 1313 | 141.89 |
| Roberto Bellazzi | 5 | 97 | 5.62 |