Application of the C4.5 classifier to building an expert system for ion chromatography
journal contribution
posted on 2023-05-16, 09:52authored byMulholland, M, Hibbert, DB, Paul HaddadPaul Haddad, Sammut, C
A classifier based on the philosophy of induction is used to create rules for the choice of a detector for ion chromatography (IC). A data base of over 4000 instances was used to obtain suitable classifications, that were initially compiled for use in Haddad and Jackson's recent monograph on IC. The properties of an ion chromatography method that were used for rule building were solute name, separation mechanism, application, number of solutes, ion class, halide type, sulphate presence, nitrate presence, and whether a suppressor or post column detection was used. The classifier, C4.5, chooses the property that maximises the amount of information gained. By examining properties that relate to a given class, C4.5 operates a top—down induction process. A tree with 62 rules was derived from this data base. The evaluation of these rules against two test sets showed that 70% of the proposed methods were an exact match with the published methods and a further 22% gave practical methods as assessed by our expert.
History
Publication title
Chemometrics and Intelligent Laboratory Systems
Volume
27
Pagination
95-104
ISSN
0003-2700
Department/School
School of Natural Sciences
Publisher
Elsevier Science B.V.
Place of publication
england
Rights statement
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