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PMML conformance progress report: five years later
| Content Provider | ACM Digital Library |
|---|---|
| Author | Pechter, Rick |
| Abstract | The KDD-2006 Data Mining Standards Workshop included a paper on PMML Conformance, entitled "Conformance Standard for the Predictive Model Markup Language". That paper was prompted by earlier workshops which identified an issue with the differences in the PMML supported by various vendors. Those differences were seen as an impediment to greater adoption of the standard. It was felt that the lack of conformity had the effect of reducing the usefulness of PMML and hampering the growth of its use by the data mining community [1]. At that time, the standard's approach to conformance was to specify features that were Core and Non-Core. However, since PMML contains over 700 language elements, it had become impractical for the PMML committee to debate and decide on each and every element. The 2006 paper proposed a different conformance approach to "improve the interoperability of PMML models, and to increase the reliability of PMML as a seamless, multi-vendor model exchange medium". This paper provides an update on the state of PMML Conformance and the progress made over the past five years. The basis for measuring this progress comes from an analysis of the hundreds of models that have been submitted to the DMG website over the past five years. |
| Starting Page | 6 |
| Ending Page | 15 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781450308373 |
| DOI | 10.1145/2023598.2023599 |
| Language | English |
| Publisher | Association for Computing Machinery (ACM) |
| Publisher Date | 2011-08-21 |
| Publisher Place | New York |
| Access Restriction | Subscribed |
| Subject Keyword | Algorithms Documentation Standardization Database Languages Pmml Management Business intelligence Data mining |
| Content Type | Text |
| Resource Type | Article |