A classification tool for N-way arrays based on SIMCA methodology
A classification tool for N-way arrays based on SIMCA methodology
A classification tool for N-way arrays based on SIMCA methodology
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Overview of 2-<str<strong>on</strong>g>way</str<strong>on</strong>g> <strong>SIMCA</strong><br />
1. Build a distinct PCA model <str<strong>on</strong>g>for</str<strong>on</strong>g> each class (separate centering/scaling & dimensi<strong>on</strong>ality<br />
choice)<br />
2. Define a distance measure to the class model<br />
3. For a “new” sample estimate distances from each class model<br />
4. Define a limit/boundary <str<strong>on</strong>g>for</str<strong>on</strong>g> acceptability (<str<strong>on</strong>g>classificati<strong>on</strong></str<strong>on</strong>g> rule)<br />
5. objects may be assigned to <strong>on</strong>e, more than <strong>on</strong>e, or n<strong>on</strong>e of the classes<br />
TRICAP 2009<br />
Dr. Marina CocchiMORE chemometrics,<br />
Department of Chemistry-University of Modena