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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

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