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Confusion matrix
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== Confusion matrices with more than two categories == Confusion matrix is not limited to binary classification and can be used in multi-class classifiers as well. The confusion matrices discussed above have only two conditions: positive and negative. For example, the table below summarizes communication of [[Whistled_language#Techniques|a whistled language]] between two speakers, with zero values omitted for clarity.<ref>{{cite journal |last1=Rialland |first1=Annie |title=Phonological and phonetic aspects of whistled languages |journal=Phonology |date=August 2005 |volume=22 |issue=2 |pages=237β271 |doi=10.1017/S0952675705000552 |citeseerx=10.1.1.484.4384 |s2cid=18615779 }}</ref> {| class="wikitable" style="text-align:center;" ! {{diagonal split header 2|Vowel<br />perceived|Produced<br />vowel}} ! style="width:2em;"|i ! style="width:2em;"|e ! style="width:2em;"|a ! style="width:2em;"|o ! style="width:2em;"|u |- ! i | '''15''' || || 1 || || |- ! e | 1 || || 1 || || |- ! a | || || '''79''' || 5 || |- ! o | || || 4 || '''15''' || 3 |- ! u | || || || 2 || '''2''' |}
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