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. 1999 Oct;65(10):4404–4410. doi: 10.1128/aem.65.10.4404-4410.1999

TABLE 4.

Percent identification success when single parameters were excluded during training of RBF networks (with architecture as in Table 2) to discriminate 34 plankton species

Species None % Identification with excluded parametersa:
1 2 4 5 6 7 1–7
Chlorella salina 83.0 81.5 79.5 62.8 81.8 79.8 71.5 11.8
Chlorella vulgaris 93.2 93.5 93.0 91.8 93.5 94.0 92.8 79.5
Chrysochromulina camella 91.0 90.5 90.5 65.8 88.5 90.5 70.8 41.5
Cryptomonas baltica 98.5 98.2 98.5 98.5 92.0 96.2 98.8 71.2
Cryptomonas calceiformis 99.0 99.0 98.8 98.8 97.8 98.8 98.8 87.8
Dunaliella tertiolecta 94.0 92.2 93.8 94.8 94.2 91.2 95.2 92.8
Gymnodinium simplex 83.8 83.5 83.8 70.0 79.8 70.2 76.2 32.2
Halosphaera russellii 83.5 63.0 76.2 76.5 81.2 82.2 77.5 51.2
Heterocapsa triquetra 92.0 90.5 90.8 91.0 84.8 90.5 89.8 63.5
Microcystis aeruginosa 95.5 95.2 95.2 95.2 95.0 94.8 95.8 78.2
Oscillatoria sp. 88.8 90.8 89.2 88.5 89.0 89.5 88.8 77.2
Oscillatoria redeckii 96.5 97.0 97.2 97.0 96.8 96.5 96.2 69.5
Prymnesium parvum 95.2 93.8 94.0 94.0 93.8 84.8 93.5 49.8
Pseudopedinella sp. 64.0 63.0 63.0 44.2 65.8 48.0 47.0 23.0
Selenastrum capricornutum 77.2 77.8 76.5 65.0 77.0 79.8 51.8 34.5
Skeletonema costatum 86.5 85.5 84.8 78.8 82.5 75.8 78.2 21.8
Staurastrum sp. 96.2 95.5 95.5 96.0 96.2 96.5 95.8 81.0
Tetraselmis rubens 64.0 61.0 51.0 48.0 62.8 54.5 52.0 10.5
a

Only parameters and species for which there were marked differences from the network trained on all 11 parameters have been included. Parameter numbers are as presented in Table 2