358
M.F. Wilkins' L. Boddy . G.BJ. Dubelaar
Table 18.1
The performance of RBF networks trained on pulse shape parameters alone (6
parameters). summary statistics alone (12 parameters), and combined pulse
shape parameters and summary statistics (18 parameters) tested on an
independent data set of 500 data patterns per species (for details of parameters
see text). Figures are the percentage of test data correctly identified with
estirnated 95% confidence limits (5 reElicates)
Appro Pulse
Summary Combined
x.size shape
statistics
(~m) parameters
Amphidinium carterae
15-20 30 ±2 67 ±4 73 ±3
Aureodinium
7-12 17 ±2 92 ± 1 93 ±3
pigmentosum
Chaetoceros simplex var. 4-6
29 ±2 68 ±4 68 ± 10
calcitrans
Chroomonas salina
5-12 38 ±5 93 ±3 92 ±2
Chrysochromulina
6-12 22 ±6 49 ± 10 50 ±4
camella
Chrysochromulina chiton 5-9
19 ± 1 65 ±4 69 ±2
Chrysochromulina
6-8
15 ±4 40 ±7 41 ±3
polylepis
Cryptomonas
10-15 77 ±3 80 ±3 82 ±4
calceiformis
Cryptomonas maculata 12-20 51 ±4 84 ±2 92 ±2
Cryptomonas reticulata 18-25 54 ±3 71 ±4 79 ±5
Dunaliella minuta
3-12 20 ± 1 35 ±8 43 ±11
Dunaliella tertiolecta
6-12 45 ±4 74 ±3 79 ± 1
Emiliana huxleyi
5-7
27 ±2 64 ±2 65 ±5
Gymnodinium simplex
6-10 4 ±2 69 ±3 69 ±3
Hemiselmis brunnescens 5-8
51 ±5 89 ±2 86 ±2
Hemiselmis virescens
5-8
45 ±3 98 ±O 97 ± 1
lmantonia sp.
3-8
35 ± 1 69 ±5 68 ±5
Isochrysis galbana
4-8
22 ±2 82 ±3 83 ±3
Ochrosphaera
8-10 28 ±3 88 ±2 91 ±2
neopolitana
Pavlova lutheri
4-6
17 ±2 75 ±2 75 ±2
Phaeocystis pouchetii
3-6
13 ±7 71 ±4 70 ±4
Plagioselmis punctata
6-9
21 ±5 91 ±3 93 ±2
Platychrysis sp.
6-12 5 ±2 22 ±11 13 ±7
Prorocentrum minimum 16-18 5 ±2 54 ±6 54 ±11
Prorocentrum nanum
8-10 6 ±2 26 ±13 27 ±6
Prymnesium parvum
8-10 7 ±2 33 ±9 39 ±9
Pyramimonas grossii
5-10 22 ±3 56 ±7 53 ±4
Pyramimonas obovata
4-8
± 1 57 ±9 59 ±9
Rhinomonas salina
5-10 49 ±3 93 ±2 94 ± 1
Rhodomonas sp.
8-13 43 ±2 90 ± 1 91 ±2
Synechococcus sp.
1-3
66 ±6 97 ±2 96 ± 1
Tetraselmis striata
6-8
35 ±4 37 ±3 49 ±5
Tetraselmis suecica
6-15 9 ±2 24 ± 14 31 ± 18
M.F. Wilkins' L. Boddy . G.BJ. Dubelaar
Table 18.1
The performance of RBF networks trained on pulse shape parameters alone (6
parameters). summary statistics alone (12 parameters), and combined pulse
shape parameters and summary statistics (18 parameters) tested on an
independent data set of 500 data patterns per species (for details of parameters
see text). Figures are the percentage of test data correctly identified with
estirnated 95% confidence limits (5 reElicates)
Appro Pulse
Summary Combined
x.size shape
statistics
(~m) parameters
Amphidinium carterae
15-20 30 ±2 67 ±4 73 ±3
Aureodinium
7-12 17 ±2 92 ± 1 93 ±3
pigmentosum
Chaetoceros simplex var. 4-6
29 ±2 68 ±4 68 ± 10
calcitrans
Chroomonas salina
5-12 38 ±5 93 ±3 92 ±2
Chrysochromulina
6-12 22 ±6 49 ± 10 50 ±4
camella
Chrysochromulina chiton 5-9
19 ± 1 65 ±4 69 ±2
Chrysochromulina
6-8
15 ±4 40 ±7 41 ±3
polylepis
Cryptomonas
10-15 77 ±3 80 ±3 82 ±4
calceiformis
Cryptomonas maculata 12-20 51 ±4 84 ±2 92 ±2
Cryptomonas reticulata 18-25 54 ±3 71 ±4 79 ±5
Dunaliella minuta
3-12 20 ± 1 35 ±8 43 ±11
Dunaliella tertiolecta
6-12 45 ±4 74 ±3 79 ± 1
Emiliana huxleyi
5-7
27 ±2 64 ±2 65 ±5
Gymnodinium simplex
6-10 4 ±2 69 ±3 69 ±3
Hemiselmis brunnescens 5-8
51 ±5 89 ±2 86 ±2
Hemiselmis virescens
5-8
45 ±3 98 ±O 97 ± 1
lmantonia sp.
3-8
35 ± 1 69 ±5 68 ±5
Isochrysis galbana
4-8
22 ±2 82 ±3 83 ±3
Ochrosphaera
8-10 28 ±3 88 ±2 91 ±2
neopolitana
Pavlova lutheri
4-6
17 ±2 75 ±2 75 ±2
Phaeocystis pouchetii
3-6
13 ±7 71 ±4 70 ±4
Plagioselmis punctata
6-9
21 ±5 91 ±3 93 ±2
Platychrysis sp.
6-12 5 ±2 22 ±11 13 ±7
Prorocentrum minimum 16-18 5 ±2 54 ±6 54 ±11
Prorocentrum nanum
8-10 6 ±2 26 ±13 27 ±6
Prymnesium parvum
8-10 7 ±2 33 ±9 39 ±9
Pyramimonas grossii
5-10 22 ±3 56 ±7 53 ±4
Pyramimonas obovata
4-8
± 1 57 ±9 59 ±9
Rhinomonas salina
5-10 49 ±3 93 ±2 94 ± 1
Rhodomonas sp.
8-13 43 ±2 90 ± 1 91 ±2
Synechococcus sp.
1-3
66 ±6 97 ±2 96 ± 1
Tetraselmis striata
6-8
35 ±4 37 ±3 49 ±5
Tetraselmis suecica
6-15 9 ±2 24 ± 14 31 ± 18