ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

an expert. The validation was performed with another 1000 samples. The overall results are
presented in Table 3.
Table. 3: Description of results.
Tp rate Fp rate Precision Recall F-measure Roc area Class
1 0 1 1 1 1 A
0.995 0.003 0.99 0.995 0.993 0.996 B
0.99 0 1 0.99 0.995 1 C
0.985 0.004 0.985 0.985 0.985 0.999 D
0.985 0.005 0.98 0.985 0.983 0.998 E
0.991 0.002 0.991 0.991 0.991 0.999 Weighted Avg.
5. CONCLUSIONS
From the results it follows that the descriptors used in the literature are highly objective and
functional, this paper makes a valuable contribution to the CASA systems, proposing MSM1
MSM2, MSM3 and TCF descriptors, increasing the percentage of effectiveness in
classification. Future work will include another set of descriptors that help increase efficiency
in the analysis and classification of motility also will be implemented as classification and
clustering using geometric descriptors.
6. ACKNOWLEDGEMENTS
The results of this paper are part of the research project p09238, belonging to the A&E Group,
supported by the Instituto Tecnológico Metropolitano.
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