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Data Mining Techniques: New Method to Identify the Effects of Aquaculture Binder with Sardine on Diets of Juvenile Litopenaeus vannamei

Author

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  • Fabricio Guevara-Viejó

    (Centro de Gestión de Estudios Estadísticos, Universidad Estatal de Milagro (UNEMI), Milagro 091050, Ecuador)

  • Juan Diego Valenzuela-Cobos

    (Centro de Gestión de Estudios Estadísticos, Universidad Estatal de Milagro (UNEMI), Milagro 091050, Ecuador
    I+D+i Department, Ecuahidrolizados Industry, Guayaquil 090154, Ecuador)

  • Ana Grijalva-Endara

    (Department of Statistics, University of Salamanca, 37008 Salamanca, Spain)

  • Purificación Vicente-Galindo

    (Centro de Gestión de Estudios Estadísticos, Universidad Estatal de Milagro (UNEMI), Milagro 091050, Ecuador
    Department of Statistics, University of Salamanca, 37008 Salamanca, Spain
    Institute for Biomedical Research of Salamanca (IBSAL), 37008 Salamanca, Spain)

  • Purificación Galindo-Villardón

    (Centro de Gestión de Estudios Estadísticos, Universidad Estatal de Milagro (UNEMI), Milagro 091050, Ecuador
    Department of Statistics, University of Salamanca, 37008 Salamanca, Spain
    Centro de Investigación Institucional, Universidad Bernardo O’Higgins, Av. Viel 1497, Santiago 8370809, Chile)

Abstract

In this research, a dataset of growth performances and nutritional composition of juvenile Litopenaeus vannamei after being fed two diets that include aquaculture binder with sardine for 7 weeks was analyzed using data mining techniques: the K-Means Clustering Algorithm and PCA Biplot, to have a visualization of each parameter (vector) measured. The parameters evaluated were: weight gain, specific growth rate, feed efficiency, protein efficiency ratio, survival percent, moisture content, crude protein, crude lipid, and ash content. Data mining tools showed the juvenile Litopenaeus vannamei fed with mixture 2 (pellets mixed with the binder of sardine subproducts) presented the highest growth performances and nutritional composition, 23 juvenile L. vannamei shrimps showed higher relation with crude protein and crude lipid, 30 L. vannamei shrimps presented higher relation with ash, and 37 juvenile L. vannamei shrimps showed higher relation with ash and moisture. The results obtained in experimental procedures indicate that the use of a binder of sardine subproducts in shrimp diets improves the commercial parameters, improving the aquaculture field.

Suggested Citation

  • Fabricio Guevara-Viejó & Juan Diego Valenzuela-Cobos & Ana Grijalva-Endara & Purificación Vicente-Galindo & Purificación Galindo-Villardón, 2022. "Data Mining Techniques: New Method to Identify the Effects of Aquaculture Binder with Sardine on Diets of Juvenile Litopenaeus vannamei," Sustainability, MDPI, vol. 14(7), pages 1-12, April.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:7:p:4203-:d:785189
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    1. Rosamond L. Naylor & Rebecca J. Goldburg & Jurgenne H. Primavera & Nils Kautsky & Malcolm C. M. Beveridge & Jason Clay & Carl Folke & Jane Lubchenco & Harold Mooney & Max Troell, 2000. "Effect of aquaculture on world fish supplies," Nature, Nature, vol. 405(6790), pages 1017-1024, June.
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    1. Min-feng Lee & Guey-shya Chen & Shao-pin Lin & Wei-jie Wang, 2022. "A Data Mining Study on House Price in Central Regions of Taiwan Using Education Categorical Data, Environmental Indicators, and House Features Data," Sustainability, MDPI, vol. 14(11), pages 1-15, May.

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