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Towards Age Determination of Southern King Crab (Lithodes santolla) Off Southern Chile Using Flexible Mixture Modeling
- Source :
- Journal of Marine Science and Engineering, Volume 6, Issue 4, Journal of Marine Science and Engineering, Vol 6, Iss 4, p 157 (2018)
- Publication Year :
- 2018
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2018.
-
Abstract
- This study addresses the problem of age determination of the southern king crab (Lithodes santolla). Given that recapture is difficult for this species and, thus, age cannot be directly determined with the help of the annual marks on the shell, the von Bertalanffy growth function (vBGF) cannot be used to directly model length-frequency data (LFD). To determine age classes, some researchers have proposed using the MIX algorithm that consists of sampling realization of a finite mixture of normal (FMN) distributions for each LFD. However, normality assumption in age-length data has been questioned in several works related to fish growth analysis. For this study, we considered the biological information of the southern king crab for the period 2007&ndash<br />2015 and localization between 50 ∘ 06 &prime<br />&ndash<br />53 ∘ 15 &prime<br />S and 76 ∘ 36 &prime<br />72 ∘ 18 &prime<br />W. We assumed that LFD could be modelled by the novel class of finite mixture of skew-t (FMST). Assigned age classes were used to estimate the vBGF parameters. The estimated vBGF parameters were L &infin<br />= 176.756 cm, K = 0.151 year &minus<br />1 , t 0 = &minus<br />1.678 year for males, and L &infin<br />= 134.799 cm, K = 0.220 year &minus<br />1.302 year for females. This study concludes that (a) FMST modal decomposition can detect a group of younger individuals at age 2, given that those individuals have LFD with a left heavy-tail and asymmetry<br />(b) FMST produces a better representation of LFD than the FMN model<br />(c) males have bigger L &infin<br />but grow slower than females<br />and (d) as expected, a high correlation exists among the vBGF estimates.
- Subjects :
- 0106 biological sciences
Finite mixture
Lithodes santolla
Ocean Engineering
Von bertalanffy
01 natural sciences
length-frequency data
lcsh:Oceanography
010104 statistics & probability
lcsh:VM1-989
Growth function
Statistics
lcsh:GC1-1581
0101 mathematics
Water Science and Technology
Civil and Structural Engineering
Mathematics
biology
010604 marine biology & hydrobiology
southern king crab
lcsh:Naval architecture. Shipbuilding. Marine engineering
Sampling (statistics)
food and beverages
finite mixture
von Bertalanffy
biology.organism_classification
King crab
skew-t distribution
TheoryofComputation_MATHEMATICALLOGICANDFORMALLANGUAGES
Mixture modeling
Fish growth
Subjects
Details
- Language :
- English
- ISSN :
- 20771312
- Database :
- OpenAIRE
- Journal :
- Journal of Marine Science and Engineering
- Accession number :
- edsair.doi.dedup.....0cb4d8106e57fd802f59d549adb12361
- Full Text :
- https://doi.org/10.3390/jmse6040157