ICES Journal of Marine Science: Journal du Conseil Advance Access originally published online on May 8, 2008
ICES Journal of Marine Science: Journal du Conseil 2008 65(6):970-978; doi:10.1093/icesjms/fsn075
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Effects of gear characteristics on the presence of bigeye tuna (Thunnus obesus) in the catches of the purse-seine fishery of the eastern Pacific Ocean
1 Inter-American Tropical Tuna Commission, 8604 La Jolla Shores Drive, La Jolla, CA, USA
2 Duke University Marine Geospatial Ecology Laboratory, Durham, NC, USA
3 Owner/skipper of the purse-seiner MV "Connie Jean", San Diego, CA, USA
Correspondence to C. E. Lennert-Cody: tel: +1 858 546 7190; fax: +1 858 546 7133; e-mail: clennert{at}iattc.org
Lennert-Cody, C. E., Roberts, J. J., and Stephenson, R. J. 2008. Effects of gear characteristics on the presence of bigeye tuna (Thunnus obesus) in the catches of the purse-seine fishery of the eastern Pacific Ocean. – ICES Journal of Marine Science, 65: 970–978.Overfishing of bigeye tuna in the eastern Pacific Ocean has motivated a search for a practical means of reducing the catch of bigeye tuna in mixed species aggregations. To explore the effects of gear characteristics on the catch of bigeye tuna, a classification algorithm for the presence/absence of bigeye tuna catch in purse-seine sets on floating objects is developed, using the tree-based method, random forests. Although the location of the set was the strongest determinant of bigeye tuna catch with these data, bigeye tuna in some areas were more likely to be caught on floating objects with greater underwater depths and with deeper purse-seines. Misclassified sets that caught bigeye tuna were concentrated within certain vessels, suggesting the existence of additional vessel effects. Results indicate that fishers may avoid catching bigeye tuna in some areas by changing the depth of the material hanging from the floating object and the actual fishing depth of the purse-seine, or by moving to other fishing areas. Nonetheless, given the complexity of configuring a purse-seine, and the difficulties associated with monitoring compliance with gear regulations, fishery-wide gear restrictions would be problematic.
Keywords: bigeye tuna, fish-aggregating device, gear effects, purse-seine, random forests
Received 31 May 2007; accepted 10 April 2008; advance access publication 8 May 2008.