Abstract
Behavioral sequences of the medaka (Oryzias latipes) were continuously investigated through an automatic image recognition system in response to medaka treated with the insecticide and medaka not treated with the insecticide, diazinon (0.1 mg/l) during a 1 hour period. The observation of behavior through the movement tracking program showed many patterns of the medaka. After much observation, behavioral patterns were divided into four basic patterns: active-smooth, active-shaking, inactive-smooth, and inactive-shaking. The “smooth” and “shaking” patterns were shown as normal movement behavior. However, the “shaking” pattern was more frequently observed than the “smooth” pattern in medaka specimens that were treated with insecticide. Each pattern was classified using a devised decision tree after the feature choice. It provides a natural way to incorporate prior knowledge from human experts in fish behavior and contains the information in a logical expression tree. The main focus of this study was to determine whether the decision tree could be useful for interpreting and classifying behavior patterns of the medaka.
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References
Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.G.: Classification and Regression Trees. Wadsworth International Group, Belmont, California, USA (1984)
Ripley, B.D.: Pattern recognition and neural networks. Cambridge University Press, Cambridge (1996)
Richard, O.D., Peter, E.H., David, G.S.: Pattern Classification, 2nd edn. Wiley Interscience, USA (2001)
Dutta, H., Marcelino, J., Richmonds, C.: Brain acetylcholinesterase activity and optomotor behavior in bluefills, Lepomis macrochirus exposed to different concentrations of diazinon. Arch. Intern. Physiol. Biochim. Biophys. 100(5), 331–334 (1993)
Lemly, A.D., Smith, R.J.: A behavioral assay for assessing effects of pollutants of fish chemoreception. Ecotoxicology and Enviornmental Safety 11(2), 210–218 (1986)
Roast, S.D., Widdows, J., Jones, M.B.: Disruption of swimming in the hyperbenthic mysid Neomysis integer (Peracarida: Mysidaces) by the organophosphate pesticide chlorpyrifos. Aquatic Toxicology 47, 227–241 (2000)
Ibrahim, W.L.F., Furu, P., Ibrahim, A.M., Christensen, N.O.: Effect of the orgaophosphorous insecticide, chlorpyrifos (Dursban), on growth, fecundity and mortality of Biomphalaria aexandrina and on the production of Schistosoma mansoni cercariae in the snail. Journal of Helminthology 66, 79–88 (1992)
Moore, A., Waring, C.P.: Sublethal effects of the pesticide diazinon on olfactory function in mature male Atlantic salmon parr. Journal of Fish Biology 48, 758–775 (1996)
Gray, M.A., Teather, K.L., Metcalfe, C.D.: Reproductive success and behavior of Japanese medaka (Oryzias latipes) exposed to 4-tera-octylphenol. Environmental Toxicology and Chemistry 18, 2587–2594 (1999)
Chon, T.S., Park, Y.S., Ross, M.H.: Activity of German cockroach, Blattella germanica (L.) (Orthoptera: Blattellidae), at different microhabitats in semi-natural conditions when treated with sublethal doses of pesticides. Journal of Asia-Pacific Entomology 1, 77–83 (1998)
Bell, W.J.: Searching behavior patterns in insects. Annual Review of Entomology 35, 447–467 (1990)
Alt, W., Hoffman, G. (eds.): Biological Motion. Lecture notes in Biomathematics, vol. 89. Springer, Berlin (1989)
Tourtellot, M.K., Collins, R.D., Bell, W.J.: The problem of movelength and turn definition in analysis of orientation data. Journal of Theoretical Biology 150, 287–297 (1991)
Bell, W.J., Kramer, E.: Search and anemotactic orientation of cockroach. Journal of Insect Physiology 25, 631–640 (1975)
Bell, W.J., Kramer, E.: Sex pheromone-stimulated orientation of the American cockroach on a servosphere apparatus. Journal of Chemical Ecology 6, 287–295 (1980)
Bell, W.J., Tobin, R.T.: Orientation to sex pheromone in the American cockroach: analysis of chemo-orientation mechanisms. Journal of Insect Physiology 27, 501–508 (1981)
Sorensen, K.A., Bell, W.J.: Orientation responses of an isopod to temporal changes in relative humidity simulation of a “humid patch” in a “dry habitat”. Journal of Insect Physiology 32, 51–57 (1986)
White, J., Tobin, T.R., Bell, W.J.: Local search in the house fly Musca domestica after feeding on sucrose. Journal of Insect Physiology 30, 477–487 (1984)
Scharstein, H.: Paths of carabid beetle walking in the absence of orienting stimuli and the time structure of their motor output. In: Alt, W., Hoffmann, G. (eds.) Biological Motion. Lecture Notes in Biomathematics, vol. 89, pp. 269–277. Springer, Berlin (1989)
Johnson, A.r, Milne, B.T., Wiens, J.A.: Diffusion in fractal landscapes: simulations and experimental studies of tenebrionid beetle movements. Ecology 73, 1968–1983 (1992)
Weins, J.A., Crist, T.O., With, K.A., Milne, B.T.: Fractal patterns of insect movement in microlandscape mosaics. Ecology 79(2), 663–666 (1995)
Tchernichovski, O., Benjamini, Y., Golani, I.: The dynamics of long-term exploration in the rat Part I A phase-plane analysis of the relationship between location and velocity. Biological Cybernetics 78, 423–432 (1998)
Tchernichovski, O., Benjamini, Y.: The dynamics of long-term exploration in the rat Part II. A phase-plane analysis of the relationship between location and velocity 78, 433–440 (1998)
Quinlan, J.R.: Discovering rules by induction from large collections of examples. In: Micjie, E. (ed.) Expert Systems in the Micro-Electornic Age, pp. 168–201. Edinburgh University Press, Edinburgh (1979)
Quinlan, J.R.: Induction of decision trees. Machine Learning 1(1), 81–106 (1986)
Quinlan, J.R.: C4.5: programs for machine Learning. Morgan Kaufmann, San Francisco (1993)
Quinlan, J.R.: Improved use of continuous attributes in C4.5. Journal of Artificial Intelligence 4, 77–90 (1996)
Quinlan, J.R., Ronald, L.: Rivest: Inferring decision trees using the minimum description length principle. Information and Computation 80(3), 227–248 (1989)
Mitchell, T.M.: Machine Learning. McGraw-Hill, New York (1997)
Kreyszig, E.: Advanced Engineering Mathematics, 8th edn. Wiley, Chichester (1999)
Chon, T.-S., Park, Y.S., Moon, K.H., Cha, E.Y.: Patternizing communities by using an artificial neural network. Ecological Modeling 90, 69–78 (1996)
Kwak, I.S., Chon, T.S., Kang, H.M., Chung, N.I., Kim, J.S., Koh, S.C., Lee, S.K., Kim, Y.S.: Pattern recognition of the movement tracks of medaka (Oryzias latipes) in response to sub-lethal treatments of an insecticide by using artificial neural networks. Environmental Pollution 120, 671–681 (2002)
Kim, S.S., Bae, H., Lee, M.H.: Design and optimization of fuzzy controllers based on the operator’s knowledge. Artificial Life and Robotics 6, 92–98 (2002)
Woo, Y.K., Bae, H., Kim, S.S., Woo, K.B.: Intelligent Methods to Extract Knowledge from Process Data in the Industrial Applications. International Journal of Fuzzy Logic and Intelligent Systems 3(2), 194–199 (2003)
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Lee, S., Kim, J., Baek, JY., Han, MW., Ji, C.W., Chon, TS. (2005). Movement Analysis of Medaka (Oryzias Latipes) for an Insecticide Using Decision Tree. In: Hoffmann, A., Motoda, H., Scheffer, T. (eds) Discovery Science. DS 2005. Lecture Notes in Computer Science(), vol 3735. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11563983_14
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DOI: https://doi.org/10.1007/11563983_14
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