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Volumn 244, Issue , 2012, Pages 117-126

Use of support vector machines (SVMs) to predict distribution of an invasive water fern Azolla filiculoides (Lam.) in Anzali wetland, southern Caspian Sea, Iran

Author keywords

Alien species; Azolla filiculoides (Lam.); Ecological modelling; Support vector machines; Wetland management

Indexed keywords

ALIEN SPECIES; AZOLLA FILICULOIDES; CROSS VALIDATION; DISTRIBUTION PATTERNS; ECOLOGICAL MODELLING; EXPLANATORY VARIABLES; HABITAT VARIABLES; KAPPA STATISTIC; MODEL ERRORS; MODEL QUALITIES; OPTIMAL RESULTS; OPTIMISATIONS; PARAMETER SETTING; PHYSICO-CHEMICALS; POLYNOMIAL KERNELS; PREDICTIVE PERFORMANCE; QUANTITATIVE CORRELATION; RANDOMISATION; RELIABLE ESTIMATES; REPRODUCIBILITIES; SOUTHERN CASPIAN SEA; SPECIES DISTRIBUTIONS; STUDY AREAS; WATER QUALITY PARAMETERS; WETLAND CONSERVATION; WETLAND MANAGEMENT; WILDLIFE REFUGE;

EID: 84864407363     PISSN: 03043800     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecolmodel.2012.06.029     Document Type: Article
Times cited : (48)

References (66)
  • 1
    • 16344391609 scopus 로고    scopus 로고
    • Detection of autosyndetic and allosyndetic pairing among A and E genomes of Oryza through genomic in situ hybridization
    • Abbasi F.M., Brar D.S., Carpena A.L., Fukui K., Khush G.S. Detection of autosyndetic and allosyndetic pairing among A and E genomes of Oryza through genomic in situ hybridization. Rice Genetics Newsletter 1999, 16:24-25.
    • (1999) Rice Genetics Newsletter , vol.16 , pp. 24-25
    • Abbasi, F.M.1    Brar, D.S.2    Carpena, A.L.3    Fukui, K.4    Khush, G.S.5
  • 3
    • 84895394239 scopus 로고    scopus 로고
    • Predicting macro-fauna community types from environmental variables by means of support vector machines
    • Springer, S. Lek, M. Scardi, P.F.M. Verdonschot, J.P. Descy, Y.S. Park (Eds.)
    • Akkermans W., Verdonschot P.F.M., Nijboer R.C., Goedhart P.W., Braak C.J.F. Predicting macro-fauna community types from environmental variables by means of support vector machines. 2004. Modelling Community Structure in Freshwater Ecosystems 2005, 518. Springer. S. Lek, M. Scardi, P.F.M. Verdonschot, J.P. Descy, Y.S. Park (Eds.).
    • (2005) 2004. Modelling Community Structure in Freshwater Ecosystems , pp. 518
    • Akkermans, W.1    Verdonschot, P.F.M.2    Nijboer, R.C.3    Goedhart, P.W.4    Braak, C.J.F.5
  • 4
    • 77549086606 scopus 로고    scopus 로고
    • Comparison of modelling techniques to predict macroinvertebrate community composition in rivers of Ethiopia
    • Ambelu A., Lock K., Goethals P.L.M. Comparison of modelling techniques to predict macroinvertebrate community composition in rivers of Ethiopia. Ecological Informatics 2010, 5:147-152.
    • (2010) Ecological Informatics , vol.5 , pp. 147-152
    • Ambelu, A.1    Lock, K.2    Goethals, P.L.M.3
  • 9
    • 84857938997 scopus 로고    scopus 로고
    • Azolla-Anabaena as a biofertilizer for rice paddy fields in the Po Valley, a temperate rice area in northern Italy
    • Bocchi S., Malgioglio A. Azolla-Anabaena as a biofertilizer for rice paddy fields in the Po Valley, a temperate rice area in northern Italy. International Journal of Agronomy 2010, 10.1155/2010/152158.
    • (2010) International Journal of Agronomy
    • Bocchi, S.1    Malgioglio, A.2
  • 11
    • 0002615660 scopus 로고    scopus 로고
    • Geometry and invariance in kernel based methods
    • MIT Press, Cambridge, B. Scholkopf, C.J.C. Burges, A.J. Smola (Eds.)
    • Burges C.J.C. Geometry and invariance in kernel based methods. Advances in Kernel Methods-Support Vector Learning 1998, MIT Press, Cambridge. B. Scholkopf, C.J.C. Burges, A.J. Smola (Eds.).
    • (1998) Advances in Kernel Methods-Support Vector Learning
    • Burges, C.J.C.1
  • 12
    • 0033571877 scopus 로고    scopus 로고
    • Biomass characterization of A. filiculoides grown in natural ecosystems and wastewater
    • Costa M.L., Santos M.C.R., Carrapico F. Biomass characterization of A. filiculoides grown in natural ecosystems and wastewater. Hydrobiologia 1999, 415:323-327.
    • (1999) Hydrobiologia , vol.415 , pp. 323-327
    • Costa, M.L.1    Santos, M.C.R.2    Carrapico, F.3
  • 13
    • 67749091216 scopus 로고    scopus 로고
    • Azolla-Anabaena's behaviour in urban wastewater and artificial media-influence of combined nitrogen
    • Costa M.L., Santos M.C.R., Carrapico F., Pereirac A.L. Azolla-Anabaena's behaviour in urban wastewater and artificial media-influence of combined nitrogen. Water Research 2009, 43:3743-3750.
    • (2009) Water Research , vol.43 , pp. 3743-3750
    • Costa, M.L.1    Santos, M.C.R.2    Carrapico, F.3    Pereirac, A.L.4
  • 17
    • 0036161034 scopus 로고    scopus 로고
    • Training invariant support vector machines
    • Decoste D., Scholkopf B. Training invariant support vector machines. Machine Learning 2002, 46:161-190.
    • (2002) Machine Learning , vol.46 , pp. 161-190
    • Decoste, D.1    Scholkopf, B.2
  • 19
    • 33646143005 scopus 로고    scopus 로고
    • Genetic algorithms for optimization of predictive ecosystem models based on decision trees and neural networks
    • D'heygere T., Goethals P.L.M., De Pauw N. Genetic algorithms for optimization of predictive ecosystem models based on decision trees and neural networks. Ecological Modelling 2006, 195:20-29.
    • (2006) Ecological Modelling , vol.195 , pp. 20-29
    • D'heygere, T.1    Goethals, P.L.M.2    De Pauw, N.3
  • 21
    • 0343391218 scopus 로고    scopus 로고
    • Predicting chemical parameters of river water quality from bioindicator data
    • Dzeroski S., Demsar D., Grbovic J. Predicting chemical parameters of river water quality from bioindicator data. Applied Intelligence 2000, 13:7-17.
    • (2000) Applied Intelligence , vol.13 , pp. 7-17
    • Dzeroski, S.1    Demsar, D.2    Grbovic, J.3
  • 22
    • 0003724662 scopus 로고
    • Important bird areas in the Middle East
    • Bird Life International, Cambridge, UK
    • Evans M.I. Important bird areas in the Middle East. Bird Life Conservation Series No. 2 1994, Bird Life International, Cambridge, UK, p. 410.
    • (1994) Bird Life Conservation Series No. 2 , pp. 410
    • Evans, M.I.1
  • 23
    • 77954865164 scopus 로고    scopus 로고
    • Germination characteristics and sporeling success of A. filiculoides Lam., an aquatic invasive fern, in a Mediterranean temporary wetland
    • Fernández-Zamudio R., García-Murilloa P., Cirujano S. Germination characteristics and sporeling success of A. filiculoides Lam., an aquatic invasive fern, in a Mediterranean temporary wetland. Aquatic Botany 2010, 93:89-92.
    • (2010) Aquatic Botany , vol.93 , pp. 89-92
    • Fernández-Zamudio, R.1    García-Murilloa, P.2    Cirujano, S.3
  • 24
    • 0030953391 scopus 로고    scopus 로고
    • A review of methods for the assessment of prediction errors in conservation presence/absence models
    • Fielding A.H., Bell J.F. A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation 1997, 24:38-49.
    • (1997) Environmental Conservation , vol.24 , pp. 38-49
    • Fielding, A.H.1    Bell, J.F.2
  • 25
    • 0035098925 scopus 로고    scopus 로고
    • Evaluation of fern A. for growth, nitrogen and phosphorus removal from wastewater
    • Forni C., Chen J., Tancioni L., Caiola M.G. Evaluation of fern A. for growth, nitrogen and phosphorus removal from wastewater. Water Research 2001, 35:1592-1598.
    • (2001) Water Research , vol.35 , pp. 1592-1598
    • Forni, C.1    Chen, J.2    Tancioni, L.3    Caiola, M.G.4
  • 27
    • 0036073254 scopus 로고    scopus 로고
    • Development of a concept for integrated ecological river assessment in Flanders, Belgium
    • Goethals P.L.M., De Pauw N. Development of a concept for integrated ecological river assessment in Flanders, Belgium. Journal of Limnology 2001, 60:7-16.
    • (2001) Journal of Limnology , vol.60 , pp. 7-16
    • Goethals, P.L.M.1    De Pauw, N.2
  • 29
    • 33847002680 scopus 로고    scopus 로고
    • Data driven development of predictive ecological models for benthic macroinvertebrates in rivers
    • Ph.D. Thesis. University of Ghent
    • Goethals, P.L.M., 2005. Data driven development of predictive ecological models for benthic macroinvertebrates in rivers. Ph.D. Thesis. University of Ghent, 377 pp.
    • (2005) , pp. 377
    • Goethals, P.L.M.1
  • 30
    • 36148938321 scopus 로고    scopus 로고
    • Applications of artificial neural networks predicting macroinvertebrates in freshwaters
    • Goethals P.L.M., Dedecker A.P., Gabriels W., Lek S., De Pauw N. Applications of artificial neural networks predicting macroinvertebrates in freshwaters. Aquatic Ecology 2007, 41:491-508.
    • (2007) Aquatic Ecology , vol.41 , pp. 491-508
    • Goethals, P.L.M.1    Dedecker, A.P.2    Gabriels, W.3    Lek, S.4    De Pauw, N.5
  • 31
    • 9644281091 scopus 로고    scopus 로고
    • Support vector machines for predicting distribution of Sudden Oak Death in California
    • Guo Q., Kellya M., Graham C.H. Support vector machines for predicting distribution of Sudden Oak Death in California. Ecological Modelling 2005, 182:75-90.
    • (2005) Ecological Modelling , vol.182 , pp. 75-90
    • Guo, Q.1    Kellya, M.2    Graham, C.H.3
  • 32
    • 0242410408 scopus 로고    scopus 로고
    • Benchmarking attribute selection techniques for discrete class data mining
    • Hall M.A., Holmes G. Benchmarking attribute selection techniques for discrete class data mining. IEEE Transactions on Knowledge and Data Engineering 2003, 15:1437-1447.
    • (2003) IEEE Transactions on Knowledge and Data Engineering , vol.15 , pp. 1437-1447
    • Hall, M.A.1    Holmes, G.2
  • 33
    • 0141462679 scopus 로고    scopus 로고
    • The impact and control of alien aquatic vegetation in South African aquatic ecosystems
    • Hill M.P. The impact and control of alien aquatic vegetation in South African aquatic ecosystems. African Journal of Aquatic Science 2003, 28:19-24.
    • (2003) African Journal of Aquatic Science , vol.28 , pp. 19-24
    • Hill, M.P.1
  • 34
    • 77549085480 scopus 로고    scopus 로고
    • Application of classification trees and support vector machines to model the presence of macroinvertebrates in rivers in Vietnam
    • Hoang T.H., Lock K., Mouton A., Goethals P.L.M. Application of classification trees and support vector machines to model the presence of macroinvertebrates in rivers in Vietnam. Ecological Informatics 2010, 5:140-146.
    • (2010) Ecological Informatics , vol.5 , pp. 140-146
    • Hoang, T.H.1    Lock, K.2    Mouton, A.3    Goethals, P.L.M.4
  • 35
    • 84865118850 scopus 로고    scopus 로고
    • JICA (Japan International Cooperation Agency)
    • The study on integrated management of the Anzali Wetland in the Islamic republic of Iran-final report
    • JICA (Japan International Cooperation Agency), 2005. The study on integrated management of the Anzali Wetland in the Islamic republic of Iran-final report, volume 2, p. 222.
    • (2005) , vol.2 , pp. 222
  • 36
    • 0024940810 scopus 로고
    • Effect of high temperature on growth, nitrogen fixation, and chlorophyll content of five species of Azolla-Anabaena symbiosis
    • Kannaiyan S., Somporn C. Effect of high temperature on growth, nitrogen fixation, and chlorophyll content of five species of Azolla-Anabaena symbiosis. Biology and Fertility of Soils 1989, 7:168-172.
    • (1989) Biology and Fertility of Soils , vol.7 , pp. 168-172
    • Kannaiyan, S.1    Somporn, C.2
  • 38
    • 85164392958 scopus 로고
    • A study of cross-validation and bootstrap for accuracy estimation and model selection
    • M. Lavrac, S. Wrobel (Eds.)
    • Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. Proceedings of the International Joint Conference on Artificial Intelligence 1995, 1137-1143. M. Lavrac, S. Wrobel (Eds.).
    • (1995) Proceedings of the International Joint Conference on Artificial Intelligence , pp. 1137-1143
    • Kohavi, R.1
  • 40
    • 0017360990 scopus 로고
    • The measurement of observer agreement for categorical data
    • Landis J.R., Koch G.G. The measurement of observer agreement for categorical data. Biometrics 1977, 33:159-174.
    • (1977) Biometrics , vol.33 , pp. 159-174
    • Landis, J.R.1    Koch, G.G.2
  • 41
    • 48549098888 scopus 로고    scopus 로고
    • Research on some functions of Azolla in CELSS system
    • Liu X., Min C., Xia-shi L., Chungchu L. Research on some functions of Azolla in CELSS system. Acta Astronautica 2008, 63:1061-1066.
    • (2008) Acta Astronautica , vol.63 , pp. 1061-1066
    • Liu, X.1    Min, C.2    Xia-shi, L.3    Chungchu, L.4
  • 42
    • 0003600502 scopus 로고
    • Azolla as a green manure, use and management in crop production
    • Westview Press, Boulder, Colorado
    • Lumpkin T.A., Plucknett D.L. Azolla as a green manure, use and management in crop production. Westview Tropical Agriculture Series No. 5 1982, Westview Press, Boulder, Colorado.
    • (1982) Westview Tropical Agriculture Series No. 5
    • Lumpkin, T.A.1    Plucknett, D.L.2
  • 43
    • 0034770214 scopus 로고    scopus 로고
    • Evaluating presence-absence models in ecology, the need to account for prevalence
    • Manel S., Williams H.C., Ormerod S.J. Evaluating presence-absence models in ecology, the need to account for prevalence. Journal of Applied Ecology 2001, 38:921-931.
    • (2001) Journal of Applied Ecology , vol.38 , pp. 921-931
    • Manel, S.1    Williams, H.C.2    Ormerod, S.J.3
  • 44
    • 0345613973 scopus 로고
    • Islamic Republic of Iran
    • IUCN/IWRB, Gland, Switzerland/Slimbridge, UK, D.A. Scott (Ed.)
    • Mansoori J. Islamic Republic of Iran. A Directory of Wetlands in the Middle East 1995, IUCN/IWRB, Gland, Switzerland/Slimbridge, UK. D.A. Scott (Ed.).
    • (1995) A Directory of Wetlands in the Middle East
    • Mansoori, J.1
  • 45
    • 33745595398 scopus 로고    scopus 로고
    • SVM in oracle database 10g: removing the barriers to widespread adoption of support vector machines
    • Milenova B.L., Yarmus J.S., Campos M.M. SVM in oracle database 10g: removing the barriers to widespread adoption of support vector machines. 31st VLDB Conference 2005.
    • (2005) 31st VLDB Conference
    • Milenova, B.L.1    Yarmus, J.S.2    Campos, M.M.3
  • 46
    • 84860325493 scopus 로고    scopus 로고
    • Knowledge-based versus data-driven fuzzy habitat suitability models for river management
    • Mouton A.M., De Baets B., Goethals P.L.M. Knowledge-based versus data-driven fuzzy habitat suitability models for river management. Environmental Modelling & Software 2009, 24:982-993.
    • (2009) Environmental Modelling & Software , vol.24 , pp. 982-993
    • Mouton, A.M.1    De Baets, B.2    Goethals, P.L.M.3
  • 48
    • 0034144351 scopus 로고    scopus 로고
    • Recent mass invasion of the North American Great Lakes by Ponto-Caspian species
    • Ricciardi A., MacIsaac H.J. Recent mass invasion of the North American Great Lakes by Ponto-Caspian species. Trends in Ecology & Evolution 2000, 15:62-65.
    • (2000) Trends in Ecology & Evolution , vol.15 , pp. 62-65
    • Ricciardi, A.1    MacIsaac, H.J.2
  • 50
    • 0034000933 scopus 로고    scopus 로고
    • On the ecology of A. filiculoides Lam. in Damietta District, Egypt
    • Serag M.S., El-Hakeem A., Badway M., Mousa M.A. On the ecology of A. filiculoides Lam. in Damietta District, Egypt. Limnologica 2000, 30:73-81.
    • (2000) Limnologica , vol.30 , pp. 73-81
    • Serag, M.S.1    El-Hakeem, A.2    Badway, M.3    Mousa, M.A.4
  • 54
    • 33645032773 scopus 로고    scopus 로고
    • Experiments with duckweed-moth systems suggest that global warming may reduce rather than promote herbivory
    • Van Der Heide T., Roijackers R.M.M., Peeters E.T.H.M., Van Nes E.H. Experiments with duckweed-moth systems suggest that global warming may reduce rather than promote herbivory. Freshwater Biology 2006, 51:110-116.
    • (2006) Freshwater Biology , vol.51 , pp. 110-116
    • Van Der Heide, T.1    Roijackers, R.M.M.2    Peeters, E.T.H.M.3    Van Nes, E.H.4
  • 56
  • 59
    • 0346394062 scopus 로고
    • Potential of nitrogen fixing Azolla-Anabaena complex as fertilizer in paddy soil
    • Watanabe I., Espinase C.R. Potential of nitrogen fixing Azolla-Anabaena complex as fertilizer in paddy soil. IRRI Saturday Seminar 1976.
    • (1976) IRRI Saturday Seminar
    • Watanabe, I.1    Espinase, C.R.2
  • 60
    • 0024937946 scopus 로고
    • Responses to high temperature of the Azolla-Anabaena association, determined in both the fern and in the cyanobacterium
    • Watanabe I., Lin C., Ventura T.S. Responses to high temperature of the Azolla-Anabaena association, determined in both the fern and in the cyanobacterium. The New Phytologist 1989, 111:625-630.
    • (1989) The New Phytologist , vol.111 , pp. 625-630
    • Watanabe, I.1    Lin, C.2    Ventura, T.S.3
  • 61
    • 0001126233 scopus 로고    scopus 로고
    • Heuristic principles for the design of artificial neural networks
    • Walczak S., Cerpa N. Heuristic principles for the design of artificial neural networks. Information and Software Technology 1999, 41:107-117.
    • (1999) Information and Software Technology , vol.41 , pp. 107-117
    • Walczak, S.1    Cerpa, N.2
  • 63
    • 84864367272 scopus 로고    scopus 로고
    • Application of classification trees-J48 to model the presence of roach (Rutilus rutilus) in rivers
    • Zarkami R. Application of classification trees-J48 to model the presence of roach (Rutilus rutilus) in rivers. Caspian Journal of Environmental Science (CJES) 2011, 9:189-198.
    • (2011) Caspian Journal of Environmental Science (CJES) , vol.9 , pp. 189-198
    • Zarkami, R.1
  • 64
    • 84864373613 scopus 로고    scopus 로고
    • Use of classification tree methods to study the habitat requirements of tench Tinca tinca. L., 1758
    • Zarkami R., Goethals P., De Pauw N. Use of classification tree methods to study the habitat requirements of tench Tinca tinca. L., 1758. Caspian Journal of Environmental Science (CJES) 2010, 8:55-63.
    • (2010) Caspian Journal of Environmental Science (CJES) , vol.8 , pp. 55-63
    • Zarkami, R.1    Goethals, P.2    De Pauw, N.3
  • 65
    • 84857703010 scopus 로고    scopus 로고
    • Use of fish distribution modelling for river management
    • Zarkami R., Sadeghi R., Goethals P. Use of fish distribution modelling for river management. Ecological Modelling 2012, 230:44-49.
    • (2012) Ecological Modelling , vol.230 , pp. 44-49
    • Zarkami, R.1    Sadeghi, R.2    Goethals, P.3
  • 66
    • 0022231005 scopus 로고
    • Biomass and pigment production in three isolates of Azolla II. Response to light and temperature stress
    • Zimmerman W.J. Biomass and pigment production in three isolates of Azolla II. Response to light and temperature stress. Annals of Botany: London 1985, 56:701-709.
    • (1985) Annals of Botany: London , vol.56 , pp. 701-709
    • Zimmerman, W.J.1


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