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Volumn 17, Issue , 2013, Pages 111-116

Development and assessment of ecological models in the context of the European Water Framework Directive: Key issues for trainers in data-driven modeling approaches

Author keywords

Classification and regression trees; Course efficiency; Data mining; Education

Indexed keywords

ASSESSMENT METHOD; BOUNDARY CONDITION; CLASSIFICATION; DATA MINING; ECOLOGICAL ENGINEERING; ECOLOGICAL MODELING; ECOSYSTEM MANAGEMENT; EDUCATIONAL DEVELOPMENT; KNOWLEDGE; MINING; POLICY MAKING; SOCIOECONOMIC STATUS; TEACHING; WATER MANAGEMENT;

EID: 84884972858     PISSN: 15749541     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecoinf.2012.10.007     Document Type: Article
Times cited : (8)

References (63)
  • 1
    • 77549086606 scopus 로고    scopus 로고
    • Comparison of modelling techniques to predict macroinvertebrate community composition in rivers of Ethiopia
    • Ambelu A., Lock K., Goethals P. 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.3
  • 2
    • 40949133692 scopus 로고    scopus 로고
    • A case study on qualitative model evaluation using data about river water quality
    • Araujo S.C.S., Salles P., Saito C.H. A case study on qualitative model evaluation using data about river water quality. Ecological Informatics 2008, 3:13-25.
    • (2008) Ecological Informatics , vol.3 , pp. 13-25
    • Araujo, S.C.S.1    Salles, P.2    Saito, C.H.3
  • 4
    • 76649116876 scopus 로고    scopus 로고
    • A framework of irregularity enlightenment for data pre-processing in data mining
    • Au S.T., Duan R., Hesar S.G., Jiang W. A framework of irregularity enlightenment for data pre-processing in data mining. Annals of Operations Research 2010, 174:47-66.
    • (2010) Annals of Operations Research , vol.174 , pp. 47-66
    • Au, S.T.1    Duan, R.2    Hesar, S.G.3    Jiang, W.4
  • 5
    • 77549087961 scopus 로고    scopus 로고
    • Combining data-driven methods and lab studies to analyse the ecology of Dikerogammarus villosus
    • Boets P., Lock K., Messiaen M., Goethals P.L.M. Combining data-driven methods and lab studies to analyse the ecology of Dikerogammarus villosus. Ecological Informatics 2010, 5:133-139.
    • (2010) Ecological Informatics , vol.5 , pp. 133-139
    • Boets, P.1    Lock, K.2    Messiaen, M.3    Goethals, P.L.M.4
  • 8
    • 84937337635 scopus 로고    scopus 로고
    • Science on the Web: student evaluations of scientific arguments
    • Brem S.K., Russell J., Weems L. Science on the Web: student evaluations of scientific arguments. Discourse Processes 2001, 32:191-213.
    • (2001) Discourse Processes , vol.32 , pp. 191-213
    • Brem, S.K.1    Russell, J.2    Weems, L.3
  • 9
    • 33749071862 scopus 로고    scopus 로고
    • Making a difference: using peers to assess individual students' contributions to a group project
    • Cheng W., Warren M. Making a difference: using peers to assess individual students' contributions to a group project. Teaching in Higher Education 2000, 5:243.
    • (2000) Teaching in Higher Education , vol.5 , pp. 243
    • Cheng, W.1    Warren, M.2
  • 11
    • 0037442548 scopus 로고    scopus 로고
    • Use of genetic algorithms to select input variables in decision tree models for the prediction of benthic macroinvertebrates
    • D'heygere T., Goethals P.L.M., De Pauw N. Use of genetic algorithms to select input variables in decision tree models for the prediction of benthic macroinvertebrates. Ecological Modelling 2003, 160:291-300.
    • (2003) Ecological Modelling , vol.160 , pp. 291-300
    • D'heygere, T.1    Goethals, P.L.M.2    De Pauw, N.3
  • 12
    • 33646266513 scopus 로고    scopus 로고
    • Computer simulations - technological advances in inquiry learning
    • de Jong T. Computer simulations - technological advances in inquiry learning. Science 2006, 312:532-533.
    • (2006) Science , vol.312 , pp. 532-533
    • de Jong, T.1
  • 13
    • 0011153447 scopus 로고    scopus 로고
    • Multivariate regression trees: a new technique for modeling species-environment relationships
    • De'ath G. Multivariate regression trees: a new technique for modeling species-environment relationships. Ecology 2002, 83:1105-1117.
    • (2002) Ecology , vol.83 , pp. 1105-1117
    • De'ath, G.1
  • 14
    • 0033749212 scopus 로고    scopus 로고
    • Classification and regression trees: a powerful yet simple technique for ecological data analysis
    • De'ath G., Fabricius K.E. Classification and regression trees: a powerful yet simple technique for ecological data analysis. Ecology 2000, 81:3178-3192.
    • (2000) Ecology , vol.81 , pp. 3178-3192
    • De'ath, G.1    Fabricius, K.E.2
  • 15
    • 40849086149 scopus 로고    scopus 로고
    • Statistical mechanics unifies different ecological patterns
    • Dewar R.C., Porte A. Statistical mechanics unifies different ecological patterns. Journal of Theoretical Biology 2008, 251:389-403.
    • (2008) Journal of Theoretical Biology , vol.251 , pp. 389-403
    • Dewar, R.C.1    Porte, A.2
  • 16
    • 0348197097 scopus 로고    scopus 로고
    • Using regression trees to identify the habitat preference of the sea cucumber (Holothuria leucospilota) on Rarotonga, Cook Islands
    • Džeroski S., Drumm D. Using regression trees to identify the habitat preference of the sea cucumber (Holothuria leucospilota) on Rarotonga, Cook Islands. Ecological Modelling 2003, 170:219-226.
    • (2003) Ecological Modelling , vol.170 , pp. 219-226
    • Džeroski, S.1    Drumm, D.2
  • 18
    • 84858693192 scopus 로고    scopus 로고
    • Development of data-driven models for the assessment of macroinvertebrates in rivers in Flanders
    • Modelling for Environment's Sake International Environmental Modelling and Software Society (iEMSs), Ottawa, ON, Canada, D.A. Swayne, W. Yang, A.A. Voinov, A. Rizzoli, T. Filatova (Eds.)
    • Everaert G., Pauwels I.S., Goethals P.L.M. Development of data-driven models for the assessment of macroinvertebrates in rivers in Flanders. 5th Biennial Meeting of the International Congress on Environmental Modelling and Software (iEMSs 2010) 2010, Modelling for Environment's Sake International Environmental Modelling and Software Society (iEMSs), Ottawa, ON, Canada. D.A. Swayne, W. Yang, A.A. Voinov, A. Rizzoli, T. Filatova (Eds.).
    • (2010) 5th Biennial Meeting of the International Congress on Environmental Modelling and Software (iEMSs 2010)
    • Everaert, G.1    Pauwels, I.S.2    Goethals, P.L.M.3
  • 19
    • 79959335585 scopus 로고    scopus 로고
    • Using classification trees to analyze the impact of exotic species on the ecological assessment of polder lakes in Flanders, Belgium
    • Everaert G., Boets P., Lock K., Džeroski S., Goethals P.L.M. Using classification trees to analyze the impact of exotic species on the ecological assessment of polder lakes in Flanders, Belgium. Ecological Modelling 2011, 222:2202-2212.
    • (2011) Ecological Modelling , vol.222 , pp. 2202-2212
    • Everaert, G.1    Boets, P.2    Lock, K.3    Džeroski, S.4    Goethals, P.L.M.5
  • 20
    • 0028564048 scopus 로고
    • Mathematical models and understanding in ecology
    • Grimm V. Mathematical models and understanding in ecology. Ecological Modelling 1994, 75:641-651.
    • (1994) Ecological Modelling , vol.75 , pp. 641-651
    • Grimm, V.1
  • 21
    • 77649089551 scopus 로고    scopus 로고
    • Regression tree construction by bootstrap: model search for DRG-systems applied to Austrian health-data
    • Grubinger T., Kobel C., Pfeiffer K.P. Regression tree construction by bootstrap: model search for DRG-systems applied to Austrian health-data. BMC Medical Informatics and Decision Making 2010, 10.
    • (2010) BMC Medical Informatics and Decision Making , vol.10
    • Grubinger, T.1    Kobel, C.2    Pfeiffer, K.P.3
  • 22
    • 0030543317 scopus 로고    scopus 로고
    • Bridging the gap between research and practice
    • Hallinan M.T. Bridging the gap between research and practice. Sociology of Education 1996, 69:131-134.
    • (1996) Sociology of Education , vol.69 , pp. 131-134
    • Hallinan, M.T.1
  • 24
    • 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
  • 27
    • 62249107327 scopus 로고    scopus 로고
    • Using single- and multi-target regression trees and ensembles to model a compound index of vegetation condition
    • Kocev D., Džeroski S., White M.D., Newell G.R., Griffioen P. Using single- and multi-target regression trees and ensembles to model a compound index of vegetation condition. Ecological Modelling 2009, 220:1159-1168.
    • (2009) Ecological Modelling , vol.220 , pp. 1159-1168
    • Kocev, D.1    Džeroski, S.2    White, M.D.3    Newell, G.R.4    Griffioen, P.5
  • 30
    • 63049084255 scopus 로고    scopus 로고
    • Authentic learning for the 21st century: an overview
    • (Retrieved 15/02/2011 from, D.G. Oblinger (Ed.)
    • Lombardi M.M. Authentic learning for the 21st century: an overview. Educause Learning Initiative 2007, (Retrieved 15/02/2011 from http://www.educause.edu/vi/library/pdf/EL/3009.pdf). D.G. Oblinger (Ed.).
    • (2007) Educause Learning Initiative
    • Lombardi, M.M.1
  • 31
    • 77958141943 scopus 로고    scopus 로고
    • Searching the Web to learn about a controversial topic: are students epistemically active?
    • Mason L., Boldrin A., Ariasi N. Searching the Web to learn about a controversial topic: are students epistemically active?. Instructional Science 2010, 38:607-633.
    • (2010) Instructional Science , vol.38 , pp. 607-633
    • Mason, L.1    Boldrin, A.2    Ariasi, N.3
  • 33
    • 16244397133 scopus 로고    scopus 로고
    • MultCSync: a software package for incorporating multiple criteria in conservation planning
    • Moffett A., Garson J., Sarkar S. MultCSync: a software package for incorporating multiple criteria in conservation planning. Environmental Modelling & Software 2005, 20:1315-1322.
    • (2005) Environmental Modelling & Software , vol.20 , pp. 1315-1322
    • Moffett, A.1    Garson, J.2    Sarkar, S.3
  • 34
    • 44649187780 scopus 로고    scopus 로고
    • Optimisation of a fuzzy physical habitat model for spawning European grayling (Thymallus thymallus L.) in the Aare river (Thun, Switzerland)
    • Mouton A.M., Schneider M., Peter A., Holzer G., Muller R., Goethals P.L.M., De Pauw N. Optimisation of a fuzzy physical habitat model for spawning European grayling (Thymallus thymallus L.) in the Aare river (Thun, Switzerland). Ecological Modelling 2008, 215:122-132.
    • (2008) Ecological Modelling , vol.215 , pp. 122-132
    • Mouton, A.M.1    Schneider, M.2    Peter, A.3    Holzer, G.4    Muller, R.5    Goethals, P.L.M.6    De Pauw, N.7
  • 35
    • 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
  • 36
    • 77954027356 scopus 로고    scopus 로고
    • Ecological relevance of performance criteria for species distribution models
    • Mouton A.M., De Baets B., Goethals P.L.M. Ecological relevance of performance criteria for species distribution models. Ecological Modelling 2010, 221:1995-2002.
    • (2010) Ecological Modelling , vol.221 , pp. 1995-2002
    • Mouton, A.M.1    De Baets, B.2    Goethals, P.L.M.3
  • 37
    • 33847068298 scopus 로고    scopus 로고
    • The wealth of species: ecological communities, complex systems and the legacy of Frank Preston
    • Nekola J.C., Brown J.H. The wealth of species: ecological communities, complex systems and the legacy of Frank Preston. Ecology Letters 2007, 10:188-196.
    • (2007) Ecology Letters , vol.10 , pp. 188-196
    • Nekola, J.C.1    Brown, J.H.2
  • 38
    • 70649094277 scopus 로고    scopus 로고
    • Supporting education about environmental sustainability: evaluation of a progressive learning route for qualitative models
    • Nuttle T., Bouwer A. Supporting education about environmental sustainability: evaluation of a progressive learning route for qualitative models. Ecological Informatics 2009, 4:396-404.
    • (2009) Ecological Informatics , vol.4 , pp. 396-404
    • Nuttle, T.1    Bouwer, A.2
  • 39
    • 70649101242 scopus 로고    scopus 로고
    • Representing and managing uncertainty in qualitative ecological models
    • Nuttle T., Bredeweg B., Salles P., Neumann M. Representing and managing uncertainty in qualitative ecological models. Ecological Informatics 2009, 4:358-366.
    • (2009) Ecological Informatics , vol.4 , pp. 358-366
    • Nuttle, T.1    Bredeweg, B.2    Salles, P.3    Neumann, M.4
  • 40
    • 84858692078 scopus 로고    scopus 로고
    • Integrated river assessment by coupling water quality and ecological assessment models
    • Modelling for Environment's Sake International Environmental Modelling and Software Society (iEMSs), Ottawa, ON, Canada, D.A. Swayne, W. Yang, A.A. Voinov, A. Rizzoli, T. Filatova (Eds.)
    • Pauwels I.S., Everaert G., Goethals P.L.M. Integrated river assessment by coupling water quality and ecological assessment models. 5th Biennial Meeting of the International Congress on Environmental Modelling and Software (iEMSs 2010) 2010, Modelling for Environment's Sake International Environmental Modelling and Software Society (iEMSs), Ottawa, ON, Canada. D.A. Swayne, W. Yang, A.A. Voinov, A. Rizzoli, T. Filatova (Eds.).
    • (2010) 5th Biennial Meeting of the International Congress on Environmental Modelling and Software (iEMSs 2010)
    • Pauwels, I.S.1    Everaert, G.2    Goethals, P.L.M.3
  • 42
    • 33744584654 scopus 로고
    • Induction of decision trees
    • Quinlan J.R. Induction of decision trees. Machine Learning 1986, 1:81-106.
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 43
    • 0031462176 scopus 로고    scopus 로고
    • Delivering environmental decision support systems: software tools and techniques
    • Rizzoli A.E., Young W.J. Delivering environmental decision support systems: software tools and techniques. Environmental Modelling & Software 1997, 12:237-249.
    • (1997) Environmental Modelling & Software , vol.12 , pp. 237-249
    • Rizzoli, A.E.1    Young, W.J.2
  • 44
    • 0024899380 scopus 로고
    • Artificial intelligence and expert systems in ecology and natural-resource management
    • Rykiel E.J. Artificial intelligence and expert systems in ecology and natural-resource management. Ecological Modelling 1989, 46:3-8.
    • (1989) Ecological Modelling , vol.46 , pp. 3-8
    • Rykiel, E.J.1
  • 45
    • 33646157948 scopus 로고    scopus 로고
    • Modelling population and community dynamics with qualitative reasoning
    • Salles P., Bredeweg B. Modelling population and community dynamics with qualitative reasoning. Ecological Modelling 2006, 195:114-128.
    • (2006) Ecological Modelling , vol.195 , pp. 114-128
    • Salles, P.1    Bredeweg, B.2
  • 46
    • 33644692872 scopus 로고    scopus 로고
    • Qualitative models about stream ecosystem recovery: exploratory studies
    • Salles P., Bredeweg B., Araujo S. Qualitative models about stream ecosystem recovery: exploratory studies. Ecological Modelling 2006, 194:80-89.
    • (2006) Ecological Modelling , vol.194 , pp. 80-89
    • Salles, P.1    Bredeweg, B.2    Araujo, S.3
  • 47
    • 67650179244 scopus 로고    scopus 로고
    • Developing preservice elementary teachers' knowledge and practices through modeling-centered scientific inquiry
    • Schwarz C. Developing preservice elementary teachers' knowledge and practices through modeling-centered scientific inquiry. Science Education 2009, 93:720-744.
    • (2009) Science Education , vol.93 , pp. 720-744
    • Schwarz, C.1
  • 50
    • 0036108680 scopus 로고    scopus 로고
    • Student goal orientation in learning inquiry skills with modifiable software advisors
    • Shimoda T.A., White B.Y., Frederiksen J.R. Student goal orientation in learning inquiry skills with modifiable software advisors. Science Education 2002, 86:244-263.
    • (2002) Science Education , vol.86 , pp. 244-263
    • Shimoda, T.A.1    White, B.Y.2    Frederiksen, J.R.3
  • 51
    • 14744284163 scopus 로고    scopus 로고
    • The kappa statistic in reliability studies: use, interpretation, and sample size requirements
    • Sim J., Wright C.C. The kappa statistic in reliability studies: use, interpretation, and sample size requirements. Physical Therapy 2005, 85:257-268.
    • (2005) Physical Therapy , vol.85 , pp. 257-268
    • Sim, J.1    Wright, C.C.2
  • 52
  • 53
    • 0032084187 scopus 로고    scopus 로고
    • Supporting simulation-based learning: the effects of model progression and assignments on definitional and intuitive knowledge
    • Swaak J., Van Joolingen W.R., De Jong T. Supporting simulation-based learning: the effects of model progression and assignments on definitional and intuitive knowledge. Learning and Instruction 1998, 8:235-252.
    • (1998) Learning and Instruction , vol.8 , pp. 235-252
    • Swaak, J.1    Van Joolingen, W.R.2    De Jong, T.3
  • 57
  • 58
    • 0031432577 scopus 로고    scopus 로고
    • Bayesian decision analysis for environmental and resource management
    • Varis O. Bayesian decision analysis for environmental and resource management. Environmental Modelling & Software 1997, 12:177-185.
    • (1997) Environmental Modelling & Software , vol.12 , pp. 177-185
    • Varis, O.1
  • 59
    • 0001984805 scopus 로고    scopus 로고
    • Inquiry, modeling, and metacognition: making science accessible to all students
    • White B.Y., Frederiksen J.R. Inquiry, modeling, and metacognition: making science accessible to all students. Cognition and Instruction 1998, 16:3-118.
    • (1998) Cognition and Instruction , vol.16 , pp. 3-118
    • White, B.Y.1    Frederiksen, J.R.2
  • 60
    • 0036174909 scopus 로고    scopus 로고
    • SDSM - a decision support tool for the assessment of regional climate change impacts
    • Wilby R.L., Dawson C.W., Barrow E.M. SDSM - a decision support tool for the assessment of regional climate change impacts. Environmental Modelling & Software 2002, 17:147-159.
    • (2002) Environmental Modelling & Software , vol.17 , pp. 147-159
    • Wilby, R.L.1    Dawson, C.W.2    Barrow, E.M.3
  • 62
    • 70649083164 scopus 로고    scopus 로고
    • Evaluating the potential of qualitative reasoning models to contribute to sustainable catchment management
    • Zitek A., Schmutz S., Preis S., Salles P., Bredeweg B., Muhar S. Evaluating the potential of qualitative reasoning models to contribute to sustainable catchment management. Ecological Informatics 2009, 4:381-395.
    • (2009) Ecological Informatics , vol.4 , pp. 381-395
    • Zitek, A.1    Schmutz, S.2    Preis, S.3    Salles, P.4    Bredeweg, B.5    Muhar, S.6
  • 63


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