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Volumn 38, Issue , 2017, Pages 26-30

Combining expert knowledge with machine learning on the basis of fuzzy training

Author keywords

Expert knowledge; Fuzzy modeling; Machine learning; Nonlinear regularization; Optimization; Yield modeling

Indexed keywords

AGRICULTURAL MODELING; BIOINFORMATICS; CROP YIELD; DATA SET; EXPERT SYSTEM; FUZZY MATHEMATICS; KNOWLEDGE; MACHINE LEARNING; NUMERICAL MODEL; OPTIMIZATION; SOFTWARE; SUGAR BEET; TRAINING;

EID: 85009877738     PISSN: 15749541     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecoinf.2017.01.001     Document Type: Article
Times cited : (7)

References (26)
  • 2
    • 0003487601 scopus 로고    scopus 로고
    • Neural Networks for Pattern Recognition
    • Bishop, C.M., Neural Networks for Pattern Recognition. 2006, 338–344.
    • (2006) , pp. 338-344
    • Bishop, C.M.1
  • 3
    • 0032076524 scopus 로고    scopus 로고
    • A fuzzy knowledge-based model of population dynamics of the yellow-necked mouse (Apodemus flavicollis) in a beech forest
    • Bock, W., Salski, A., A fuzzy knowledge-based model of population dynamics of the yellow-necked mouse (Apodemus flavicollis) in a beech forest. Ecol. Model. 108:1-3 (1998), 155–161.
    • (1998) Ecol. Model. , vol.108 , Issue.1-3 , pp. 155-161
    • Bock, W.1    Salski, A.2
  • 4
    • 0004091258 scopus 로고
    • Rule-Based Expert Systems Addison-Wesley, Reading
    • Massachusetts
    • Buchanan, B.G., Shortliffe, E.H., Rule-Based Expert Systems Addison-Wesley, Reading. 1984, Massachusetts, 742.
    • (1984) , pp. 742
    • Buchanan, B.G.1    Shortliffe, E.H.2
  • 5
    • 0035446066 scopus 로고    scopus 로고
    • A locally-biased form of the DIRECT algorithm
    • Gablonsky, J.M., Kelley, C.T., A locally-biased form of the DIRECT algorithm. J. Glob. Optim. 21:1 (2001), 27–37.
    • (2001) J. Glob. Optim. , vol.21 , Issue.1 , pp. 27-37
    • Gablonsky, J.M.1    Kelley, C.T.2
  • 6
    • 0000652239 scopus 로고
    • Fuzzy logic and uncertainty modelling theory of T-norms and fuzzy inference methods
    • Gupta, M.M., Qi, J., Fuzzy logic and uncertainty modelling theory of T-norms and fuzzy inference methods. Fuzzy Sets Syst. 40:3 (1991), 431–450.
    • (1991) Fuzzy Sets Syst. , vol.40 , Issue.3 , pp. 431-450
    • Gupta, M.M.1    Qi, J.2
  • 7
    • 62349132975 scopus 로고    scopus 로고
    • Increasing the accuracy of neural network classification using refined training data
    • Kavzoglu, T., Increasing the accuracy of neural network classification using refined training data. Environ. Model. Softw. 24:7 (2009), 850–858.
    • (2009) Environ. Model. Softw. , vol.24 , Issue.7 , pp. 850-858
    • Kavzoglu, T.1
  • 8
    • 1242332512 scopus 로고    scopus 로고
    • An intelligent fuzzy agent for meeting scheduling decision support system
    • Lee, C.S., Pan, C.Y., An intelligent fuzzy agent for meeting scheduling decision support system. Fuzzy Sets Syst. 142:3 (2004), 467–488.
    • (2004) Fuzzy Sets Syst. , vol.142 , Issue.3 , pp. 467-488
    • Lee, C.S.1    Pan, C.Y.2
  • 9
    • 84940039142 scopus 로고    scopus 로고
    • Nonlinear regression in environmental sciences using extreme learning machines: a comparative evaluation
    • Lima, A.R., Cannon, A.J., Hsieh, W.W., Nonlinear regression in environmental sciences using extreme learning machines: a comparative evaluation. Environ. Model. Softw. 73 (2015), 175–188.
    • (2015) Environ. Model. Softw. , vol.73 , pp. 175-188
    • Lima, A.R.1    Cannon, A.J.2    Hsieh, W.W.3
  • 10
    • 0029230910 scopus 로고
    • Development of a machine troubleshooting expert system via fuzzy multiattribute decision-making approach
    • Liu, S.Y., Chen, J.G., Development of a machine troubleshooting expert system via fuzzy multiattribute decision-making approach. Exp. Syst. Appl. 8:1 (1995), 187–201.
    • (1995) Exp. Syst. Appl. , vol.8 , Issue.1 , pp. 187-201
    • Liu, S.Y.1    Chen, J.G.2
  • 11
    • 84871813519 scopus 로고    scopus 로고
    • A self-adapting fuzzy inference system for the evaluation of agricultural land
    • Liu, Y., Jiao, L., Liu, Y., He, J., A self-adapting fuzzy inference system for the evaluation of agricultural land. Environ. Model. Softw. 40 (2013), 226–234.
    • (2013) Environ. Model. Softw. , vol.40 , pp. 226-234
    • Liu, Y.1    Jiao, L.2    Liu, Y.3    He, J.4
  • 12
    • 0006460110 scopus 로고    scopus 로고
    • (German) Taschenbuch Der Regelungstechnik
    • Harry Deutsch Verlag
    • Lutz, H., Wendt, W., (German) Taschenbuch Der Regelungstechnik. 1998, Harry Deutsch Verlag, 954.
    • (1998) , pp. 954
    • Lutz, H.1    Wendt, W.2
  • 14
    • 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. Environ. Model. Softw. 24:8 (2009), 982–993.
    • (2009) Environ. Model. Softw. , vol.24 , Issue.8 , pp. 982-993
    • Mouton, A.M.1    De Baets, B.2    Goethals, P.L.M.3
  • 15
    • 84940795988 scopus 로고    scopus 로고
    • Hazard rating of coastal pine forests for a black pine bast scale using self-organizing map (SOM) and random forest approaches
    • Nam, Y., Koh, S.H., Jeon, S.J., Youn, H.J., Park, Y.S., Choi, W.I., Hazard rating of coastal pine forests for a black pine bast scale using self-organizing map (SOM) and random forest approaches. Eco. Inform. 29:2 (2015), 206–213.
    • (2015) Eco. Inform. , vol.29 , Issue.2 , pp. 206-213
    • Nam, Y.1    Koh, S.H.2    Jeon, S.J.3    Youn, H.J.4    Park, Y.S.5    Choi, W.I.6
  • 16
    • 84860521661 scopus 로고    scopus 로고
    • Support vector machines to map rare and endangered native plants in Pacific islands forests
    • Pouteau, R., Meyer, J.Y., Taputuarai, R., Stoll, B., Support vector machines to map rare and endangered native plants in Pacific islands forests. Eco. Inform. 9 (2012), 37–46.
    • (2012) Eco. Inform. , vol.9 , pp. 37-46
    • Pouteau, R.1    Meyer, J.Y.2    Taputuarai, R.3    Stoll, B.4
  • 17
    • 84935909213 scopus 로고    scopus 로고
    • IPython Interactive Computing and Visualization Cookbook
    • Packt Publishing Birmingham
    • Rossant, C., IPython Interactive Computing and Visualization Cookbook. 2014, Packt Publishing, Birmingham, 84–113.
    • (2014) , pp. 84-113
    • Rossant, C.1
  • 18
    • 33750182711 scopus 로고    scopus 로고
    • A fuzzy and neuro-fuzzy approach to modelling cattle grazing on pastures with low stocking rates in Central Europe
    • Salski, A., Holsten, B., A fuzzy and neuro-fuzzy approach to modelling cattle grazing on pastures with low stocking rates in Central Europe. Eco. Inform. 1:3 (2006), 269–276.
    • (2006) Eco. Inform. , vol.1 , Issue.3 , pp. 269-276
    • Salski, A.1    Holsten, B.2
  • 19
    • 84902376523 scopus 로고    scopus 로고
    • Environmental comprehensive assessment of agricultural systems at the farm level using fuzzy logic: a case study in cane farms in Iran
    • Sami, M., Shiekhdavoodi, M.J., Pazhohanniya, M., Pazhohanniya, F., Environmental comprehensive assessment of agricultural systems at the farm level using fuzzy logic: a case study in cane farms in Iran. Environ. Model. Softw. 58 (2014), 95–108.
    • (2014) Environ. Model. Softw. , vol.58 , pp. 95-108
    • Sami, M.1    Shiekhdavoodi, M.J.2    Pazhohanniya, M.3    Pazhohanniya, F.4
  • 20
    • 85009866091 scopus 로고    scopus 로고
    • Intelligent rule-based sequence planning algorithm with fuzzy optimization for robot manipulation tasks in partially dynamic environments
    • Son, C., Intelligent rule-based sequence planning algorithm with fuzzy optimization for robot manipulation tasks in partially dynamic environments. Inf. Sci., 2015.
    • (2015) Inf. Sci.
    • Son, C.1
  • 21
    • 84941270609 scopus 로고    scopus 로고
    • Spatial analysis and modeling tool version2 (SAMT2), a spatial modeling tool kit written in Python
    • Wieland, R., Groth, K., Linde, F., Mirschel, W., Spatial analysis and modeling tool version2 (SAMT2), a spatial modeling tool kit written in Python. Eco. Inform. 30 (2015), 1–5.
    • (2015) Eco. Inform. , vol.30 , pp. 1-5
    • Wieland, R.1    Groth, K.2    Linde, F.3    Mirschel, W.4
  • 22
    • 34748907750 scopus 로고    scopus 로고
    • Adaptive fuzzy modeling versus artificial neural networks
    • Wieland, R., Mirschel, W., Adaptive fuzzy modeling versus artificial neural networks. Environ. Model. Softw. 23:2 (2008), 215–224.
    • (2008) Environ. Model. Softw. , vol.23 , Issue.2 , pp. 215-224
    • Wieland, R.1    Mirschel, W.2
  • 23
    • 84855491690 scopus 로고    scopus 로고
    • A new method for semi-automatic fuzzy training and its application in environmental modeling
    • Wieland, R., Mirschel, W., Groth, K., Pechenick, A., Fukuda, K., A new method for semi-automatic fuzzy training and its application in environmental modeling. Environ. Model. Softw. 26:12 (2011), 1568–1573.
    • (2011) Environ. Model. Softw. , vol.26 , Issue.12 , pp. 1568-1573
    • Wieland, R.1    Mirschel, W.2    Groth, K.3    Pechenick, A.4    Fukuda, K.5
  • 25
    • 34248666540 scopus 로고
    • Fuzzy sets
    • Zadeh, L.A., Fuzzy sets. Inf. Control. 8:3 (1965), 338–353.
    • (1965) Inf. Control. , vol.8 , Issue.3 , pp. 338-353
    • Zadeh, L.A.1
  • 26
    • 60849103764 scopus 로고    scopus 로고
    • Fuzzy agent-based expert system for steel making process
    • Zarandi, M.H.F., Ahmadpour, P., Fuzzy agent-based expert system for steel making process. Exp. Sys. Appl. 36:5 (2009), 9539–9547.
    • (2009) Exp. Sys. Appl. , vol.36 , Issue.5 , pp. 9539-9547
    • Zarandi, M.H.F.1    Ahmadpour, P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.