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Volumn 8, Issue 6, 2012, Pages 1108-1116

QSAR study on 5-lipoxygenase inhibitors based on support vector machine

Author keywords

1 phenyl 2H tetrahydro triazine 3 one analogues; Feature selection; Leave one out cross validation; Multiple linear regression (MLR); Partial least squares (PLS) analysis; Support vector regressions; Wrapper

Indexed keywords

1 PHENYL [2H] TETRAHYDRO TRIAZIN 3 ONE DERIVATIVE; LIPOXYGENASE; LIPOXYGENASE INHIBITOR; UNCLASSIFIED DRUG;

EID: 84868004992     PISSN: 15734064     EISSN: 18756638     Source Type: Journal    
DOI: 10.2174/1573406411208061108     Document Type: Article
Times cited : (11)

References (48)
  • 2
    • 0002309097 scopus 로고
    • PLS-partial least-squares projections to latent structures
    • ESCOM: Leiden
    • Wold, S.; Johansson, E.; Cocchi, M. PLS-partial least-squares projections to latent structures, 3D QSAR in Drug Design. ESCOM: Leiden, 1993.
    • (1993) 3D QSAR in Drug Design.
    • Wold, S.1    Johansson, E.2    Cocchi, M.3
  • 4
    • 0034740222 scopus 로고    scopus 로고
    • Drug design by machine learning: Support vector machines for pharmaceutical data analysis
    • Burbidge, R.; Trotter, M.; Buxton, B.; Holden, S. Drug design by machine learning: support vector machines for pharmaceutical data analysis. Comput. Chem., 2001, 26 (1), 5-14.
    • (2001) Comput. Chem. , vol.26 , Issue.1 , pp. 5-14
    • Burbidge, R.1    Trotter, M.2    Buxton, B.3    Holden, S.4
  • 5
    • 0035150169 scopus 로고    scopus 로고
    • Use of support vector machine in pattern classification: Application to QSAR studies
    • Czerminski, R.; Yasri, A.; Hartsough, D. Use of support vector machine in pattern classification: application to QSAR studies. QSAR. Comb. Sci., 2001, 20 (3), 227-240.
    • (2001) QSAR. Comb. Sci. , vol.20 , Issue.3 , pp. 227-240
    • Czerminski, R.1    Yasri, A.2    Hartsough, D.3
  • 7
    • 0344254815 scopus 로고    scopus 로고
    • Drug discovery using support vector machines. The case studies of drug-likeness, agrochemical-likeness, and enzyme inhibition predictions
    • Zernov, V. V.; Balakin, K. V.; Ivaschenko, A. A.; Savchuk, N. P.; Pletnev, I. V. Drug discovery using support vector machines. The case studies of drug-likeness, agrochemical-likeness, and enzyme inhibition predictions. J. Chem. Inf. Compu.t Sci., 2003, 43(6), 2048-2056.
    • (2003) J. Chem. Inf. Compu.t Sci. , vol.43 , Issue.6 , pp. 2048-2056
    • Zernov, V.V.1    Balakin, K.V.2    Ivaschenko, A.A.3    Savchuk, N.P.4    Pletnev, I.V.5
  • 8
    • 1842810088 scopus 로고    scopus 로고
    • An accurate QSPR study of O-H bond dissociation energy in substituted phenols based on support vector machines
    • Xue, C. X.; Zhang, R. S.; Liu, H. X.; Yao, X. J.; Liu, M. C.; Hu, Z. D.; Fan, B. T. An accurate QSPR study of O-H bond dissociation energy in substituted phenols based on support vector machines. J. Chem. Inf. Comput. Sci., 2004, 44(2), 669-677.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.2 , pp. 669-677
    • Xue, C.X.1    Zhang, R.S.2    Liu, H.X.3    Yao, X.J.4    Liu, M.C.5    Hu, Z.D.6    Fan, B.T.7
  • 9
    • 13844270855 scopus 로고    scopus 로고
    • Classification of the carcinogenicity of N-nitroso compounds based on support vector machines and linear discriminant analysis
    • Luan, F.; Zhang, R. S.; Zhao, C. Y.; Yao, X. J.; Liu, M. C.; Hu, Z. D.; Fan, B. T. Classification of the carcinogenicity of N-nitroso compounds based on support vector machines and linear discriminant analysis. Chem. Res. Toxicol., 2005, 18(2), 198-203.
    • (2005) Chem. Res. Toxicol. , vol.18 , Issue.2 , pp. 198-203
    • Luan, F.1    Zhang, R.S.2    Zhao, C.Y.3    Yao, X.J.4    Liu, M.C.5    Hu, Z.D.6    Fan, B.T.7
  • 10
    • 33646155141 scopus 로고    scopus 로고
    • Quantitative structure-activity relationship models for prediction of sensory irritants (logRD50) of volatile organic chemicals
    • Luan, F.; Ma, W. P.; Zhang, X. Y.; Zhang, H. X.; Liu, M. C.; Hu, Z. D.Quantitative structure-activity relationship models for prediction of sensory irritants (logRD50) of volatile organic chemicals. Chemosphere, 2006, 63, 1142-1153.
    • (2006) Chemosphere , vol.63 , pp. 1142-1153
    • Luan, F.1    Ma, W.P.2    Zhang, X.Y.3    Zhang, H.X.4    Liu, M.C.5    Hu, Z.D.6
  • 11
    • 15944404946 scopus 로고    scopus 로고
    • Support vector regression based QSPR for the prediction of some physicochemical properties of alkyl benzenes
    • Yang, S. S.; Lu, W. C.; Chen, N. Y.; Hu, Q. N. Support vector regression based QSPR for the prediction of some physicochemical properties of alkyl benzenes. THEOCHEM, 2005, 19(7), 119-127.
    • (2005) Theochem , vol.19 , Issue.7 , pp. 119-127
    • Yang, S.S.1    Lu, W.C.2    Chen, N.Y.3    Hu, Q.N.4
  • 12
    • 34347372642 scopus 로고    scopus 로고
    • Support vector machine for SAR/QSAR of phenethyl-amines
    • Niu, B.; Lu, W. C.; Yang, S. S.; Cai, Y. D.; Li, G. Z. Support vector machine for SAR/QSAR of phenethyl-amines. Acta. Pharmacol. Sin., 2007, 28(7), 1075-1086.
    • (2007) Acta. Pharmacol. Sin. , vol.28 , Issue.7 , pp. 1075-1086
    • Niu, B.1    Lu, W.C.2    Yang, S.S.3    Cai, Y.D.4    Li, G.Z.5
  • 13
    • 0029157083 scopus 로고
    • Prediction of protein structural classes
    • Chou, K.; Zhang, C. Prediction of protein structural classes. Crit. Rev. Biochem. Mol. Biol., 1995, 30, 275-349.
    • (1995) Crit. Rev. Biochem. Mol. Biol. , vol.30 , pp. 275-349
    • Chou, K.1    Zhang, C.2
  • 14
    • 1642538309 scopus 로고    scopus 로고
    • Many are called, but few are chosen. Feature selection and error estimation in high dimensional spaces
    • Schulerud, H.; Albregtsen, F. Many are called, but few are chosen. Feature selection and error estimation in high dimensional spaces. Comput. Methods. Programs. Biomed., 2004, 73 (2), 91-99.
    • (2004) Comput. Methods. Programs. Biomed. , vol.73 , Issue.2 , pp. 91-99
    • Schulerud, H.1    Albregtsen, F.2
  • 15
    • 0003425664 scopus 로고    scopus 로고
    • ISIS-1-98; Department of Electronics and Computer Science, University of Southampton: UK, May 14
    • Gunn, S. R. Support vector machines for classification and regression; ISIS-1-98; Department of Electronics and Computer Science, University of Southampton: UK, May 14, 1998.
    • (1998) Support Vector Machines for Classification and Regression
    • Gunn, S.R.1
  • 16
    • 33947725480 scopus 로고    scopus 로고
    • 2D-RNA-coupling numbers: A new computational chemistry approach to link secondary structure topology with biological function
    • Gonzalez-Diaz, H.; Aguero-Chapin, G.; Varona, J.; Molina, R.; Delogu, G.; Santana, L.; Uriarte, E.; Podda, G. 2D-RNA-coupling numbers: A new computational chemistry approach to link secondary structure topology with biological function. J. Comput. Chem., 2007, 28(6), 1049-1056.
    • (2007) J. Comput. Chem. , vol.28 , Issue.6 , pp. 1049-1056
    • Gonzalez-Diaz, H.1    Aguero-Chapin, G.2    Varona, J.3    Molina, R.4    Delogu, G.5    Santana, L.6    Uriarte, E.7    Podda, G.8
  • 17
    • 33746950964 scopus 로고    scopus 로고
    • Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties
    • Petrova, N. V.; Wu, C. H. Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties. BMC Bioinformatics, 2006, 7, 12.
    • (2006) BMC Bioinformatics , vol.7 , pp. 12
    • Petrova, N.V.1    Wu, C.H.2
  • 19
    • 0242611540 scopus 로고    scopus 로고
    • Cyclooxygenase-2 and 5-lipoxygenase converging functions on cell proliferation and tumor angiogenesis: Implications for cancer therapy
    • Romano, M.; Claria, J. Cyclooxygenase-2 and 5-lipoxygenase converging functions on cell proliferation and tumor angiogenesis: implications for cancer therapy. FASEB J., 2003, 17(14), 1986-1995.
    • (2003) FASEB J. , vol.17 , Issue.14 , pp. 1986-1995
    • Romano, M.1    Claria, J.2
  • 20
    • 0345307650 scopus 로고    scopus 로고
    • The potential role of antileukotriene drugs in atherosclerosis
    • Spanbroek, R.; Habenicht, A. J. R. The potential role of antileukotriene drugs in atherosclerosis. Drug News Perspect., 2003, 16(8), 485-489.
    • (2003) Drug News Perspect. , vol.16 , Issue.8 , pp. 485-489
    • Spanbroek, R.1    Habenicht, A.J.R.2
  • 21
    • 21344469741 scopus 로고    scopus 로고
    • Development of 5-lipoxygenase inhibitors - Lessons from cellular enzyme regulation
    • Werz, O.; Steinhilber, D. Development of 5-lipoxygenase inhibitors - lessons from cellular enzyme regulation. Biochem. Pharmacol., 2005, 70(3), 327-333.
    • (2005) Biochem. Pharmacol. , vol.70 , Issue.3 , pp. 327-333
    • Werz, O.1    Steinhilber, D.2
  • 22
    • 0029157083 scopus 로고
    • Prediction of protein structural classes
    • Chou, K. C.; Zhang, C. T. Prediction of protein structural classes. Crit. Rev. Biochem. Mol. Biol., 1995, 30(4), 275-349.
    • (1995) Crit. Rev. Biochem. Mol. Biol. , vol.30 , Issue.4 , pp. 275-349
    • Chou, K.C.1    Zhang, C.T.2
  • 23
    • 39449105071 scopus 로고    scopus 로고
    • Cell-PLoc: A package of Web servers for predicting subcellular localization of proteins in various organisms
    • Chou, K.; Shen, H., Cell-PLoc: a package of Web servers for predicting subcellular localization of proteins in various organisms. Nat. Protoc., 2008, 3(2), 153-162.
    • (2008) Nat. Protoc. , vol.3 , Issue.2 , pp. 153-162
    • Chou, K.1    Shen, H.2
  • 24
    • 77649337793 scopus 로고    scopus 로고
    • Using the concept of Chou's pseudo amino acid composition for risk type prediction of human papillomaviruses
    • Esmaeili, M.; Mohabatkar, H.; Mohsenzadeh, S. Using the concept of Chou's pseudo amino acid composition for risk type prediction of human papillomaviruses. J. Theor. Biol., 2010, 263(2), 203-209.
    • (2010) J. Theor. Biol. , vol.263 , Issue.2 , pp. 203-209
    • Esmaeili, M.1    Mohabatkar, H.2    Mohsenzadeh, S.3
  • 25
    • 0035874091 scopus 로고    scopus 로고
    • Prediction of protein cellular attributes using pseudoamino acid composition
    • Chou, K. C. Prediction of protein cellular attributes using pseudoamino acid composition. Proteins, 2001, 43 (3), 246-255.
    • (2001) Proteins , vol.43 , Issue.3 , pp. 246-255
    • Chou, K.C.1
  • 26
    • 61549096128 scopus 로고    scopus 로고
    • Prediction of protein secon- dary structure content by using the concept of Chou's pseudo amino acid composition and support vector machine
    • Chen, C.; Chen, L.; Zou, X.; Cai, P. Prediction of protein secon- dary structure content by using the concept of Chou's pseudo amino acid composition and support vector machine. Protein Pept. Lett., 2009, 16(1), 27-31.
    • (2009) Protein Pept. Lett. , vol.16 , Issue.1 , pp. 27-31
    • Chen, C.1    Chen, L.2    Zou, X.3    Cai, P.4
  • 27
    • 59649123088 scopus 로고    scopus 로고
    • Use of fuzzy clustering technique and matrices to classify amino acids and its impact to Chou's pseudo amino acid composition
    • Georgiou, D. N.; Karakasidis, T. E.; Nieto, J. J.; Torres, A. Use of fuzzy clustering technique and matrices to classify amino acids and its impact to Chou's pseudo amino acid composition. J. Theor. Biol., 2009, 257(1), 17-26.
    • (2009) J. Theor. Biol. , vol.257 , Issue.1 , pp. 17-26
    • Georgiou, D.N.1    Karakasidis, T.E.2    Nieto, J.J.3    Torres, A.4
  • 28
    • 77951992931 scopus 로고    scopus 로고
    • Prediction of G-protein-coupled receptor classes in low homology using Chou's pseudo amino acid composition with approximate entropy and hydrophobicity patterns
    • Gu, Q.; Ding, Y.; Zhang, T. Prediction of G-protein-coupled receptor classes in low homology using Chou's pseudo amino acid composition with approximate entropy and hydrophobicity patterns. Protein Pept. Lett., 2010, 17(5), 559-567.
    • (2010) Protein Pept. Lett. , vol.17 , Issue.5 , pp. 559-567
    • Gu, Q.1    Ding, Y.2    Zhang, T.3
  • 29
    • 79953316878 scopus 로고    scopus 로고
    • ILoc-Euk: A multi-label classifier for predicting the subcellular localization of singleplex and multiplex eukaryotic proteins
    • Chou, K. C.; Wu, Z. C.; Xiao, X. iLoc-Euk: a multi-label classifier for predicting the subcellular localization of singleplex and multiplex eukaryotic proteins. PloS one, 2011, 6(3), e18258.
    • (2011) PloS One , vol.6 , Issue.3
    • Chou, K.C.1    Wu, Z.C.2    Xiao, X.3
  • 30
    • 79959667141 scopus 로고    scopus 로고
    • ILoc-Virus: A multi-label learning classifier for identifying the subcellular localization of virus proteins with both single and multiple sites
    • Xiao, X.; Wu, Z. C.; Chou, K. C. iLoc-Virus: A multi-label learning classifier for identifying the subcellular localization of virus proteins with both single and multiple sites. J. Theor. Biol., 2011, 284, 42-51.
    • (2011) J. Theor. Biol. , vol.284 , pp. 42-51
    • Xiao, X.1    Wu, Z.C.2    Chou, K.C.3
  • 31
    • 79955564229 scopus 로고    scopus 로고
    • Prediction of GABA(A) receptor proteins using the concept of Chou's pseudoamino acid composition and support vector machine
    • Mohabatkar, H.; Mohammad Beigi, M.; Esmaeili, A. Prediction of GABA(A) receptor proteins using the concept of Chou's pseudoamino acid composition and support vector machine. J. Theor. Biol., 2011, 281(1), 18-23.
    • (2011) J. Theor. Biol. , vol.281 , Issue.1 , pp. 18-23
    • Mohabatkar, H.1    Mohammad Beigi, M.2    Esmaeili, A.3
  • 32
    • 65349165718 scopus 로고    scopus 로고
    • Prediction of cell wall lytic enzymes using Chou's amphiphilic pseudo amino acid composition
    • Ding, H.; Luo, L.; Lin, H. Prediction of cell wall lytic enzymes using Chou's amphiphilic pseudo amino acid composition. Protein Pept. Lett., 2009, 16(4), 351-355.
    • (2009) Protein Pept. Lett. , vol.16 , Issue.4 , pp. 351-355
    • Ding, H.1    Luo, L.2    Lin, H.3
  • 33
    • 78649324596 scopus 로고    scopus 로고
    • A novel feature representation method based on Chou's pseudo amino acid composition for protein structural class prediction
    • Sahu, S. S.; Panda, G. A novel feature representation method based on Chou's pseudo amino acid composition for protein structural class prediction. Comput. Biol. Chem., 2010, 34(5-6), 320-327.
    • (2010) Comput. Biol. Chem. , vol.34 , Issue.5-6 , pp. 320-327
    • Sahu, S.S.1    Panda, G.2
  • 34
    • 77958497871 scopus 로고    scopus 로고
    • Prediction of cyclin proteins using Chou's pseudo amino acid composition
    • Mohabatkar, H. Prediction of cyclin proteins using Chou's pseudo amino acid composition. Protein Pept. Lett. 2010, 17(10), 1207-1214.
    • (2010) Protein Pept. Lett. , vol.17 , Issue.10 , pp. 1207-1214
    • Mohabatkar, H.1
  • 35
    • 77955668989 scopus 로고    scopus 로고
    • Secret P: Identifying bacterial secreted proteins by fusing Chou's pseudo-amino acid composition
    • Yu, L.; Guo, Y.; Li, Y.; Li, G.; Li, M.; Luo, J.; Xiong, W.; Qin, W. SecretP: Identifying bacterial secreted proteins by fusing Chou's pseudo-amino acid composition. J. Theor. Biol., 2010, 267(1), 1-6.
    • (2010) J. Theor. Biol. , vol.267 , Issue.1 , pp. 1-6
    • Yu, L.1    Guo, Y.2    Li, Y.3    Li, G.4    Li, M.5    Luo, J.6    Xiong, W.7    Qin, W.8
  • 36
    • 67349244013 scopus 로고    scopus 로고
    • Using the augmented Chou's pseudo amino acid composition for predicting protein submitochondria locations based on auto covariance approach
    • Zeng, Y.; Guo, Y.; Xiao, R.; Yang, L.; Yu, L.; Li, M. Using the augmented Chou's pseudo amino acid composition for predicting protein submitochondria locations based on auto covariance approach. J. Theor. Biol., 2009, 259(2), 366-372.
    • (2009) J. Theor. Biol. , vol.259 , Issue.2 , pp. 366-372
    • Zeng, Y.1    Guo, Y.2    Xiao, R.3    Yang, L.4    Yu, L.5    Li, M.6
  • 37
    • 77955964484 scopus 로고    scopus 로고
    • Using the concept of Chou's pseudo amino acid composition to predict enzyme family classes: An approach with support vector machine based on discrete wavelet transform
    • Qiu, J. D.; Huang, J. H.; Shi, S. P.; Liang, R. P. Using the concept of Chou's pseudo amino acid composition to predict enzyme family classes: an approach with support vector machine based on discrete wavelet transform. Protein Pept. Lett., 2010, 17(6), 715-722.
    • (2010) Protein Pept. Lett. , vol.17 , Issue.6 , pp. 715-722
    • Qiu, J.D.1    Huang, J.H.2    Shi, S.P.3    Liang, R.P.4
  • 38
    • 78751550064 scopus 로고    scopus 로고
    • Identify golgi protein types with modified Mahalanobis discriminant algorithm and pseudo amino acid composition
    • Ding, H.; Liu, L.; Guo, F. B.; Huang, J.; Lin, H. Identify golgi protein types with modified Mahalanobis discriminant algorithm and pseudo amino acid composition. Protein Pept. Lett., 2011, 18 (1), 58-63.
    • (2011) Protein Pept. Lett. , vol.18 , Issue.1 , pp. 58-63
    • Ding, H.1    Liu, L.2    Guo, F.B.3    Huang, J.4    Lin, H.5
  • 39
    • 79953323878 scopus 로고    scopus 로고
    • Using pseudo amino acid composition to predict protease families by incorporating a series of protein biological features
    • Hu, L.; Zheng, L.; Wang, Z.; Li, B.; Liu, L. Using pseudo amino acid composition to predict protease families by incorporating a series of protein biological features. Protein Pept. Lett., 2011, 18(6), 552-558.
    • (2011) Protein Pept. Lett. , vol.18 , Issue.6 , pp. 552-558
    • Hu, L.1    Zheng, L.2    Wang, Z.3    Li, B.4    Liu, L.5
  • 40
    • 78650673337 scopus 로고    scopus 로고
    • Prediction of apoptosis protein locations with genetic algorithms and support vector machines through a new mode of pseudo amino acid composition
    • Kandaswamy, K. K.; Pugalenthi, G.; Moller, S. Hartmann, E.; Kalies, K. U.; Suganthan, P. N.; Martinetz, T. Prediction of apoptosis protein locations with genetic algorithms and support vector machines through a new mode of pseudo amino acid composition. Protein Pept. Lett. 2010, 17(12), 1473-1479.
    • (2010) Protein Pept. Lett. , vol.17 , Issue.12 , pp. 1473-1479
    • Kandaswamy, K.K.1    Pugalenthi, G.2    Moller Hartmann S, E.3    Kalies, K.U.4    Suganthan, P.N.5    Martinetz, T.6
  • 41
    • 77958505121 scopus 로고    scopus 로고
    • Characteristic peptides of protein secondary structural motifs
    • Joshi, R. R.; Sekharan, S. Characteristic peptides of protein secondary structural motifs. Protein Pept. Lett., 2010, 17(10), 1198-1206.
    • (2010) Protein Pept. Lett. , vol.17 , Issue.10 , pp. 1198-1206
    • Joshi, R.R.1    Sekharan, S.2
  • 42
    • 63449123534 scopus 로고    scopus 로고
    • A further step toward an optimal ensemble of classifiers for peptide classification, a case study: HIV protease
    • Nanni, L.; Lumini, A. A further step toward an optimal ensemble of classifiers for peptide classification, a case study: HIV protease. Protein Pept. Lett., 2009, 16(2), 163-167.
    • (2009) Protein Pept. Lett. , vol.16 , Issue.2 , pp. 163-167
    • Nanni, L.1    Lumini, A.2
  • 43
    • 79952846620 scopus 로고    scopus 로고
    • Predicting protein subcellular localization by pseudo amino acid composition with a segment-weighted and features-combined approach
    • Wang, W.; Geng, X.; Dou, Y.; Liu, T.; Zheng, X. Predicting protein subcellular localization by pseudo amino acid composition with a segment-weighted and features-combined approach. Protein Pept. Lett., 2011, 18(5), 480-487.
    • (2011) Protein Pept. Lett. , vol.18 , Issue.5 , pp. 480-487
    • Wang, W.1    Geng, X.2    Dou, Y.3    Liu, T.4    Zheng, X.5
  • 44
    • 0030468305 scopus 로고    scopus 로고
    • 5-lipoxygenase inhibitors. Inhibitory potency of triazinone analogues in a broken cell
    • Kim, K. H.; Martin, Y. C.; Brooks, C. D. W. 5-lipoxygenase inhibitors. Inhibitory potency of triazinone analogues in a broken cell. QSAR. Comb. Sci., 1996, 15(6), 491-497.
    • (1996) QSAR. Comb. Sci. , vol.15 , Issue.6 , pp. 491-497
    • Kim, K.H.1    Martin, Y.C.2    Brooks, C.D.W.3
  • 45
    • 0344851552 scopus 로고    scopus 로고
    • QSAR study on 5- lipoxygenase inhibitors using distance-based topological indices
    • Agrawal, V. K.; Bano, S.; Khadikar, P. V. QSAR study on 5- lipoxygenase inhibitors using distance-based topological indices. Bioorg. Med. Chem., 2003, 11(24), 5519-5527.
    • (2003) Bioorg. Med. Chem. , vol.11 , Issue.24 , pp. 5519-5527
    • Agrawal, V.K.1    Bano, S.2    Khadikar, P.V.3
  • 46
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature subset selection Artif
    • Kohavia, R.; John, G. Wrappers for feature subset selection Artif. Intell., 1997, 97(1-2), 273-324
    • (1997) Intell. , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavia, R.1    John, G.2
  • 47
    • 36749109879 scopus 로고
    • Sensitivity theory for nonlinear systems. I. Nonlinear functional analysis approach
    • Cacuci, D. G. Sensitivity theory for nonlinear systems. I. Nonlinear functional analysis approach. J. Math. Phys., 1981, 22(12), 2794-2802.
    • (1981) J. Math. Phys. , vol.22 , Issue.12 , pp. 2794-2802
    • Cacuci, D.G.1
  • 48
    • 0027089133 scopus 로고
    • Sensitivity analysis using an adjoint of the PSU-NCAR Mesoscale Model
    • Errico, R. M.; Vukicevic, T. Sensitivity analysis using an adjoint of the PSU-NCAR Mesoscale Model. Mon.Weather. Rev., 1992, 120 (8), 1644-1660.
    • (1992) Mon.Weather. Rev. , vol.120 , Issue.8 , pp. 1644-1660
    • Errico, R.M.1    Vukicevic, T.2


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