메뉴 건너뛰기




Volumn 48, Issue 1, 2009, Pages 69-80

Machine learning and genetic algorithms in pharmaceutical development and manufacturing processes

Author keywords

Adaptive modeling and optimization; GA; Scale up from development to manufacturing; SVM

Indexed keywords

ADAPTIVE CAPABILITIES; ADAPTIVE MODELING AND OPTIMIZATION; FEATURE SELECTION; GA; INTELLIGENT MANUFACTURING SYSTEM; MACHINE-LEARNING; MANUFACTURING PROCESS; PREDICTIVE ERROR; PREDICTIVE POWER; PROCESS MODEL; RANDOM PROBES; SCALE-UP; SCALE-UP FROM DEVELOPMENT TO MANUFACTURING; SIMULATION APPROACH; SVM;

EID: 70350573365     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2009.06.010     Document Type: Article
Times cited : (21)

References (35)
  • 2
    • 84860389751 scopus 로고    scopus 로고
    • Advances in the application of machine learning techniques in drug discovery, design and development
    • Applications of Soft Computing: Recent Trends. Tiwari A., et al. (Ed), Springer
    • Barrett S.J., and Langdon W.B. Advances in the application of machine learning techniques in drug discovery, design and development. Applications of Soft Computing: Recent Trends. In: Tiwari A., et al. (Ed). Advances in Soft Computing (2006), Springer
    • (2006) Advances in Soft Computing
    • Barrett, S.J.1    Langdon, W.B.2
  • 3
    • 33746377912 scopus 로고    scopus 로고
    • Predicting the survival of failure of click-and-mortar corporations: a knowledge discovery approach
    • Bose I., and Pal R. Predicting the survival of failure of click-and-mortar corporations: a knowledge discovery approach. EJOR 174 2 (2006) 959-982
    • (2006) EJOR , vol.174 , Issue.2 , pp. 959-982
    • Bose, I.1    Pal, R.2
  • 5
    • 0034740222 scopus 로고    scopus 로고
    • Drug design by machine learning: support vector machines for pharmaceutical data analysis
    • Burbidge R., Trotter M., Buxton B., and Holden S. Drug design by machine learning: support vector machines for pharmaceutical data analysis. Computers & Chemistry 25 (2001) 5-14
    • (2001) Computers & Chemistry , vol.25 , pp. 5-14
    • Burbidge, R.1    Trotter, M.2    Buxton, B.3    Holden, S.4
  • 6
    • 34547666978 scopus 로고    scopus 로고
    • Machine assessment of neonatal facial expressions of acute pain
    • Brahnam S., Chuang C.F., Sexton R.S., and Shih F.Y. Machine assessment of neonatal facial expressions of acute pain. Decision Support Systems 43 4 (2007) 1242-1254
    • (2007) Decision Support Systems , vol.43 , Issue.4 , pp. 1242-1254
    • Brahnam, S.1    Chuang, C.F.2    Sexton, R.S.3    Shih, F.Y.4
  • 7
    • 0000343716 scopus 로고
    • Submodel selection and evaluation in regression: the X-random case
    • Breiman L., and Spector P. Submodel selection and evaluation in regression: the X-random case. International Statistics Review 60 3 (1992) 291-319
    • (1992) International Statistics Review , vol.60 , Issue.3 , pp. 291-319
    • Breiman, L.1    Spector, P.2
  • 8
    • 53349102071 scopus 로고    scopus 로고
    • A stack-based prospective spatio-temporal data analysis approach
    • Chang W., Zeng D., and Chen H. A stack-based prospective spatio-temporal data analysis approach. Decision Support Systems 45 4 (2008) 697-713
    • (2008) Decision Support Systems , vol.45 , Issue.4 , pp. 697-713
    • Chang, W.1    Zeng, D.2    Chen, H.3
  • 9
    • 0037497947 scopus 로고    scopus 로고
    • Recursive update algorithm for least squares support vector machines
    • Chi H.-M., and Ersoy O.K. Recursive update algorithm for least squares support vector machines. Neural Processing Letters 17 (2003) 165-173
    • (2003) Neural Processing Letters , vol.17 , pp. 165-173
    • Chi, H.-M.1    Ersoy, O.K.2
  • 10
    • 61349163620 scopus 로고    scopus 로고
    • Manufacturing enterprises of the future: toward automated intelligent manufacturing systems
    • Chi H.-M., Ersoy O.K., Moskowitz H., and Altinkemer K. Manufacturing enterprises of the future: toward automated intelligent manufacturing systems. INFORMS Journal on Computing 19 2 (2008) 302-312
    • (2008) INFORMS Journal on Computing , vol.19 , Issue.2 , pp. 302-312
    • Chi, H.-M.1    Ersoy, O.K.2    Moskowitz, H.3    Altinkemer, K.4
  • 11
    • 33846369793 scopus 로고    scopus 로고
    • Modeling and optimizing a vendor managed replenishment system using machine learning and GA
    • Chi H.-M., Ersoy O.K., Moskowitz H., and Ward J. Modeling and optimizing a vendor managed replenishment system using machine learning and GA. EJOR 180 1 (2005) 174-193
    • (2005) EJOR , vol.180 , Issue.1 , pp. 174-193
    • Chi, H.-M.1    Ersoy, O.K.2    Moskowitz, H.3    Ward, J.4
  • 14
    • 57849101999 scopus 로고    scopus 로고
    • Using domain-specific knowledge in generalization error bound for support vector machine learning
    • Eryarsoy E., Koehler G.J., and Aytug H. Using domain-specific knowledge in generalization error bound for support vector machine learning. DSS 46 (2009) 481-491
    • (2009) DSS , vol.46 , pp. 481-491
    • Eryarsoy, E.1    Koehler, G.J.2    Aytug, H.3
  • 15
    • 70350568430 scopus 로고    scopus 로고
    • Feng C.-X., and Kusiak A. (Eds)
    • Data Mining and Applications in Engineering Design, Manufacturing and Logistics. In: Feng C.-X., and Kusiak A. (Eds). Special Issue of International Journal of production Research vol. 44 (2006) 14
    • (2006) Special Issue of International Journal of production Research , vol.44 , pp. 14
  • 16
    • 33749829099 scopus 로고    scopus 로고
    • A process model to develop an internal rating system: sovereign credit ratings
    • Gestel T.V., Baesens B., Dijcke P.V., Garcia J., Suykens J.A.K., and Vanthienen J. A process model to develop an internal rating system: sovereign credit ratings. DSS 42 2 (2006) 1131-1151
    • (2006) DSS , vol.42 , Issue.2 , pp. 1131-1151
    • Gestel, T.V.1    Baesens, B.2    Dijcke, P.V.3    Garcia, J.4    Suykens, J.A.K.5    Vanthienen, J.6
  • 18
    • 0038341732 scopus 로고    scopus 로고
    • Intelligent remote monitoring and diagnosis of manufacturing processes using an integrated approach of neural networks and rough sets
    • Hou T.-H., Liu W.-L., and Lin L. Intelligent remote monitoring and diagnosis of manufacturing processes using an integrated approach of neural networks and rough sets. Journal of Intelligent Manufacturing 14 2 (2003) 239-253
    • (2003) Journal of Intelligent Manufacturing , vol.14 , Issue.2 , pp. 239-253
    • Hou, T.-H.1    Liu, W.-L.2    Lin, L.3
  • 19
    • 2442665617 scopus 로고    scopus 로고
    • Credit rating analysis with support vector machines and neural networks: a market comparative study
    • Huang Z., Chen H., Hsu C.J., Chen W.H., and Wu S. Credit rating analysis with support vector machines and neural networks: a market comparative study. Decision Support Systems 37 4 (2004) 543-558
    • (2004) Decision Support Systems , vol.37 , Issue.4 , pp. 543-558
    • Huang, Z.1    Chen, H.2    Hsu, C.J.3    Chen, W.H.4    Wu, S.5
  • 20
    • 33749839773 scopus 로고    scopus 로고
    • A hybrid model for exchange rate prediction
    • Ince H., and Trafalis T.B. A hybrid model for exchange rate prediction. Decision Support Systems 42 2 (2006) 1054-1062
    • (2006) Decision Support Systems , vol.42 , Issue.2 , pp. 1054-1062
    • Ince, H.1    Trafalis, T.B.2
  • 21
    • 14944368253 scopus 로고    scopus 로고
    • Customer targeting: a neural network approach guided by genetic algorithms
    • Kim Y., Street W.N., Russell G.J., and Menczer F. Customer targeting: a neural network approach guided by genetic algorithms. Management Science 51 2 (2005) 264-276
    • (2005) Management Science , vol.51 , Issue.2 , pp. 264-276
    • Kim, Y.1    Street, W.N.2    Russell, G.J.3    Menczer, F.4
  • 24
    • 0004918181 scopus 로고
    • A note on a method for generating points uniformly on n-dimensional spheres
    • Muller M.E. A note on a method for generating points uniformly on n-dimensional spheres. Communications of the ACM 2 (1959) 19-20
    • (1959) Communications of the ACM , vol.2 , pp. 19-20
    • Muller, M.E.1
  • 26
    • 2442680635 scopus 로고    scopus 로고
    • Applying rough sets to market timing decisions
    • Shen L., and Loh H.T. Applying rough sets to market timing decisions. Decision Support Systems 37 4 (2004) 583-597
    • (2004) Decision Support Systems , vol.37 , Issue.4 , pp. 583-597
    • Shen, L.1    Loh, H.T.2
  • 27
  • 28
    • 0033720879 scopus 로고    scopus 로고
    • Support vector machine for regression and applications to financial forecasting
    • Trafalis T.B., and Ince H. Support vector machine for regression and applications to financial forecasting. IJCNN2000 (2000) 348-353
    • (2000) IJCNN2000 , pp. 348-353
    • Trafalis, T.B.1    Ince, H.2
  • 33
    • 70350564554 scopus 로고    scopus 로고
    • Prediction of torsade-causing potential of drugs by support vector machine approach
    • Yap C.W., Cai C.Z., Xue Y., and Chen Y.Z. Prediction of torsade-causing potential of drugs by support vector machine approach. Clinical Chemistry and Laboratory Medicine 41 (2004) 529-534
    • (2004) Clinical Chemistry and Laboratory Medicine , vol.41 , pp. 529-534
    • Yap, C.W.1    Cai, C.Z.2    Xue, Y.3    Chen, Y.Z.4
  • 35
    • 21144472438 scopus 로고
    • Model selection via multifold cross-validation
    • Zhang P. Model selection via multifold cross-validation. Annals of Statistics 21 1 (1993) 299-311
    • (1993) Annals of Statistics , vol.21 , Issue.1 , pp. 299-311
    • Zhang, P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.