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Volumn 860, Issue , 2012, Pages 317-333

A strategy for selecting data mining techniques in metabolomics

Author keywords

Data mining process; Data mining technique selection; Metabolomics; Scientific data mining

Indexed keywords

ARTICLE; DATA MINING; FACTUAL DATABASE; METABOLOMICS; METHODOLOGY; REPRODUCIBILITY;

EID: 84858148377     PISSN: 10643745     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-1-61779-594-7_18     Document Type: Article
Times cited : (16)

References (86)
  • 1
    • 1942470073 scopus 로고    scopus 로고
    • Metabolomics by numbers: Acquiring and understanding global metabolite data
    • DOI 10.1016/j.tibtech.2004.03.007, PII S0167779904000812
    • Goodacre, R., Vaidyanathan, S., Dunn, W. B., Harrigan, G. G. and Kell, D. B. (2004) Metabolomics By Numbers: Acquiring Understanding Global Metabolite Data. Trends Biotech 22, 245-252. (Pubitemid 38515742)
    • (2004) Trends in Biotechnology , vol.22 , Issue.5 , pp. 245-252
    • Goodacre, R.1    Vaidyanathan, S.2    Dunn, W.B.3    Harrigan, G.G.4    Kell, D.B.5
  • 2
    • 0036842183 scopus 로고    scopus 로고
    • Genotype - Phenotype mapping: Genes as computer programs
    • DOI 10.1016/S0168-9525(02)02765-8, PII S0168952502027658
    • Kell, D. B. (2002) Genotype-phenotype mapping: genes as computer programs. Trends Genetics 18, 555-559. (Pubitemid 35284647)
    • (2002) Trends in Genetics , vol.18 , Issue.11 , pp. 555-559
    • Kell, D.B.1
  • 3
    • 0345743608 scopus 로고    scopus 로고
    • Here is the evidence, now what is the hypothesis? The complementary roles of inductive and hypothesis-driven science in the post-genomic era
    • DOI 10.1002/bies.10385
    • Kell, D. B. and Oliver, S. G. (2004) Here is the evidence, now what is the hypothesis? The complementary roles of inductive and hypothesis- driven science in the post-genomic era. BioEssays 26, 99-105. (Pubitemid 38095354)
    • (2004) BioEssays , vol.26 , Issue.1 , pp. 99-105
    • Kell, D.B.1    Oliver, S.G.2
  • 9
    • 33750058275 scopus 로고    scopus 로고
    • Introduction to Data Mining and its Applications (S. Sumathi, ed.), Springer, New York, NY/Berlin
    • Sumathi, S. and Sivanandam, S. N. (2006) Data Mining Tasks, Techniques, and Applications, in Introduction to Data Mining and its Applications (S. Sumathi, ed.), Springer, New York, NY/Berlin. pp. 195-216.
    • (2006) Data Mining Tasks, Techniques, and Applications , pp. 195-216
    • Sumathi, S.1    Sivanandam, S.N.2
  • 11
    • 45749118607 scopus 로고    scopus 로고
    • Promoting coherent minimum reporting guidelines for biological and biomedical investigations: The MIBBI project
    • Taylor, C. F., Field, D., Sansone, S., Aerts, J., Apweiler, R., Ashburner, M., et al. (2008) Promoting coherent minimum reporting guidelines for biological and biomedical investigations: the MIBBI project. Nat Biotech 26, 889-896.
    • (2008) Nat Biotech , vol.26 , pp. 889-896
    • Taylor, C.F.1    Field, D.2    Sansone, S.3    Aerts, J.4    Apweiler, R.5    Ashburner, M.6
  • 12
    • 60849118098 scopus 로고    scopus 로고
    • MetaFIND: A feature analysis tool for metabolomics data
    • Bryan, K., Brennan, L. and Cunningham, P. (2008) MetaFIND: A feature analysis tool for metabolomics data. BMC Bioinformatics 9, 470.
    • (2008) BMC Bioinformatics , vol.9 , pp. 470
    • Bryan, K.1    Brennan, L.2    Cunningham, P.3
  • 15
    • 49649115875 scopus 로고    scopus 로고
    • Metabolome-ionome-biomass interactions: What can we learn about salt stress by multiparallel phenotyping?
    • Sanchez, D. H., Redestig, H., Kramer, U., Udvardi, M. K. and Kopka, J. (2008) Metabolome-ionome-biomass interactions: What can we learn about salt stress by multiparallel phenotyping? Plant Signal Behav 3, 598-600.
    • (2008) Plant Signal Behav , vol.3 , pp. 598-600
    • Sanchez, D.H.1    Redestig, H.2    Kramer, U.3    Udvardi, M.K.4    Kopka, J.5
  • 16
    • 33748603444 scopus 로고    scopus 로고
    • Metabolomics: Current technologies and future trends
    • DOI 10.1002/pmic.200600106
    • Hollywood, K., Brison, D. R. and Goodacre, R. (2006) Metabolomics: Current technologies and future trends. Proteomics 6, 4716-4723. (Pubitemid 44375842)
    • (2006) Proteomics , vol.6 , Issue.17 , pp. 4716-4723
    • Hollywood, K.1    Brison, D.R.2    Goodacre, R.3
  • 17
    • 40649109368 scopus 로고    scopus 로고
    • Preprocessing, classification modeling and feature selection using flow injection electrospray mass spectrometry metabolite fingerprint data
    • DOI 10.1038/nprot.2007.511, PII NPROT.2007.511
    • Enot, D. P., Lin, W., Beckmann, M., Parker, D., Overy, D. P. and Draper, J. (2008) Preprocessing, classifi cation modeling and feature selection using fl ow injection electrospray mass spectrometry metabolite fi ngerprint data. Nat Protocols 3, 446-470. (Pubitemid 351384257)
    • (2008) Nature Protocols , vol.3 , Issue.3 , pp. 446-470
    • Enot, D.P.1    Lin, W.2    Beckmann, M.3    Parker, D.4    Overy, D.P.5    Draper, J.6
  • 19
    • 0035796127 scopus 로고    scopus 로고
    • Pattern recognition methods and applications in biomedical magnetic resonance
    • DOI 10.1016/S0079-6565(00)00036-4, PII S0079656500000364
    • Lindon, J. C., Holmes, E. and Nicholson, J. K. (2001) Pattern recognition methods and applications in biomedical magnetic resonance. Progress in Nuclear Magnetic Resonance Spectroscopy 39, 1-40. (Pubitemid 32529183)
    • (2001) Progress in Nuclear Magnetic Resonance Spectroscopy , vol.39 , Issue.1 , pp. 1-40
    • Lindon, J.C.1    Holmes, E.2    Nicholson, J.K.3
  • 21
    • 0037371953 scopus 로고    scopus 로고
    • Metabolic fi ngerprinting of salt-stressed tomatoes
    • Johnson, H. E., Broadhurst, D., Goodacre, R. and Smith, A. R. (2003) Metabolic fi ngerprinting of salt-stressed tomatoes. Phytochem 62, 919-928.
    • (2003) Phytochem , vol.62 , pp. 919-928
    • Johnson, H.E.1    Broadhurst, D.2    Goodacre, R.3    Smith, A.R.4
  • 23
    • 0345270397 scopus 로고    scopus 로고
    • Plant metabolomics: Large-scale phytochemistry in the functional genomics era
    • DOI 10.1016/S0031-9422(02)00708-2
    • Sumner, L. W., Mendes, P. and Dixon, R. A. (2003) Plant metabolomics: large-scale phytochemistry in the functional genomics era. Phytochem 62, 817-836. (Pubitemid 36262386)
    • (2003) Phytochemistry , vol.62 , Issue.6 , pp. 817-836
    • Sumner, L.W.1    Mendes, P.2    Dixon, R.A.3
  • 24
    • 33846055395 scopus 로고    scopus 로고
    • Metabolomics of a Superorganism
    • Goodacre, R. (2007) Metabolomics of a Superorganism. J Nutrition 137, 259-266.
    • (2007) J Nutrition , vol.137 , pp. 259-266
    • Goodacre, R.1
  • 25
    • 13244279624 scopus 로고    scopus 로고
    • Making sense of the metabolome using evolutionary computation: Seeing the wood with the trees
    • DOI 10.1093/jxb/eri043, Making Sense of the Metabolome
    • Goodacre, R. (2005) Making sense of the metabolome using evolutionary computation: seeing the wood with the trees. J. Exp Bot 56, 245-254. (Pubitemid 40191442)
    • (2005) Journal of Experimental Botany , vol.56 , Issue.410 , pp. 245-254
    • Goodacre, R.1
  • 26
    • 72249122347 scopus 로고    scopus 로고
    • NMR metabolic analysis of samples using fuzzy K-means clustering
    • Cuperlovi?-Culf M, Belacel N et al. (2009) NMR metabolic analysis of samples using fuzzy K-means clustering. Magnetic Resonance in Chem 47, S96-S104.
    • (2009) Magnetic Resonance in Chem , vol.47
    • Cuperlovi-Culf, M.1    Belacel, N.2
  • 27
    • 66349135301 scopus 로고    scopus 로고
    • Application of Fuzzy c-Means Clustering in Data Analysis of Metabolomics
    • Li, X., Lu, X., Tian, J., Gao, P., Kong, H. and Xu, G. (2009) Application of Fuzzy c-Means Clustering in Data Analysis of Metabolomics. Anal Chem 81, 4468-4475.
    • (2009) Anal Chem , vol.81 , pp. 4468-4475
    • Li, X.1    Lu, X.2    Tian, J.3    Gao, P.4    Kong, H.5    Xu, G.6
  • 31
    • 79960080523 scopus 로고    scopus 로고
    • Improving the Performance of Association Rule Mining Algorithms by Filtering Insignifi cant Transactions Dynamically
    • Gupta, R. K. and Agrawal, D. P. (2009) Improving the Performance of Association Rule Mining Algorithms by Filtering Insignifi cant Transactions Dynamically. Asian J Information Management 3, 7-17.
    • (2009) Asian J Information Management , vol.3 , pp. 7-17
    • Gupta, R.K.1    Agrawal, D.P.2
  • 32
    • 57249114509 scopus 로고    scopus 로고
    • A new rule-based algorithm for identifying metabolic markers in prostate cancer using tandem mass spectrometry
    • Osl, M., Dreiseitl, S., Pfeifer, B., Weinberger, K., Klocker, H., Bartsch, G., et al. (2008) A new rule-based algorithm for identifying metabolic markers in prostate cancer using tandem mass spectrometry. Bioinformatics 24, 2908-2914.
    • (2008) Bioinformatics , vol.24 , pp. 2908-2914
    • Osl, M.1    Dreiseitl, S.2    Pfeifer, B.3    Weinberger, K.4    Klocker, H.5    Bartsch, G.6
  • 33
    • 69349089454 scopus 로고    scopus 로고
    • Dimensionality reduction for metabolome data using PCA, PLS, OPLS, and RFDA with differential penalties to latent variables
    • Yamamoto, H., Yamaji, H., Abe, Y., Harada, K., Waluyo, D., Fukusaki, E., et al. (2009) Dimensionality reduction for metabolome data using PCA, PLS, OPLS, and RFDA with differential penalties to latent variables. Chemometrics & Intelligent Lab Sys 98, 136-142.
    • (2009) Chemometrics & Intelligent Lab Sys , vol.98 , pp. 136-142
    • Yamamoto, H.1    Yamaji, H.2    Abe, Y.3    Harada, K.4    Waluyo, D.5    Fukusaki, E.6
  • 35
    • 4644240926 scopus 로고    scopus 로고
    • Metabolite fingerprinting: Detecting biological features by independent component analysis
    • DOI 10.1093/bioinformatics/bth270
    • Scholz, M., Gatzek, S., Sterling, A., Fiehn, O. and Selbig, J. (2004) Metabolite fi ngerprinting: detecting biological features by independent component analysis. Bioinformatics 20, 2447-2454. (Pubitemid 39433366)
    • (2004) Bioinformatics , vol.20 , Issue.15 , pp. 2447-2454
    • Scholz, M.1    Gatzek, S.2    Sterling, A.3    Fiehn, O.4    Selbig, J.5
  • 37
    • 0036596887 scopus 로고    scopus 로고
    • Emerging bioinformatics for the metabolome
    • Mendes, P. (2002) Emerging bioinformatics for the metabolome. Briefi ngs Bioinformatics 3, 134-145.
    • (2002) Briefi Ngs Bioinformatics , vol.3 , pp. 134-145
    • Mendes, P.1
  • 39
    • 36048932994 scopus 로고    scopus 로고
    • The application of MANOVA to analyse Arabidopsis thaliana metabolomic data from factorially designed experiments
    • DOI 10.1007/s11306-007-0065-3
    • Johnson, H., Lloyd, A., Mur, L., Smith, A. and Causton, D. (2007) The application of MANOVA to analyse Arabidopsis thaliana metabolomic data from factorially designed experiments. Metabolomics 3, 517-530. (Pubitemid 350090679)
    • (2007) Metabolomics , vol.3 , Issue.4 , pp. 517-530
    • Johnson, H.E.1    Lloyd, A.J.2    Mur, L.A.J.3    Smith, A.R.4    Causton, D.R.5
  • 42
    • 33846000626 scopus 로고    scopus 로고
    • Mass spectrometry-based metabolomics
    • DOI 10.1002/mas.20108
    • Dettmer, K., Aronov, P. A. and Hammock, B. D. (2007) Mass spectrometry-based metabolomics. Mass Spectrometry Rev 26, 51-78. (Pubitemid 46051813)
    • (2007) Mass Spectrometry Reviews , vol.26 , Issue.1 , pp. 51-78
    • Dettmer, K.1    Aronov, P.A.2    Hammock, B.D.3
  • 43
    • 16244402990 scopus 로고    scopus 로고
    • Metabolomics: Current analytical platforms and methodologies
    • DOI 10.1016/j.trac.2004.11.021
    • Dunn, W. B. and Ellis, D. I. (2005) Metabolomics: Current analytical platforms and methodologies. Trends Anal Chem 24, 285-294. (Pubitemid 40461029)
    • (2005) TrAC - Trends in Analytical Chemistry , vol.24 , Issue.4 , pp. 285-294
    • Dunn, W.B.1    Ellis, D.I.2
  • 45
    • 33847182804 scopus 로고    scopus 로고
    • FTIR and Raman microspectroscopy of normal, benign, and malignant formalin-fi xed ovarian tissues
    • Krishna, C., Sockalingum, G., Bhat, R., Venteo, L., Kushtagi, P., Pluot, M., et al. (2007) FTIR and Raman microspectroscopy of normal, benign, and malignant formalin-fi xed ovarian tissues. Analytical & Bioanalytical Chem 387, 1649-1656.
    • (2007) Analytical & Bioanalytical Chem , vol.387 , pp. 1649-1656
    • Krishna, C.1    Sockalingum, G.2    Bhat, R.3    Venteo, L.4    Kushtagi, P.5    Pluot, M.6
  • 46
    • 84893405732 scopus 로고    scopus 로고
    • Data clustering: A review
    • Jain, A. K., Murty, M. N., et al. (1999). Data clustering: A review. ACM Comput Surv 31 (3), 264-323.
    • (1999) ACM Comput Surv , vol.31 , Issue.3 , pp. 264-323
    • Jain, A.K.1    Murty, M.N.2
  • 48
    • 67849106535 scopus 로고    scopus 로고
    • MetaboAnalyst: A web server for metabolomic data analysis and interpretation
    • Xia, J., Psychogios, N., Young, N. and Wishart, D. S. (2009) MetaboAnalyst: a web server for metabolomic data analysis and interpretation. Nucleic Acids Res 37, W652-660.
    • (2009) Nucleic Acids Res , vol.37
    • Xia, J.1    Psychogios, N.2    Young, N.3    Wishart, D.S.4
  • 49
    • 33847218326 scopus 로고    scopus 로고
    • MeMo: A hybrid SQL/XML approach to metabolomic data management for functional genomics
    • Spasic, I., Dunn, W., Velarde, G., Tseng, A., Jenkins, H., Hardy, N., et al. (2006) MeMo: a hybrid SQL/XML approach to metabolomic data management for functional genomics. BMC Bioinformatics 7, 281.
    • (2006) BMC Bioinformatics , vol.7 , pp. 281
    • Spasic, I.1    Dunn, W.2    Velarde, G.3    Tseng, A.4    Jenkins, H.5    Hardy, N.6
  • 51
    • 27244455777 scopus 로고    scopus 로고
    • Toward supportive data collection tools for plant metabolomics
    • DOI 10.1104/pp.104.058875
    • Jenkins, H., Johnson, H., Kular, B., Wang, T. and Hardy, N. (2005) Toward supportive data collection tools for plant metabolomics. Plant Physiol 138, 67-77. (Pubitemid 43138108)
    • (2005) Plant Physiology , vol.138 , Issue.1 , pp. 67-77
    • Jenkins, H.1    Johnson, H.2    Kular, B.3    Wang, T.4    Hardy, N.5
  • 52
    • 0002475334 scopus 로고    scopus 로고
    • A survey of data mining and knowledge discovery software tools
    • Goebel, M. and Gruenwald, L. (1999) A survey of data mining and knowledge discovery software tools. SIGKDD Explorations Newsletter. 1, 20-33.
    • (1999) SIGKDD Explorations Newsletter. , vol.1 , pp. 20-33
    • Goebel, M.1    Gruenwald, L.2
  • 56
    • 27744579949 scopus 로고    scopus 로고
    • Handling missing values in support vector machine classifiers
    • DOI 10.1016/j.neunet.2005.06.025, PII S0893608005001292
    • Pelckmans, K., De Brabanter, J., Suykens, J. A. K. and De Moor, B. (2005) Handling missing values in support vector machine classifi ers. Neural Networks 18, 684-692. (Pubitemid 43186589)
    • (2005) Neural Networks , vol.18 , Issue.5-6 , pp. 684-692
    • Pelckmans, K.1    De Brabanter, J.2    Suykens, J.A.K.3    De Moor, B.4
  • 59
  • 60
    • 36048981496 scopus 로고    scopus 로고
    • Integration of wavelet transform with PCA and ANN for metabolomics data-mining
    • Xia, J.m., Wu, X.j., and Yuan, Y.j. (2007) Integration of wavelet transform with PCA and ANN for metabolomics data-mining. Metabolomics 3, 531-537.
    • (2007) Metabolomics , vol.3 , pp. 531-537
    • Xia, J.M.1    Wu, X.J.2    Yuan, Y.J.3
  • 62
    • 33748078772 scopus 로고    scopus 로고
    • A strategy capitalizing on synergies: The Reporting Structure for Biological Investigation (RSBI) working group
    • DOI 10.1089/omi.2006.10.164
    • Sansone, S., Rocca-Serra, P., Tong, W., Fostel, J., Morrison, N. and Jones, A. R. (2006) A Strategy Capitalizing on Synergies: The Reporting Structure for Biological Investigation (RSBI) Working Group. OMICS: A J of Integrative Biology 10, 164-171. (Pubitemid 44298604)
    • (2006) OMICS A Journal of Integrative Biology , vol.10 , Issue.2 , pp. 164-171
    • Sansone, S.-A.1    Rocca-Serra, P.2    Tong, W.3    Fostel, J.4    Morrison, N.5    Jones, A.R.6
  • 65
    • 33745132157 scopus 로고    scopus 로고
    • Constructing explanatory process models from biological data and knowledge
    • DOI 10.1016/j.artmed.2006.04.003, PII S0933365706000613
    • Langley, P., Shiran, O., Shrager, J., Todorovski, L. and Pohorille, A. (2006) Constructing explanatory process models from biological data and knowledge. Artifi cial Intelligence in Medicine 37, 191-201. (Pubitemid 43903614)
    • (2006) Artificial Intelligence in Medicine , vol.37 , Issue.3 , pp. 191-201
    • Langley, P.1    Shiran, O.2    Shrager, J.3    Todorovski, L.4    Pohorille, A.5
  • 66
    • 0003924378 scopus 로고    scopus 로고
    • Merriam-Webster Inc.. Merriam-Webster, Springfi eld, MA
    • Merriam-Webster Inc. (2005) The Merriam- Webster dictionary. Merriam-Webster, Springfi eld, MA.
    • (2005) The Merriam- Webster Dictionary
  • 67
    • 2942676743 scopus 로고    scopus 로고
    • Metabolomics and systems biology: Making sense of the soup
    • DOI 10.1016/j.mib.2004.04.012, PII S1369527404000505
    • Kell, D. B. (2004) Metabolomics and system Biology, making the Sense of the Soup. Curr Opin Biotech 7, 296-307. (Pubitemid 38765114)
    • (2004) Current Opinion in Microbiology , vol.7 , Issue.3 , pp. 296-307
    • Kell, D.B.1
  • 69
    • 54749109964 scopus 로고    scopus 로고
    • Analysis of metabolomic data using support vector machines
    • Mahadevan, S., Shah, S. L., Marrie, T. J. and Slupsky, C. M. (2008) Analysis of metabolomic data using support vector machines. Anal Chem 80, 7562-7570.
    • (2008) Anal Chem , vol.80 , pp. 7562-7570
    • Mahadevan, S.1    Shah, S.L.2    Marrie, T.J.3    Slupsky, C.M.4
  • 70
    • 84947305404 scopus 로고    scopus 로고
    • Wiley series in probability and statistics. Wiley-Interscience, Hoboken, N.J
    • Chatterjee, S. and Hadi, A. S. (2006) Regression analysis by example. 4th ed. Wiley series in probability and statistics. Wiley-Interscience, Hoboken, N.J.
    • (2006) Regression Analysis by Example. 4th Ed
    • Chatterjee, S.1    Hadi, A.S.2
  • 71
    • 31844447341 scopus 로고    scopus 로고
    • Plant metabolomics: Potential for practical operation
    • DOI 10.1263/jbb.100.347, PII S1389172305704783
    • Fukusaki, E. and Kobayashi, A. (2005) Plant metabolomics: potential for practical operation. J Bioscience and Bioengineering 100, 347-354. (Pubitemid 43181263)
    • (2005) Journal of Bioscience and Bioengineering , vol.100 , Issue.4 , pp. 347-354
    • Fukusaki, E.1    Kobayashi, A.2
  • 73
    • 38349031393 scopus 로고    scopus 로고
    • Machine learning: A review of classifi cation and combining techniques
    • Kotsiantis, S., Zaharakis, I. and Pintelas, P. (2006) Machine learning: a review of classifi cation and combining techniques. Artifi cial Intelligence Rev 26, 159-190.
    • (2006) Artifi Cial Intelligence Rev , vol.26 , pp. 159-190
    • Kotsiantis, S.1    Zaharakis, I.2    Pintelas, P.3
  • 74
    • 36749047332 scopus 로고    scopus 로고
    • Supervised machine learning: A review of classification techniques
    • Kotsiantis, S. B. (2007) Supervised Machine Learning a Review of Classifi cation techniques. Informatica 31, 249-268 (Pubitemid 350208045)
    • (2007) Informatica (Ljubljana) , vol.31 , Issue.3 , pp. 249-268
    • Kotsiantis, S.B.1
  • 76
    • 0034959944 scopus 로고    scopus 로고
    • Combining genomics, metabolome analysis, and biochemical modelling to understand metabolic networks
    • DOI 10.1002/cfg.82
    • Fiehn, O. (2001) Combining Genomics, Metabolome Analysis, and Biochemical Modelling to Understand Metabolic Networks. Comparative & Functional Genomics 2, 155-168. (Pubitemid 32590962)
    • (2001) Comparative and Functional Genomics , vol.2 , Issue.3 , pp. 155-168
    • Fiehn, O.1
  • 77
    • 0037731046 scopus 로고    scopus 로고
    • Application of metabolomics to plant genotype discrimination using statistics and machine learning
    • Taylor, J., King, R., Altmann, T. and Fiehn, O. (2002) Application of Metabolomics to Plant Genotype Discrimination Using Statistics and Machine Learning BioInformatics 18, 241-248.
    • (2002) BioInformatics , vol.18 , pp. 241-248
    • Taylor, J.1    King, R.2    Altmann, T.3    Fiehn, O.4
  • 79
    • 48949118698 scopus 로고    scopus 로고
    • Metabolomics: Applications to food science and nutrition research
    • DOI 10.1016/j.tifs.2008.03.003, PII S0924224408000770
    • Wishart, D. S. (2008) Metabolomics: applications to food science and nutrition research. Trends in Food Sci & Tech 19, 482-493. (Pubitemid 352004154)
    • (2008) Trends in Food Science and Technology , vol.19 , Issue.9 , pp. 482-493
    • Wishart, D.S.1
  • 80
    • 33845870125 scopus 로고    scopus 로고
    • Proceedings of the 17th IEEE International Conference on Tools with Artifi cial Intelligence. Hong Kong, IEEE Computer Society
    • Badjio, E. F. and Poulet, F. (2005) User Guidance: From Theory to Practice, the Case of Visual Data Mining. in Proceedings of the 17th IEEE International Conference on Tools with Artifi cial Intelligence. Hong Kong, IEEE Computer Society.
    • (2005) User Guidance: From Theory to Practice, the Case of Visual Data Mining
    • Badjio, E.F.1    Poulet, F.2
  • 81
    • 20344365760 scopus 로고    scopus 로고
    • The origin of correlations in metabolomics data
    • Camacho, D., de la Fuente, A. and Mendes, P. (2005) The origin of correlations in metabolomics data. Metabolomics 1, 53-63.
    • (2005) Metabolomics , vol.1 , pp. 53-63
    • Camacho, D.1    De La Fuente, A.2    Mendes, P.3
  • 82
    • 84858143281 scopus 로고    scopus 로고
    • Uncovering the plant metabolome: Current and future challenges
    • B.J. Nikolau and E.S. Wurtele, eds.), Springer, Dordrecht
    • Roessner-Tunali, U. (2007) uncovering the plant metabolome: current and future challenges, in Concepts in Plant Metabolomics (B.J. Nikolau and E.S. Wurtele, eds.), Springer, Dordrecht. pp. 71-85.
    • (2007) Concepts in Plant Metabolomics , pp. 71-85
    • Roessner-Tunali, U.1
  • 83
    • 58449117420 scopus 로고    scopus 로고
    • Metabolomics in pharmaceutical research and development: Metabolites, mechanisms and pathways
    • Xu, E., Schaefer, W. and Xu, Q. (2009) Metabolomics in pharmaceutical research and development: Metabolites, mechanisms and pathways. Current Opinion in Drug Discovery & Development 12, 40-52.
    • (2009) Current Opinion in Drug Discovery & Development , vol.12 , pp. 40-52
    • Xu, E.1    Schaefer, W.2    Xu, Q.3
  • 85
    • 33846240326 scopus 로고    scopus 로고
    • Statistical strategies for avoiding false discoveries in metabolomics and related experiments
    • DOI 10.1007/s11306-006-0037-z
    • Broadhurst, D. and Kell, D. (2006) Statistical strategies for avoiding false discoveries in metabolomics and related experiments. Metabolomics 2, 171-196. (Pubitemid 46099798)
    • (2006) Metabolomics , vol.2 , Issue.4 , pp. 171-196
    • Broadhurst, D.I.1    Kell, D.B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.