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Contributed Articles

Source Apportionment of Water Pollution in the Jinjiang River (China) Using Factor Analysis With Nonnegative Constraints and Support Vector Machines

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Pages 175-184 | Received 28 Mar 2011, Accepted 22 Sep 2011, Published online: 07 Jun 2012

References

  • Blockeel , H. and Struyf , J. 2002 . Efficient algorithms for decision tree cross-validation . Journal of Machine Learning Research , 3 : 621 – 650 .
  • Buck , O. , Niyogi , D. K. and Townsend , C. R. 2004 . Scale-dependence of land use effects on water quality of streams in agricultural catchments . Environment Pollution , 130 : 287 – 299 .
  • Bzdusek , P. A. , Christensen , E. R. and Li , A. 2004 . Source apportionment of sediment PAHs in Lake Calumet, Chicago: Application of factor analysis with nonnegative constraints . Environmental Science and Technology , 38 : 97 – 103 .
  • Christensen , E. R. and Bzdusek , P. A. 2005 . PAHs in sediments of the Black River and the Ashtabula River, Ohio: Source apportionment by factor analysis . Water Research , 39 : 511 – 524 .
  • Christensen , E. R. and Arora , S. 2007 . Source apportionment of PAHs in sediments using factor analysis by time records: Application to Lake Michigan, USA . Water Research , 41 : 168 – 176 .
  • China State Bureau of Environmental Protection Supervision (CSBEPS) . 1996 . Integrated wastewater discharge standard (GB8978–1996) , China .
  • David , V. and Sanchez , A. 2003 . Advanced support vector machines and kernel methods . Neurocomputing , 55 ( 1–2 ) : 5 – 20 .
  • Gordon , G. E. 1988 . Receptor models . Environmental Science and Technology , 22 : 1132 – 1142 .
  • Huang , G. H. and Xia , J. 2001 . Barriers to sustainable water-quality management . Journal of Environmental Management , 61 : 1 – 23 .
  • Hülya , B. and Hayal , B. 2008 . Water pollution sources assessment by multivariate statistical methods in the Tahtali Basin, Turkey . Environmental Geology , 54 ( 2 ) : 275 – 282 .
  • Imamoglu , I. , Li , K. and Christensen , E. R. 2002 . Modeling polychlorinated biphenyl congener patterns and dechlorination in dated sediments from the Ashtabula River, OHIO, USA . Environmental Toxicology and Chemistry , 21 : 2283 – 2291 .
  • Lee , Y. , Lin , L. and Wahba , G. 2004 . Multi-category support vector machines: theory and application to the classification of microarray data and satellite radiance data . Journal of the American Statistical Association , 99 ( 465 ) : 67 – 81 .
  • Li , A. , Jang , J. K. and Scheff , P. A. 2003 . Application of EPA CMB8.2 model for source apportionment of sediment PAHs in Lake Calumet, Chicago . Environmental Science and Technology , 37 : 2958 – 2965 .
  • Liu , Y. G. , You , Z. S. and Cao , L. P. 2006 . A novel and quick SVM-based multi-class classifier . Pattern Recognition , 39 ( 11 ) : 2258 – 2264 .
  • Kerry , R. B. , Rachelle , M. D. and Gary , A. 2008 . Evaluation of the CMB and PMF models using organic molecular markers in fine particulate matter collected during the Pittsburgh Air Quality Study . Atmospheric Environment , 42 : 6897 – 6904 .
  • Madzarov , G. , Gjorgjevikj , D. and Chorbev , I. 2009 . A multi-class SVM classifier utilizing binry decision tree . Informatica , 33 ( 2 ) : 233 – 241 .
  • Owen , R. B. and Sandhu , N. 2000 . Heavy metal accumulation and anthropogenic impacts on Tolo Harbour, Hong Kong . Marine Pollution Bulletin , 40 : 174 – 180 .
  • Ozeki , T. , Ihara , T. and Ogawa , N. 2006 . Study of pollutants in precipitation (rain and snow) transported long distance to west coasts of Japan Islands using oblique rotational factor analysis with partially non-negative constraint . Chemometrics and Intelligent Laboratory Systems , 82 : 15 – 23 .
  • Pimpunchat , B. , Sweatman , W. L. , Wake , G. C. , Triampo , W. and Parshotam , A. 2008 . A mathematical model for pollution in a river and its remediation by aeration . Applied Mathematics Letters , 22 ( 3 ) : 304 – 308 .
  • Platt , J. C. , Cristianini , N. and Shawe-Taylor , J. 2000 . Large margin DAGs for multiclass classification . Advances in Neural Information Processing Systems , 12 : 547 – 553 .
  • Rachdawong , P. , Christensen , E. R. and Karls , J. F. 1997 . Historical PAH fluxes to Lake Michigan sediments determined by factor analysis . Water Research , 32 : 2422 – 2430 .
  • Shevade , S. K. , Keerthi , S. S. , Bhattacharyya , C. and Murthy , K. R. K. 2000 . Improvements to the SMO algorithm for SVM regression . IEEE Transactions on Neural Networks , 11 : 1188 – 1193 .
  • Singh , K. P. , Malik , A. and Sinha , S. 2005 . Water quality assessment and apportionment of pollution sources of Gomti River (India) using multivariate statistical techniques—A case study . Analytica Chimica Acta , 538 : 355 – 374 .
  • Tian , F. L. , Chen , J. W. , Qiao , X. L. , Cai , X. Y. , Yang , P. Wang , Z. 2008 . Source identification of PCDD/Fs and PCBs in pine (Cedrus deodara) needles: A case study in Dalian, China . Atmospheric Environment , 42 : 4769 – 4777 .
  • Vapnik , V. N. 1995 . Nature of Statistical Learning Theory , 1 – 314 . New York , NY : Springer-Verlag .
  • Wang , Z. , Chen , J. W. , Qiao , X. L. , Yang , P. and Tian , F. L. 2007 . Distribution and sources of polycyclic aromatic hydrocarbons from urban to rural soils: A case study in Dalian, China . Chemosphere , 68 : 965 – 971 .
  • Yoon , H. S. , Jun , S. C. , Hyun , Y. J. , Bae , G. O. and Lee , K. K. 2011 . A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer . Journal of Hydrology , 396 ( 1–2 ) : 128 – 138 .
  • Yu , R. L. , Yuan , X. and Zhao , Y. H. 2008 . Heavy metal pollution in intertidal sediments from Quanzhou Bay, China . Journal of Environment Science , 20 : 664 – 669 .

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