Overview and Recent Advances in Partial Least Squares. Rosipal, R. and Krämer, N. In Saunders, C.; Grobelnik, M.; Gunn, S.; and Shawe-Taylor, J., editors, Subspace, Latent Structure and Feature Selection, of Lecture Notes in Computer Science, pages 34--51. Springer Berlin Heidelberg, January, 2006. 00349
Overview and Recent Advances in Partial Least Squares [link]Paper  abstract   bibtex   
Partial Least Squares (PLS) is a wide class of methods for modeling relations between sets of observed variables by means of latent variables. It comprises of regression and classification tasks as well as dimension reduction techniques and modeling tools. The underlying assumption of all PLS methods is that the observed data is generated by a system or process which is driven by a small number of latent (not directly observed or measured) variables. Projections of the observed data to its latent structure by means of PLS was developed by Herman Wold and coworkers [48,49,52].
@incollection{ rosipal_overview_2006,
  series = {Lecture {Notes} in {Computer} {Science}},
  title = {Overview and {Recent} {Advances} in {Partial} {Least} {Squares}},
  copyright = {©2006 Springer Berlin Heidelberg},
  isbn = {978-3-540-34137-6, 978-3-540-34138-3},
  url = {http://link.springer.com/chapter/10.1007/11752790_2},
  abstract = {Partial Least Squares (PLS) is a wide class of methods for modeling relations between sets of observed variables by means of latent variables. It comprises of regression and classification tasks as well as dimension reduction techniques and modeling tools. The underlying assumption of all PLS methods is that the observed data is generated by a system or process which is driven by a small number of latent (not directly observed or measured) variables. Projections of the observed data to its latent structure by means of PLS was developed by Herman Wold and coworkers [48,49,52].},
  number = {3940},
  urldate = {2013-11-03TZ},
  booktitle = {Subspace, {Latent} {Structure} and {Feature} {Selection}},
  publisher = {Springer Berlin Heidelberg},
  author = {Rosipal, Roman and Krämer, Nicole},
  editor = {Saunders, Craig and Grobelnik, Marko and Gunn, Steve and Shawe-Taylor, John},
  month = {January},
  year = {2006},
  note = {00349},
  pages = {34--51}
}
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