แก้ดราฟต์ 2

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@@ -204,4 +204,54 @@ publisher={Springer},
author={Borg, Ingwer and Groenen, Patrick J. F.},
year={1997},
pages={207-212},
}
@article{kPCA,
author = { Bernhard Schölkopf and Alexander Smola and Klaus-Robert Müller },
title = {Nonlinear Component Analysis as a Kernel Eigenvalue Problem},
journal = {Neural Computation},
volume = {10},
number = {5},
pages = {1299-1319},
year = {1998},
doi = {10.1162/089976698300017467},
URL = {
https://doi.org/10.1162/089976698300017467
},
eprint = {
https://doi.org/10.1162/089976698300017467
}
,
abstract = { A new method for performing a nonlinear form of principal component analysis is proposed. By the use of integral operator kernel functions, one can efficiently compute principal components in high-dimensional feature spaces, related to input space by some nonlinear map—for instance, the space of all possible five-pixel products in 16 × 16 images. We give the derivation of the method and present experimental results on polynomial feature extraction for pattern recognition. }
}
@ARTICLE{Sammon,
author={J. W. Sammon},
journal={IEEE Transactions on Computers},
title={A Nonlinear Mapping for Data Structure Analysis},
year={1969},
volume={C-18},
number={5},
pages={401-409},
keywords={Clustering, dimensionality reduction, mappings, multidimensional scaling, multivariate data analysis, nonparametric, pattern recognition, statistics.;Algorithm design and analysis;Computer errors;Data analysis;Data structures;Euclidean distance;Helium;Multidimensional systems;Pattern recognition;Testing;Vectors;Clustering, dimensionality reduction, mappings, multidimensional scaling, multivariate data analysis, nonparametric, pattern recognition, statistics.},
doi={10.1109/T-C.1969.222678},
ISSN={0018-9340},
month={May},}
@article{LMDS,
title = "Local multidimensional scaling",
journal = "Neural Networks",
volume = "19",
number = "6",
pages = "889 - 899",
year = "2006",
note = "Advances in Self Organising Maps - WSOM05",
issn = "0893-6080",
doi = "https://doi.org/10.1016/j.neunet.2006.05.014",
url = "http://www.sciencedirect.com/science/article/pii/S0893608006000724",
author = "Jarkko Venna and Samuel Kaski",
keywords = "Information visualization, Manifold extraction, Multi-dimensional scaling (MDS), Nonlinear dimensionality reduction, Non-linear projection, Gene expression"
}