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Added reference to the DBSTREAM paper.
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mhahsler committed Feb 26, 2017
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2 changes: 1 addition & 1 deletion vignettes/stream.Rnw
Original file line number Diff line number Diff line change
Expand Up @@ -1466,7 +1466,7 @@ For evolving data streams it is more appropriate to bias the sample
toward more recent data points. For biased sampling,
the method called Algorithm~2.1 by \cite{stream:Aggarwal:2006} is also implemented.

\item\code{DSC_DBSTREAM} implements an extension of the simple data stream clustering algorithm called
\item\code{DSC_DBSTREAM}~\citep{hahsler:Hahsler2016b} implements an extension of the simple data stream clustering algorithm called
\emph{tNN threshold nearest-neighbors (tNN)} which was developed
for package~\pkg{rEMM}
by \cite{stream:Hahsler+Dunham:2014,stream:Hahsler+Dunham:2010b}.
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65 changes: 38 additions & 27 deletions vignettes/stream.bib
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Expand Up @@ -64,8 +64,8 @@ @Manual{stream:cran:2010
@Manual{stream:Hahsler+Dunham:2014,
title = {{rEMM}: Extensible Markov Model for Data Stream Clustering in {R}},
author = {Michael Hahsler and Margaret H. Dunham},
year = {2014},
note = {R~package version~1.0-9.},
year = {2015},
note = {R~package version~1.0-11.},
url = {http://CRAN.R-project.org/},
}

Expand All @@ -83,8 +83,8 @@ @Article{stream:Hahsler+Dunham:2010b
@Manual{stream:Meyer+Buchta:2010,
title = {proxy: {D}istance and Similarity Measures},
author = {David Meyer and Christian Buchta},
year = {2010},
note = {R~package version~0.4-6},
year = {2017},
note = {R~package version~0.4-17},
url = {http://CRAN.R-project.org/package=proxy},
}

Expand All @@ -102,8 +102,8 @@ @Book{stream:Venables+Ripley:2002
@Manual{stream:Qiu+Joe:2009,
title = {clusterGeneration: {R}andom Cluster Generation},
author = {Weiliang Qiu and Harry Joe.},
year = {2009},
note = {R~package version~1.2.7},
year = {2015},
note = {R~package version~1.3.4},
url = {http://CRAN.R-project.org/package=clusterGeneration},
}

Expand Down Expand Up @@ -379,8 +379,8 @@ @INPROCEEDINGS{stream:Masud+Chen+Khan+Aggarwal+Gao+Han+Thuraisingham:2010
@Manual{stream:Hennig:2010,
title = {fpc: {F}lexible Procedures for Clustering},
author = {Christian Hennig},
year = {2010},
note = {R~package version~2.0-3},
year = {2015},
note = {R~package version~2.1-10},
url = {http://CRAN.R-project.org/package=fpc},
}

Expand Down Expand Up @@ -464,8 +464,8 @@ @book{stream:Witten:2005
@Manual{stream:Urbanek:2013,
title = {{rJava}: {L}ow-level {R} to {J}ava interface},
author = {Simon Urbanek},
year = {2011},
note = {R~package version~0.9-6},
year = {2016},
note = {R~package version~0.9-8},
url = {http://CRAN.R-project.org/package=rJava},
}

Expand Down Expand Up @@ -555,8 +555,8 @@ @article{stream:Tu:2009
@Manual{stream:Leydold:2012,
title = {rstream: {S}treams of Random Numbers},
author = {Josef Leydold},
year = {2012},
note = {R~package version~1.3.2},
year = {2015},
note = {R~package version~1.3.4},
url = {http://CRAN.R-project.org/package=rstream},
}

Expand All @@ -579,16 +579,16 @@ @Manual{stream:Barbera:2014
@Manual{stream:Gentry:2013,
title = {twitteR: {R} Based {T}witter Client},
author = {Jeff Gentry},
year = {2013},
note = {R~package version~1.1.7},
year = {2015},
note = {R~package version~1.1.9},
url = {http://CRAN.R-project.org/package=twitteR},
}
@Manual{stream:Ryan:2013,
title = {quantmod: {Q}uantitative Financial Modelling Framework},
author = {Jeffrey A. Ryan},
year = {2013},
note = {R~package version~0.4-0},
year = {2016},
note = {R~package version~0.4-7},
url = {http://CRAN.R-project.org/package=quantmod},
}
Expand Down Expand Up @@ -627,17 +627,17 @@ @Manual{stream:Kaptein:2013
@Manual{stream:Hornik:2013,
title = {clue: {C}luster Ensembles},
author = {Kurt Hornik},
year = {2013},
note = {R~package version~0.3-47.},
year = {2017},
note = {R~package version~0.3-53.},
url = {http://CRAN.R-project.org/package=clue},
}

@Manual{stream:Xie:2013,
title = {animation: {A} Gallery of Animations in Statistics and Utilities to Create
Animations},
author = {Yihui Xie},
year = {2013},
note = {R~package version~2.2},
year = {2015},
note = {R~package version~2.4},
url = {http://CRAN.R-project.org/package=animation},

}
Expand Down Expand Up @@ -700,8 +700,8 @@ @inproceedings{stream:Kremer:2011
@Manual{stream:Leisch:2010,
title = {mlbench: {M}achine Learning Benchmark Problems},
author = {Friedrich Leisch and Evgenia Dimitriadou},
year = {2010},
note = {{R} package version~2.1-0},
year = {2012},
note = {{R} package version~2.1-1},
url = {http://CRAN.R-project.org/package=mlbench},
}

Expand Down Expand Up @@ -810,7 +810,6 @@ @INPROCEEDINGS{stream_clust:Cao:2006
pages = {328--339},
publisher = {SIAM},
owner = {hahsler},
timestamp = {2009.04.29}
}

@ARTICLE{stream_clust:Guha:2003,
Expand Down Expand Up @@ -1369,9 +1368,9 @@ @Manual{stream:DBI:2014

@Manual{stream:stream:2014,
title = {stream: Infrastructure for Data Stream Mining},
author = {Michael Hahsler and Matthew Bolanos and John Forrest},
year = {2015},
note = {R~package version~1.2-0},
author = {Michael Hahsler and Matthew Bola{\~n}os and John Forrest},
year = {2017},
note = {R~package version~1.2-4},
url = {http://CRAN.R-project.org/package=stream},
}

Expand Down Expand Up @@ -1432,7 +1431,7 @@ @inproceedings{stream:Kranen:2010
@Manual{stream:Hahsler:2015b,
title = {dbscan: Density Based Clustering of Applications with Noise (DBSCAN) and Related Algorithms},
author = {Michael Hahsler},
year = {2015},
year = {2017},
note = {R package version 1.0-0},
url = {http://CRAN.R-project.org/package=dbscan},
}
Expand Down Expand Up @@ -1461,3 +1460,15 @@ @Article{stream:Hahsler:2017
doi = {10.18637/jss.v076.i14},
}

@article{hahsler:Hahsler2016b,
author = {Michael Hahsler and Matthew Bola{\~n}os},
title = {Clustering Data Streams Based on Shared Density Between Micro-Clusters},
journal = {IEEE Transactions on Knowledge and Data Engineering},
year = {2016},
volume = {28},
number = {6},
pages = {1449--1461},
month = {June},
doi = {10.1109/TKDE.2016.2522412},
issn = {1041-4347},
}

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