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Scheirer&lt;/a&gt;, &lt;a href=&#034;/author/Väänänen&#034;&gt;Riitta Väänänen&lt;/a&gt;,  and &lt;a href=&#034;/author/Huopaniemi&#034;&gt;Jyri Huopaniemi&lt;/a&gt; &lt;/span&gt;&lt;em&gt;IEEE Transactions on Multimedia&lt;/em&gt; &lt;em&gt;1(3):237-250&lt;/em&gt; (&lt;em&gt;1999&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2ca0d9a9e98aeb1b6eee4dcdb88fdc047/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2ca0d9a9e98aeb1b6eee4dcdb88fdc047/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/tmm/tmm1.html#ScheirerVH99"/><swrc:date>Thu Nov 03 00:00:00 CET 2011</swrc:date><swrc:journal>IEEE Transactions on Multimedia</swrc:journal><swrc:number>3</swrc:number><swrc:pages>237-250</swrc:pages><swrc:title>AudioBIFS: Describing Audio Scences with MPEG-4 Multimedia Standard.</swrc:title><swrc:volume>1</swrc:volume><swrc:year>1999</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1109/6046.784463" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Eric D. 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&lt;em&gt;22(4):49-57&lt;/em&gt; (&lt;em&gt;2002&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2eb4107d009a500068c1d90685744f59d/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2eb4107d009a500068c1d90685744f59d/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/cga/cga22.html#LokkiSVHT02"/><swrc:date>Tue Oct 25 00:00:00 CEST 2011</swrc:date><swrc:journal>IEEE Computer Graphics and Applications</swrc:journal><swrc:number>4</swrc:number><swrc:pages>49-57</swrc:pages><swrc:title>Creating Interactive Virtual Auditory Environments.</swrc:title><swrc:volume>22</swrc:volume><swrc:year>2002</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://doi.ieeecomputersociety.org/10.1109/MCG.2002.1016698" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Tapio Lokki"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Lauri Savioja"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Riitta Väänänen"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Jyri Huopaniemi"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Tapio Takala"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2be54f0b3e68e3285c690f7377270b723/dblp"><title>Cross-Species Translation of Multi-way Biomarkers.</title><link>http://www.bibsonomy.org/bibtex/2be54f0b3e68e3285c690f7377270b723/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-06-16T00:00:00+02:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Suvitaival&#034;&gt;Tommi Suvitaival&lt;/a&gt;, &lt;a href=&#034;/author/Huopaniemi&#034;&gt;Ilkka Huopaniemi&lt;/a&gt;, &lt;a href=&#034;/author/Oresic&#034;&gt;Matej Oresic&lt;/a&gt;,  and &lt;a href=&#034;/author/Kaski&#034;&gt;Samuel Kaski&lt;/a&gt; &lt;/span&gt;&lt;em&gt;ICANN 1, &lt;/em&gt;&lt;em&gt;volume 6791 of Lecture Notes in Computer Science, &lt;/em&gt;&lt;em&gt;page 209-216. &lt;/em&gt;&lt;em&gt;Springer, &lt;/em&gt;(&lt;em&gt;2011&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2be54f0b3e68e3285c690f7377270b723/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2be54f0b3e68e3285c690f7377270b723/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/icann/icann2011-1.html#SuvitaivalHOK11"/><swrc:date>Thu Jun 16 00:00:00 CEST 2011</swrc:date><swrc:booktitle>ICANN (1)</swrc:booktitle><swrc:crossref>conf/icann/2011-1</swrc:crossref><swrc:pages>209-216</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Springer"/></swrc:publisher><swrc:series>Lecture Notes in Computer Science</swrc:series><swrc:title>Cross-Species Translation of Multi-way Biomarkers.</swrc:title><swrc:volume>6791</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1007/978-3-642-21735-7_26" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-3-642-21734-0" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Tommi Suvitaival"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Ilkka Huopaniemi"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Matej Oresic"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Samuel Kaski"/></rdf:_4></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Timo Honkela"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Wlodzislaw Duch"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Mark A. 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Balcázar"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Francesco Bonchi"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Aristides Gionis"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Michèle Sebag"/></rdf:_4></rdf:Seq></swrc:editor></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/22cf6dbdf9b1b142d63363b99911ec975/dblp"><title>Multivariate multi-way analysis of multi-source data.</title><link>http://www.bibsonomy.org/bibtex/22cf6dbdf9b1b142d63363b99911ec975/dblp</link><dc:creator>dblp</dc:creator><dc:date>2010-08-11T00:00:00+02:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Huopaniemi&#034;&gt;Ilkka Huopaniemi&lt;/a&gt;, &lt;a href=&#034;/author/Suvitaival&#034;&gt;Tommi Suvitaival&lt;/a&gt;, &lt;a href=&#034;/author/Nikkilä&#034;&gt;Janne Nikkilä&lt;/a&gt;, &lt;a href=&#034;/author/Oresic&#034;&gt;Matej Oresic&lt;/a&gt;,  and &lt;a href=&#034;/author/Kaski&#034;&gt;Samuel Kaski&lt;/a&gt; &lt;/span&gt;&lt;em&gt;Bioinformatics ISMB&lt;/em&gt; &lt;em&gt;26(12):391-398&lt;/em&gt; (&lt;em&gt;2010&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/22cf6dbdf9b1b142d63363b99911ec975/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/22cf6dbdf9b1b142d63363b99911ec975/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/bioinformatics/bioinformatics26.html#HuopaniemiSNOK10"/><swrc:date>Wed Aug 11 00:00:00 CEST 2010</swrc:date><swrc:journal>Bioinformatics [ISMB]</swrc:journal><swrc:number>12</swrc:number><swrc:pages>391-398</swrc:pages><swrc:title>Multivariate multi-way analysis of multi-source data.</swrc:title><swrc:volume>26</swrc:volume><swrc:year>2010</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1093/bioinformatics/btq174" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ilkka Huopaniemi"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Tommi Suvitaival"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Janne Nikkilä"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Matej Oresic"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Samuel Kaski"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2778debd3d14799f4c56ea0584084d026/wnpxrz"><title>Multivariate multi-way analysis of multi-source data</title><link>http://www.bibsonomy.org/bibtex/2778debd3d14799f4c56ea0584084d026/wnpxrz</link><dc:creator>wnpxrz</dc:creator><dc:date>2010-06-07T21:03:16+02:00</dc:date><dc:subject>toread </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Huopaniemi&#034;&gt;Ilkka Huopaniemi&lt;/a&gt;, &lt;a href=&#034;/author/Suvitaival&#034;&gt;Tommi Suvitaival&lt;/a&gt;, &lt;a href=&#034;/author/Nikkilä&#034;&gt;Janne Nikkilä&lt;/a&gt;, &lt;a href=&#034;/author/Oresic&#034;&gt;Matej Oresic&lt;/a&gt;,  and &lt;a href=&#034;/author/Kaski&#034;&gt;Samuel Kaski&lt;/a&gt; &lt;/span&gt;  (&lt;em&gt;2010&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/toread"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2778debd3d14799f4c56ea0584084d026/wnpxrz"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2778debd3d14799f4c56ea0584084d026/wnpxrz"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://bioinformatics.oxfordjournals.org/cgi/content/short/26/12/i391"/><swrc:date>Mon Jun 07 21:03:16 CEST 2010</swrc:date><swrc:institution><swrc:Organization swrc:name="HighWire Press OAI Repository [http://open-archive.highwire.org/handler] (United States)"/></swrc:institution><swrc:publisher><swrc:Organization swrc:name="Oxford University Press"/></swrc:publisher><swrc:title>Multivariate multi-way analysis of multi-source data</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>toread </swrc:keywords><swrc:abstract>Motivation: Analysis of variance (ANOVA)-type methods are the default tool for the analysis of data with multiple covariates. These tools have been generalized to the multivariate analysis of high-throughput biological datasets, where the main challenge is the problem of small sample size and high dimensionality. However, the existing multi-way analysis methods are not designed for the currently increasingly important experiments where data is obtained from multiple sources. Common examples of such settings include integrated analysis of metabolic and gene expression profiles, or metabolic profiles from several tissues in our case, in a controlled multi-way experimental setup where disease status, medical treatment, gender and time-series are usual covariates. Results: We extend the applicability area of multivariate, multi-way ANOVA-type methods to multi-source cases by introducing a novel Bayesian model. The method is capable of finding covariate-related dependencies between the sources. It assumes the measurements consist of groups of similarly behaving variables, and estimates the multivariate covariate effects and their interaction effects for the discovered groups of variables. In particular, the method partitions the effects to those shared between the sources and to source-specific ones. The method is specifically designed for datasets with small sample sizes and high dimensionality. We apply the method to a lipidomics dataset from a lung cancer study with two-way experimental setup, where measurements from several tissues with mostly distinct lipids have been taken. The method is also directly applicable to gene expression and proteomics. Availability: An R-implementation is available at http://www.cis.hut.fi/projects/mi/software/multiWayCCA/ Contact: ilkka.huopaniemi@tkk.fi; samuel.kaski@tkk.fi</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="http://www.scientificcommons.org/58059692" swrc:key="location"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Ilkka Huopaniemi"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Tommi Suvitaival"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Janne Nikkilä"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Matej Oresic"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Samuel Kaski"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description></burst:publication><description>Scientific Commons: Multivariate multi-way analysis of multi-source data (2010), 2010 [Huopaniemi, Ilkka, Suvitaival, Tommi, Nikkilä, Janne, Oresic, Matej, Kaski, Samuel]</description></item><item rdf:about="http://www.bibsonomy.org/bibtex/27b4e07025e42d335c7315fcccee48356/dblp"><title>Two-way analysis of high-dimensional collinear data.</title><link>http://www.bibsonomy.org/bibtex/27b4e07025e42d335c7315fcccee48356/dblp</link><dc:creator>dblp</dc:creator><dc:date>2009-12-17T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Huopaniemi&#034;&gt;Ilkka Huopaniemi&lt;/a&gt;, &lt;a href=&#034;/author/Suvitaival&#034;&gt;Tommi Suvitaival&lt;/a&gt;, &lt;a href=&#034;/author/Nikkilä&#034;&gt;Janne Nikkilä&lt;/a&gt;, &lt;a href=&#034;/author/Oresic&#034;&gt;Matej Oresic&lt;/a&gt;,  and &lt;a href=&#034;/author/Kaski&#034;&gt;Samuel Kaski&lt;/a&gt; &lt;/span&gt;&lt;em&gt;Data Min. Knowl. Discov.&lt;/em&gt; &lt;em&gt;19(2):261-276&lt;/em&gt; (&lt;em&gt;2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/27b4e07025e42d335c7315fcccee48356/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/27b4e07025e42d335c7315fcccee48356/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/datamine/datamine19.html#HuopaniemiSNOK09"/><swrc:date>Thu Dec 17 00:00:00 CET 2009</swrc:date><swrc:journal>Data Min. Knowl. 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