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software:mmr_mmmvr [2016/06/06 08:31]
c7031098
software:mmr_mmmvr [2018/09/03 19:35]
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-==== Innsbruck Maximum Margin Multi Valued Regression Framework ==== 
- 
-{{:​software:​fig1.png?​250|}} {{:​software:​fig2.png?​250|}} {{:​software:​fig3.png?​250|}} 
- 
-The source code with examples can be downloaded [[@/​public/​git/​iismmmvr.php|here]]. 
- 
-**Keywords**:​ data imputation, matrix completion, recommender systems, low-rank approximation,​ kernel methods 
- 
-**References** 
-<​html>​ 
-<​li><​div class="​li JOUR" id="​Ghazanfar-2012-InformSci"​ title="​Ghazanfar-2012-InformSci"><​p><​span class="​author"><​span class="​firstname">​Mustansar</​span>​ <span class="​surname">​Ghazanfar</​span></​span>,​ <span class="​author"><​span class="​firstname">​Adam</​span>​ <span class="​surname">​Prügel-Bennett</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sandor</​span>​ <span class="​surname">​Szedmak</​span></​span>,​ <span class="​parttitle">​Kernel-Mapping Recommender System Algorithms. </​span>​Information Sciences 208, pp. 81–104,​ <span class="​pubdate">​2012</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1016/​j.ins.2012.04.012"><​img alt="​[DOI]"​ src="​doi.png"/></​a>​ <a href="#​copyright.notice.Elsevier"​ title="​Elsevier copyright notice">​© Elsevier</​a>​ <a href="#​Ghazanfar-2012-InformSci">​[Link]</​a>​ <a href="​https://​iis.uibk.ac.at/​public/​papers/​Ghazanfar-2012-InformSci.pdf">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Ghazanfar-2012-InformSci',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Ghazanfar-2012-InformSci',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​ 
-</​html>​ 
- 
-<​html>​ 
-<​li><​div class="​li CONF" id="​Ghazanfar-2011-ICTAI"​ title="​Ghazanfar-2011-ICTAI"><​p><​span class="​author"><​span class="​firstname">​Mustansar</​span>​ <span class="​surname">​Ghanzanfar</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sandor</​span>​ <span class="​surname">​Szedmak</​span></​span>,​ <span class="​author"><​span class="​firstname">​Adam</​span>​ <span class="​surname">​Prügel-Bennett</​span></​span>,​ <span class="​parttitle">​Incremental Kernel Mapping Algorithms for Scalable 
-      Recommender Systems. </​span>​IEEE International Conference on Tools with 
-      Artificial Intelligence,​ pp. 1077–1084,​ <span class="​pubdate">​2011</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1109/​ICTAI.2011.183"><​img alt="​[DOI]"​ src="​doi.png"/></​a>​ <a href="#​copyright.notice.IEEE"​ title="​IEEE copyright notice">​© IEEE</​a>​ <a href="#​Ghazanfar-2011-ICTAI">​[Link]</​a>​ <a href="​http://​dx.doi.org/​10.1109/​ICTAI.2011.183">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Ghazanfar-2011-ICTAI',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Ghazanfar-2011-ICTAI',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​ 
-</​html>​ 
- 
-<​html>​ 
-<​li><​div class="​li CONF" id="​Szedmak-2014-IROS"​ title="​Szedmak-2014-IROS"><​p><​span class="​author"><​span class="​firstname">​Sandor</​span>​ <span class="​surname">​Szedmak</​span></​span>,​ <span class="​author"><​span class="​firstname">​Emre</​span>​ <span class="​surname">​Ugur</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​parttitle">​Knowledge Propagation and Relation Learning for 
-      Predicting Action Effects. </​span><​a href="​http://​www.iros2014.org/">​IEEE/​RSJ International Conference on 
-      Intelligent Robots and Systems</​a>,​ pp. 623–629,​ <span class="​pubdate">​2014</​span>​. <span class="​actions">​ <a title="​DOI"​ href="​http://​dx.doi.org/​10.1109/​IROS.2014.6942624"><​img alt="​[DOI]"​ src="​doi.png"/></​a>​ <a href="#​copyright.notice.IEEE"​ title="​IEEE copyright notice">​© IEEE</​a>​ <a href="#​Szedmak-2014-IROS">​[Link]</​a>​ <a href="​https://​iis.uibk.ac.at/​public/​papers/​Szedmak-2014-IROS.pdf">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Szedmak-2014-IROS',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Szedmak-2014-IROS',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​ 
-</​html>​ 
- <​html>​ 
-<​li><​div class="​li CONF" id="​Krivic-2015-ESANN"​ title="​Krivic-2015-ESANN"><​p><​span class="​author"><​span class="​firstname">​Senka</​span>​ <span class="​surname">​Krivić</​span></​span>,​ <span class="​author"><​span class="​firstname">​Sandor</​span>​ <span class="​surname">​Szedmak</​span></​span>,​ <span class="​author"><​span class="​firstname">​Hanchen</​span>​ <span class="​surname">​Xiong</​span></​span>,​ <span class="​author"><​span class="​firstname">​Justus</​span>​ <span class="​surname">​Piater</​span></​span>,​ <span class="​parttitle">​Learning missing edges via kernels in partially-known 
-      graphs. </​span><​a href="​https://​www.elen.ucl.ac.be/​esann/">​European Symposium on Artificial Neural 
-      Networks, Computational Intelligence and Machine 
-      Learning</​a>,​ <span class="​pubdate">​2015</​span>​. <span class="​actions">​ <a href="#​Krivic-2015-ESANN">​[Link]</​a>​ <a href="​https://​iis.uibk.ac.at/​public/​papers/​Krivic-2015-ESANN.pdf">​[PDF]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Krivic-2015-ESANN',​ '​Abstract'​)">​[Abstract]</​a>​ <a href="​javascript:​void(0)"​ onclick="​showHide('​Krivic-2015-ESANN',​ '​BibTeX'​)">​[BibTeX]</​a></​span></​p></​div></​li>​ 
-</​html>​ 
- 
-**Acknowledgement** 
- 
-This research has received funding from the European Community’s Seventh Framework Programme FP7/​2007-2013 (Speci c Programme Cooperation,​ Theme 3,​Information and Communication Technologies) under grant agreement no. 270273, [[http://​www.xperience.org/​|Xperience]] and no. 610532, [[http://​www.squirrel-project.eu/​|Squirrel]]. \\ 
- 
-**Contact** \\ 
-[[senka.krivic@uibk.ac.at]] \\ 
-[[sandor.szedmak@aalto.fi]] 
software/mmr_mmmvr.txt · Last modified: 2018/09/03 19:35 (external edit)