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mso-style-priority:99; mso-style-qformat:yes; mso-style-parent:""; mso-padding-alt:0in 5.4pt 0in 5.4pt; mso-para-margin:0in; mso-para-margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Times New Roman","serif";} </style> <![endif]--> <meta http-equiv=Content-Language content=en-us> <!--[if gte mso 9]><xml> <o:shapedefaults v:ext="edit" spidmax="5122"/> </xml><![endif]--><!--[if gte mso 9]><xml> <o:shapelayout v:ext="edit"> <o:idmap v:ext="edit" data="1"/> </o:shapelayout></xml><![endif]--> </head> <body lang=EN-US link=blue vlink=purple style='tab-interval:.5in'> <div class=WordSection1> <h1><span style='mso-fareast-font-family:"Times New Roman"'>LSCCA Package: Least Squares Canonical Correlation Analysis<o:p></o:p></span></h1> <p>Liang Sun, Shuiwang Ji, and Jieping Ye </p> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span style='mso-fareast-font-family:"Times New Roman"'>Introduction<o:p></o:p></span></h2> <p>LSCCA is a <span class=SpellE>Matlab</span> implementation of the least squares formulation for Canonical Correlation Analysis (CCA).<span style='mso-spacerun:yes'>  </span>Several extensions of Least Squares CCA based on regularization are also included, including the sparse CCA formulation using the 1-norm regularization. This package also provides the implementation of CCA, kernel CCA, and <span class=SpellE>Orthonormalized</span> Partial Least Squares (OPLS). Specifically, the LSCCA package includes:</p> <ol start=1 type=1> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>CCA. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>Kernel CCA. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>Least squares. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>Kernel least squares. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>LS_CCA, the equivalent least squares formulation for CCA. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>KLS_CCA, the equivalent kernel least squares formulation for kernel CCA. <o:p></o:p></span></li> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l3 level1 lfo3;tab-stops:list .5in'><span class=SpellE><span style='mso-fareast-font-family:"Times New Roman"'>Orthonormalized</span></span><span style='mso-fareast-font-family:"Times New Roman"'> partial least squares (OPLS). <o:p></o:p></span></li> </ol> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span style='mso-fareast-font-family:"Times New Roman"'>Download<o:p></o:p></span></h2> <p>LSCCA is distributed for non-commercial use only.</p> <ul type=disc> <li class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-list:l1 level1 lfo6;tab-stops:list .5in'><span style='mso-fareast-font-family: "Times New Roman"'>LSCCA package (<a href="LSCCA.zip">zip file</a>) <o:p></o:p></span></li> </ul> <div class=MsoNormal align=center style='text-align:center'><span style='mso-fareast-font-family:"Times New Roman"'> <hr size=3 width="100%" align=center> </span></div> <h2><span style='mso-fareast-font-family:"Times New Roman"'>Acknowledgements <o:p></o:p></span></h2> <h2><span style='font-size:12.0pt;mso-fareast-font-family:"Times New Roman"; font-weight:normal;mso-bidi-font-weight:bold'>The LSCCA software project has been supported by research grants from the National Science Foundation (NSF) under Grant No. IIS-0953662 and the National Geospatial Agency (NGA).</span><span style='mso-fareast-font-family:"Times New Roman"'><o:p></o:p></span></h2> <h2><span style='mso-fareast-font-family:"Times New Roman"'>Feedback<o:p></o:p></span></h2> <p>If you have any comments or questions, please feel free to contact Liang Sun (<span class=style11><a href="mailto:sun.liang@asu.edu">sun.liang@asu.edu</a></span>) or Jieping Ye (<a href="mailto:jieping.ye@asu.edu">jieping.ye@asu.edu</a>).&nbsp;</p> </div> </body> </html>