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A Framework in C# for Fingerprint Verification

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2 Jan 2019CPOL11 min read 1.6M   143.6K   672  
In this article, we introduce a framework in C# for fingerprint verification, we briefly explain how to perform fingerprint verification experiments and how to integrate your algorithms to the framework.
 
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<p>Provides a base class for implementations of the IResourceProvider&amp;lt;ResourceType&amp;gt; generic interface.  
 <a href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#details">More...</a></p>
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Inheritance diagram for PatternRecognition.FingerprintRecognition.Core.ResourceProvider&lt; ResourceType &gt;:</div>
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  <img src="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.png" usemap="#PatternRecognition.FingerprintRecognition.Core.ResourceProvider&lt; ResourceType &gt;_map" alt=""/>
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<area href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_delaunay_mtps_provider.html" title="Allows retrieving features of type MtripletsFeature from a ResourceRepository." alt="PatternRecognition.FingerprintRecognition.ResourceProviders.DelaunayMtpsProvider" shape="rect" coords="0,112,512,136"/>
<area href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_j_y_features_provider.html" title="Allows retrieving features of type JYFeatures from a ResourceRepository." alt="PatternRecognition.FingerprintRecognition.ResourceProviders.JYFeaturesProvider" shape="rect" coords="522,112,1034,136"/>
<area href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_p_n_feature_provider.html" title="Allows retrieving features of type PNFeatures from a ResourceRepository." alt="PatternRecognition.FingerprintRecognition.ResourceProviders.PNFeatureProvider" shape="rect" coords="1044,112,1556,136"/>
<area href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_qi2005_feature_provider.html" title="Allows retrieving features of type Qi2005Features from a ResourceRepository." alt="PatternRecognition.FingerprintRecognition.ResourceProviders.Qi2005FeatureProvider" shape="rect" coords="1566,112,2078,136"/>
<area href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_tico2003_feature_provider.html" title="Allows retrieving features of type Tico2003Features from a ResourceRepository." alt="PatternRecognition.FingerprintRecognition.ResourceProviders.Tico2003FeatureProvider" shape="rect" coords="2088,112,2600,136"/>
</map>
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<p><a href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g-members.html">List of all members.</a></p>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a50c05dc6d1fa5271b6cafbac6211b077"><td class="memItemLeft" align="right" valign="top">abstract string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#a50c05dc6d1fa5271b6cafbac6211b077">GetSignature</a> ()</td></tr>
<tr class="memdesc:a50c05dc6d1fa5271b6cafbac6211b077"><td class="mdescLeft">&#160;</td><td class="mdescRight">Gets the signature of the resource provider.  <a href="#a50c05dc6d1fa5271b6cafbac6211b077"></a><br/></td></tr>
<tr class="memitem:a0d6179646a6777613335bd86e3506c8e"><td class="memItemLeft" align="right" valign="top">abstract bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#a0d6179646a6777613335bd86e3506c8e">IsResourcePersistent</a> ()</td></tr>
<tr class="memdesc:a0d6179646a6777613335bd86e3506c8e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Determines whether the resource provider is persistent.  <a href="#a0d6179646a6777613335bd86e3506c8e"></a><br/></td></tr>
<tr class="memitem:a2aa4cba957f59a8ae5c2030a9cf6f333"><td class="memItemLeft" align="right" valign="top">ResourceType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#a2aa4cba957f59a8ae5c2030a9cf6f333">GetResource</a> (string fingerprint, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html">ResourceRepository</a> repository)</td></tr>
<tr class="memdesc:a2aa4cba957f59a8ae5c2030a9cf6f333"><td class="mdescLeft">&#160;</td><td class="mdescRight">Gets the resource for the specified fingerprint through the specified <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html" title="Used to store and retrieve resources.">ResourceRepository</a>.  <a href="#a2aa4cba957f59a8ae5c2030a9cf6f333"></a><br/></td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2><a name="pro-methods"></a>
Protected Member Functions</h2></td></tr>
<tr class="memitem:ad812d915742fea3403e110a700feaafe"><td class="memItemLeft" align="right" valign="top">abstract ResourceType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#ad812d915742fea3403e110a700feaafe">Extract</a> (string fingerprint, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html">ResourceRepository</a> repository)</td></tr>
<tr class="memdesc:ad812d915742fea3403e110a700feaafe"><td class="mdescLeft">&#160;</td><td class="mdescRight">When implemented in a derived class, extracts the requested resource from the specified fingerprint.  <a href="#ad812d915742fea3403e110a700feaafe"></a><br/></td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2><a name="pro-attribs"></a>
Protected Attributes</h2></td></tr>
<tr class="memitem:a5252a16a9c643a1ea9dbbb9f2cc40573"><td class="memItemLeft" align="right" valign="top">readonly <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_fingerprint_image_provider.html">FingerprintImageProvider</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html#a5252a16a9c643a1ea9dbbb9f2cc40573">imageProvider</a> = new <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_fingerprint_image_provider.html">FingerprintImageProvider</a>()</td></tr>
<tr class="memdesc:a5252a16a9c643a1ea9dbbb9f2cc40573"><td class="mdescLeft">&#160;</td><td class="mdescRight">The provider used to retrieve the fingerprint image.  <a href="#a5252a16a9c643a1ea9dbbb9f2cc40573"></a><br/></td></tr>
</table>
<hr/><a name="details" id="details"></a><h2>Detailed Description</h2>
<div class="textblock"><p>Provides a base class for implementations of the IResourceProvider&amp;lt;ResourceType&amp;gt; generic interface. </p>
<dl class="tparams"><dt>Template Parameters:</dt><dd>
  <table class="tparams">
    <tr><td class="paramname">ResourceType</td><td>The type of the resource that can be retrieved through this class. </td></tr>
  </table>
  </dd>
</dl>
<div class="typeconstraint">
<dl><dt><b>Type Constraints</b><dt><dd>
<table border="0" cellspacing="2" cellpadding="0">
<tr><td valign="top"><em>ResourceType</em></td><td>&#160;:</td><td valign="top"><em>class</em></td><td>&#160;</td></tr>
</table>
</dl>
</div>
</div><hr/><h2>Member Function Documentation</h2>
<a class="anchor" id="ad812d915742fea3403e110a700feaafe"></a>
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template&lt;ResourceType &gt; </div>
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  <td class="mlabels-left">
      <table class="memname">
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          <td class="memname">abstract ResourceType <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">PatternRecognition.FingerprintRecognition.Core.ResourceProvider</a>&lt; ResourceType &gt;.Extract </td>
          <td>(</td>
          <td class="paramtype">string&#160;</td>
          <td class="paramname"><em>fingerprint</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html">ResourceRepository</a>&#160;</td>
          <td class="paramname"><em>repository</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td></td>
        </tr>
      </table>
  </td>
  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">protected</span><span class="mlabel">pure virtual</span></span>  </td>
  </tr>
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</div><div class="memdoc">

<p>When implemented in a derived class, extracts the requested resource from the specified fingerprint. </p>
<dl class="params"><dt>Parameters:</dt><dd>
  <table class="params">
    <tr><td class="paramname">fingerprint</td><td>The fingerprint which resource is being extracted.</td></tr>
    <tr><td class="paramname">repository</td><td>The object used to store and retrieve resources.</td></tr>
  </table>
  </dd>
</dl>
<dl class="section return"><dt>Returns:</dt><dd>The extracted resource.</dd></dl>

<p>Implemented in <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_j_y_features_provider.html#af9f28938d73da08df0ebc55f991524bd">PatternRecognition.FingerprintRecognition.ResourceProviders.JYFeaturesProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_tico2003_feature_provider.html#a4bb20a340ad126737e5054aa5808c5f8">PatternRecognition.FingerprintRecognition.ResourceProviders.Tico2003FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_qi2005_feature_provider.html#ace955767039e977e5e7d9f59ba912255">PatternRecognition.FingerprintRecognition.ResourceProviders.Qi2005FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_delaunay_mtps_provider.html#ab51a037a6ba8a9102901e951ae14b119">PatternRecognition.FingerprintRecognition.ResourceProviders.DelaunayMtpsProvider</a>, and <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_p_n_feature_provider.html#a44af6db408afbdbe462a5e05b47c9dc8">PatternRecognition.FingerprintRecognition.ResourceProviders.PNFeatureProvider</a>.</p>

</div>
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<a class="anchor" id="a2aa4cba957f59a8ae5c2030a9cf6f333"></a>
<div class="memitem">
<div class="memproto">
<div class="memtemplate">
template&lt;ResourceType &gt; </div>
      <table class="memname">
        <tr>
          <td class="memname">ResourceType <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">PatternRecognition.FingerprintRecognition.Core.ResourceProvider</a>&lt; ResourceType &gt;.GetResource </td>
          <td>(</td>
          <td class="paramtype">string&#160;</td>
          <td class="paramname"><em>fingerprint</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html">ResourceRepository</a>&#160;</td>
          <td class="paramname"><em>repository</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td></td>
        </tr>
      </table>
</div><div class="memdoc">

<p>Gets the resource for the specified fingerprint through the specified <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_repository.html" title="Used to store and retrieve resources.">ResourceRepository</a>. </p>
<dl class="params"><dt>Parameters:</dt><dd>
  <table class="params">
    <tr><td class="paramname">fingerprint</td><td>The fingerprint which resource is being retrieved.</td></tr>
    <tr><td class="paramname">repository</td><td>The object used to store and retrieve resources.</td></tr>
  </table>
  </dd>
</dl>
<dl class="section return"><dt>Returns:</dt><dd>The retrieved resource.</dd></dl>

<p>Reimplemented from <a class="el" href="interface_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_i_resource_provider.html#a5b6a7ac90f42a07c5bd0aeaaee613938">PatternRecognition.FingerprintRecognition.Core.IResourceProvider&lt; ResourceType &gt;</a>.</p>

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<a class="anchor" id="a50c05dc6d1fa5271b6cafbac6211b077"></a>
<div class="memitem">
<div class="memproto">
<div class="memtemplate">
template&lt;ResourceType &gt; </div>
<table class="mlabels">
  <tr>
  <td class="mlabels-left">
      <table class="memname">
        <tr>
          <td class="memname">abstract string <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">PatternRecognition.FingerprintRecognition.Core.ResourceProvider</a>&lt; ResourceType &gt;.GetSignature </td>
          <td>(</td>
          <td class="paramname"></td><td>)</td>
          <td></td>
        </tr>
      </table>
  </td>
  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
  </tr>
</table>
</div><div class="memdoc">

<p>Gets the signature of the resource provider. </p>
<dl class="section return"><dt>Returns:</dt><dd>The signature of the resource provider.</dd></dl>

<p>Reimplemented from <a class="el" href="interface_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_i_resource_provider.html#a2db40a7d3a374a9d58ee95500c284086">PatternRecognition.FingerprintRecognition.Core.IResourceProvider&lt; ResourceType &gt;</a>.</p>

<p>Implemented in <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_j_y_features_provider.html#a8ada68472a667abafeef35a65749c297">PatternRecognition.FingerprintRecognition.ResourceProviders.JYFeaturesProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_qi2005_feature_provider.html#ae21d9b3bd28106a4f77bffed9db242ba">PatternRecognition.FingerprintRecognition.ResourceProviders.Qi2005FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_tico2003_feature_provider.html#aeb589b761f12d9d5ba80137d6c2e298e">PatternRecognition.FingerprintRecognition.ResourceProviders.Tico2003FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_delaunay_mtps_provider.html#a712e45bbfa2e174a40bba9689fdc1068">PatternRecognition.FingerprintRecognition.ResourceProviders.DelaunayMtpsProvider</a>, and <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_p_n_feature_provider.html#aaa27a9e73b4860369aca12588840e51d">PatternRecognition.FingerprintRecognition.ResourceProviders.PNFeatureProvider</a>.</p>

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template&lt;ResourceType &gt; </div>
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      <table class="memname">
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          <td class="memname">abstract bool <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">PatternRecognition.FingerprintRecognition.Core.ResourceProvider</a>&lt; ResourceType &gt;.IsResourcePersistent </td>
          <td>(</td>
          <td class="paramname"></td><td>)</td>
          <td></td>
        </tr>
      </table>
  </td>
  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
  </tr>
</table>
</div><div class="memdoc">

<p>Determines whether the resource provider is persistent. </p>
<dl class="section return"><dt>Returns:</dt><dd>True if the resource provider is persistent; otherwise, false.</dd></dl>

<p>Reimplemented from <a class="el" href="interface_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_i_resource_provider.html#aa261ab4c559d7fc5e469a65917e36029">PatternRecognition.FingerprintRecognition.Core.IResourceProvider&lt; ResourceType &gt;</a>.</p>

<p>Implemented in <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_j_y_features_provider.html#a4f6f1d650001ace5b00ae9bc91f4d85e">PatternRecognition.FingerprintRecognition.ResourceProviders.JYFeaturesProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_tico2003_feature_provider.html#a3b5a6f8c1d1590c7e00298f3214493c0">PatternRecognition.FingerprintRecognition.ResourceProviders.Tico2003FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_qi2005_feature_provider.html#a3aac337127b30bd14974b13a4fb7d931">PatternRecognition.FingerprintRecognition.ResourceProviders.Qi2005FeatureProvider</a>, <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_delaunay_mtps_provider.html#a6fb793150defe754aab570a8538684c2">PatternRecognition.FingerprintRecognition.ResourceProviders.DelaunayMtpsProvider</a>, and <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_resource_providers_1_1_p_n_feature_provider.html#a5c8c5c224fe0f12421944054bdb832b8">PatternRecognition.FingerprintRecognition.ResourceProviders.PNFeatureProvider</a>.</p>

</div>
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<hr/><h2>Member Data Documentation</h2>
<a class="anchor" id="a5252a16a9c643a1ea9dbbb9f2cc40573"></a>
<div class="memitem">
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<div class="memtemplate">
template&lt;ResourceType &gt; </div>
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          <td class="memname">readonly <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_fingerprint_image_provider.html">FingerprintImageProvider</a> <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">PatternRecognition.FingerprintRecognition.Core.ResourceProvider</a>&lt; ResourceType &gt;.imageProvider = new <a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_fingerprint_image_provider.html">FingerprintImageProvider</a>()</td>
        </tr>
      </table>
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  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">protected</span></span>  </td>
  </tr>
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<p>The provider used to retrieve the fingerprint image. </p>

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</div>
<hr/>The documentation for this class was generated from the following file:<ul>
<li>D:/Migue/Code/FingerprintRecognition/CodeProject/[2012-05-16] FingerprintRecognition/FingerprintRecognition/FR.Core/IResourceProvider.cs</li>
</ul>
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    <li class="navelem"><a class="el" href="namespace_pattern_recognition.html">PatternRecognition</a></li><li class="navelem"><a class="el" href="namespace_pattern_recognition_1_1_fingerprint_recognition.html">FingerprintRecognition</a></li><li class="navelem"><a class="el" href="namespace_pattern_recognition_1_1_fingerprint_recognition_1_1_core.html">Core</a></li><li class="navelem"><a class="el" href="class_pattern_recognition_1_1_fingerprint_recognition_1_1_core_1_1_resource_provider-g.html">ResourceProvider</a></li>
    <li class="footer">Generated on Mon May 21 2012 20:06:34 for FingerprintRecognition by
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Written By
Miguel Angel Medina-Pérez
Tecnológico de Monterrey
Mexico Mexico
I received my B.S. and M.S. degrees from the University of Ciego de Ávila, Cuba, in 2007 and I received my PhD. degree in 2014 from the National Institute of Astrophysics, Optics and Electronics (INAOE), Mexico.

I have developed software to solve pattern recognition problems. A successful example is the algorithm DMC which is the most accurate (according to EER) among those which compare both fingerprints and palmprints in the international competition FVC-onGoing.

I have been involved in several research projects about pattern recognition and I have published tens of papers in referenced journals such as "Pattern Recognition," "Knowledge-Based Systems," "Information Sciences", and "IEEE Transactions on Information Forensics and Security."

Written By
Milton García Borroto
Cuba Cuba
Milton García-Borroto is graduated from Las Villas Central University, Cuba, in 2000. He received the M.S. degree in 2007 from the National Institute of Astrophisics, Optics and Electronics, Mexico, where he continues his studies toward a Ph.D. degree. His research interests are pattern recognition and biometry.

Relevant papers:
1. M. García-Borroto, J. F. Martinez Trinidad, J. A. Carrasco Ochoa, M. A. Medina-Pérez, and J. Ruiz-Shulcloper. LCMine: An efficient algorithm for mining discriminative regularities and its application in supervised classification. Pattern Recognition vol. 43, pp. 3025-3034, 2010.
2. M. García-Borroto, J. F. Martinez Trinidad, J. A. Carrasco Ochoa. A New Emerging Pattern Mining Algorithm and Its Application in Supervised Classification. M.J. Zaki et al. (Eds.): PAKDD 2010, Part I, Lecture Notes in Artificial Intelligence, vol. 6118, pp. 150–157, 2010.
3. M. A. Medina-Pérez, A. Gutiérrez-Rodríguez, and M. García-Borroto, "Improving Fingerprint Matching Using an Orientation-Based Minutia Descriptor," Lecture Notes in Computer Science, vol. 5856, pp. 121-128, 2009.
4. M. García-Borroto, Y. Villuendas-Rey, J. A. Carrasco-Ochoa, and J. F. Martínez-Trinidad, "Finding Small Consistent Subset for the Nearest Neighbor Classifier Based on Support Graphs," Lecture Notes in Computer Science, vol. 5856, pp. 465-472, 2009.
5. M. García-Borroto, Y. Villuendas-Rey, J. A. Carrasco-Ochoa, and J. F. Martínez-Trinidad, "Using Maximum Similarity Graphs to Edit Nearest Neighbor Classifiers," Lecture Notes in Computer Science, vol. 5856, pp. 489-496, 2009.
6. M. A. Medina-Pérez, M. García-Borroto, and J. Ruiz-Shulcloper, "Object Selection Based on Subclass Error Correcting for ALVOT," Lecture Notes in Computer Science, vol. 4756, pp. 496-505, 2007.

Andres Eduardo Gutierrez Rodriguez is graduated from Las Villas Central University, Cuba, in 2006. He received the M.S. degree in 2009 from the University of Ciego de Ávila, Cuba. His research interests are pattern recognition and biometry.

Relevant papers:

-M. A. Medina-Pérez, A. Gutiérrez-Rodríguez, and M. García-Borroto, "Improving Fingerprint Matching Using an Orientation-Based Minutia Descriptor," Lecture Notes in Computer Science, vol. 5856, pp. 121-128, 2009.
-A. E. Gutierrez-Rodriguez, M. A. Medina-Perez, J. F. Martinez-Trinidad, J. A. Carrasco-Ochoa, and M. Garcia-Borroto, "New Dissimilarity Measures for Ultraviolet Spectra Identification," Lecture Notes in Computer Science, vol. 6256, pp. 220-229, 2010.

Written By
Octavio Loyola-González
Program Manager
Spain Spain
Octavio Loyola-González received his PhD degree in Computer Science from the National Institute for Astrophysics, Optics, and Electronics, Mexico. He has won several awards from different institutions due to his research work on applied projects; consequently, he is a Member of the National System of Researchers in Mexico (Rank1). He worked as a distinguished professor and researcher at Tecnologico de Monterrey, Campus Puebla, for undergraduate and graduate programs of Computer Sciences. Currently, he is responsible for running Machine Learning & Artificial Intelligence practice inside Stratesys., where he is involved in the development and implementation using analytics and data mining. He has outstanding experience in the fields of big data & pattern recognition, cloud computing, IoT, and analytical tools to apply them in sectors where he has worked for as Banking & Insurance, Retail, Oil&Gas, Agriculture, Cybersecurity, Biotechnology, and Dactyloscopy. From these applied projects, Dr. Loyola-González has published several books and papers in well-known journals, and he has several ongoing patents as manager and researcher in Stratesys.

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Posted 30 Jul 2010

Article Copyright 2010 by Miguel Angel Medina-Pérez, Milton García Borroto, Andres Eduardo Gutierrez Rodriguez, Octavio Loyola-González
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