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Aggregation</span><meta property="url" content="https://inpher.io/solutions/by-use-case/feature-aggregation/"><meta property="position" content="4"></span></div> </div> </div> </div> </div> <div class="inner-container-wrap"> <div class="container"> <div class="content-divider-wrap container"><div class="content-divider sf-elem-bb"></div></div> <div class="inner-page-wrap has-no-sidebar clearfix">  <div class="clearfix"> <div class="page-content hfeed clearfix"> <div class="clearfix post-16096 page type-page status-publish hentry" id="16096"> <section data-header-style="" class="row fw-row dynamic-header-change"> <div class="spb-row " data-row-type="" data-wrap="full-width-contained" data-image-movement="fixed" data-content-stretch="false" data-row-height="content-height" data-col-v-pos="default" data-legacy="true" style="margin-top:0px;margin-bottom:0px;"> <div class="spb_content_element clearfix" style=""> <div class="spb-row-no-cols-wrapper clearfix"> <section class="row "> <div class="spb_content_element col-sm-12 Privacy-section spb_text_column"> <div class="spb-asset-content" style="margin-top: 0px;margin-bottom: 0px;"> <div id="block-f83c2436dc48f0628a1d" class="sqs-block html-block sqs-block-html" data-block-type="2"> <div class="sqs-block-content"> <h1>Feature Aggregation Across Private Datasets</h1> <p class=""><strong>The One Sentence Summary: </strong>Financial institutions are able to privately compute across common customers across banking, insurance, and telecom providers to train more accurate models (credit scoring, risk, marketing, etc.) using the combined feature set.</p> </div> </div> <div id="block-6298424f6cece9b34e04" class="sqs-block image-block sqs-block-image sqs-text-ready" data-block-type="5"> <div id="yui_3_17_2_1_1614440309960_67" class="sqs-block-content"> <figure id="yui_3_17_2_1_1614440309960_66" class="sqs-block-image-figure image-block-outer-wrapper image-block-v2 design-layout-card combination-animation-none individual-animation-none individual-text-animation-none image-position-left sqs-text-ready" data-scrolled="" data-test="image-block-v2-outer-wrapper"> <div id="yui_3_17_2_1_1614440309960_65" class="intrinsic"> <div id="yui_3_17_2_1_1614440309960_64" class=" image-inset content-fit " data-animation-role="image" data-description=""> <p><img width="500" height="701" decoding="async" class="loaded" src="https://inpher.io/wp-content/uploads/2021/02/feature_aggregation_privacy_preserving_machine_learning-1.png" alt="feature_aggregation_privacy_preserving_machine_learning.png" /></p> <div class="image-overlay"></div> </div> </div><figcaption class="image-card-wrapper mt-150" data-width-ratio=""> <div class="image-card sqs-dynamic-text-container"> <div class="image-title-wrapper"> <div class="image-title sqs-dynamic-text" data-width-percentage="27.5"> <h1 class="">Customer Case Study</h1> </div> </div> <div class="image-subtitle-wrapper"> <div class="image-subtitle sqs-dynamic-text" data-width-percentage="27.5"> <p class=""><strong>FEATURE AGGREGATION ACROSS PRIVATE DATASETS</strong></p> <p class=""><strong>Industry:</strong> Financial Services</p> <p class=""><strong>Application Area:</strong> Credit Scoring, Risk, and Marketing Models</p> <p class=""><strong>Functions:</strong> Private Set Intersection & Logistic Regression</p> </div> </div> </div> </figcaption></figure> </div> </div> <div class="sqs-block html-block sqs-block-html width-100" data-block-type="2"> <div class="sqs-block-content"> <p class=""><strong>Situation:</strong> A large Singaporean bank wants to improve its credit scoring, risk, and marketing models by accessing more data.</p> <p class=""><strong>Complication:</strong> Data sharing initiatives have historically been difficult for the bank to implement for several reasons, including Singaporean data privacy laws and data confidentiality concerns.</p> <p class=""><strong>Resolution:</strong> XOR enables the bank to compute across common customers across banking, insurance, and telecom providers to train more accurate models using the combined feature set.</p> <p class=""><strong>Outcomes:</strong></p> <ul data-rte-list="default"> <li> <p class="">Internal data scientists have enhanced predictive accuracy of their algorithms</p> </li> <li> <p class="">Predictive features can be identified and joined across jurisdictions without moving or revealing the underlying sensitive data</p> </li> </ul> </div> </div> <div id="block-yui_3_17_2_1_1598911340346_6428" class="sqs-block image-block sqs-block-image sqs-text-ready" data-aspect-ratio="38.75" data-block-type="5"> <div id="yui_3_17_2_1_1614440309960_91" class="sqs-block-content"> <div id="yui_3_17_2_1_1614440309960_90" class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-none individual-animation-none individual-text-animation-none " data-test="image-block-inline-outer-wrapper"> <figure id="yui_3_17_2_1_1614440309960_89" class=" sqs-block-image-figure intrinsic "> <div id="yui_3_17_2_1_1614440309960_88" class=" image-block-wrapper has-aspect-ratio " data-animation-role="image"><img width="1000" height="689" decoding="async" class="thumb-image loaded" src="https://inpher.io/wp-content/uploads/2021/02/private_feature_aggregation_pic-1.png" alt="private_feature_aggregation_pic.png" /></div> </figure> </div> </div> </div> <div id="block-71c7be128c973a1ed23e" class="sqs-block horizontalrule-block sqs-block-horizontalrule" data-block-type="47"> <div class="sqs-block-content"> <hr /> </div> </div> <div id="block-411eba2c2fc083fa62bb" class="sqs-block html-block sqs-block-html" data-block-type="2"> <div class="sqs-block-content"> <h2 class="align-center"><strong>CURIOUS TO LEARN MORE ABOUT FEATURE AGGREGATION ACROSS PRIVATE DATASETS?</strong></h2> <h2 class="align-center"><strong>LET鈥橲 TALK!</strong></h2> <p class=""><a href="https://www.inpher.io/contact-1" target="_blank" rel="noopener"><strong>Please contact our 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