':"";if(a){var r=n.promos.showYahooLogo?"":"yns-no-logo";a=a.replace("{notifOnboardBtnLabel}",n.promos.notifOnboardBtnLabel).replace("{notifOnboardMsg}",n.promos.notifOnboardMsg).replace("{subscriptionTopic}",n.promos.subscriptionTopic).replace("{noLogoClass}",r).replace("{promoLogo}",n.promos.promoLogo)}var s=t.newCount>n.panel.maxCount?t.newCount:"",c=n.panel.notificationCenterPath,l=c?"":P,u=n.panel.headerMsg?"":" "+P,d=c?R:"",p=void 0;t.count?p=t.markup:p='{emptyPanelMsg}'.replace("{emptyPanelMsg}",n.panel.emptyPanelMsg);return e=e.replace("{notifMarkup}",p).replace("{promoMarkup}",a).replace("{hideClass}",l).replace("{notifCenterLink}",c).replace("{paddingClass}",d).replace("{headerMsg}",n.panel.headerMsg).replace("{hideHeaderClass}",u).replace(/{notificationCenterNavMsg}/g,n.panel.notificationCenterNavMsg).replace(/{newCount}/g,s)}},{key:"render",value:function(e,t){var n=this;if(n._panelNode){var o=void 0,i=n._panelNode,a=void 0,r=void 0;switch(e){case"expanded_panel":o='{promoMarkup}{notifMarkup}',r=n._store.getNotifications(),a=n._generatePanelMarkup(o,r),i.innerHTML=a;break;case"error_panel":a=(o='{errorMsg}').replace("{errorMsg}",n._config.panel.errorMsg),i.innerHTML=a}t&&t()}else t&&t(new Error("No panel parent"))}},{key:"createPanelParentNode",value:function(e){e&&(e.innerHTML='',this._panelNode=document.getElementById(D))}},{key:"updateBadgeNode",value:function(e){if(e){var t=this._store.getNotifications().newCount,n=this._config.badge.maxCount;if(t){var o=t>n?n+"+":t;e.innerHTML=o}else e.innerHTML=""}}},{key:"addStyles",value:function(e){if(e&&"undefined"!=typeof window){var t=document.getElementById(this._config.panel.styleTagId);t||((t=document.createElement("style")).type="text/css",t.id=this._config.panel.styleTagId,t.innerText=e,document.head.appendChild(t))}}}]),e}(),U=function(){function e(t,n,o){L(this,e);var i=this;i._store=n,i._view=o,i._config=t;var a=i._config.panel;i._panelParentNode=document.querySelector(a.parentSelector),i._badgeNode=i._config.badge.selector&&document.querySelector(i._config.badge.selector),i._indicatorNode=a.indicatorSelector&&document.querySelector(a.indicatorSelector)}return E(e,[{key:"createPanelParentNode",value:function(){this._view.createPanelParentNode(this._panelParentNode),this._notifPanelNode=document.getElementById(D)}},{key:"refreshPanelNode",value:function(e,t){var n=this;A(n._notifPanelNode,B),n._store.fetchNotifications(e,(function(e,o){var i=window.wafer&&window.wafer.base;i&&i.destroy(n._notifPanelNode),e?n._notifPanelNode.innerHTML||(n._view.render("error_panel"),A(n._notifPanelNode,B)):(n._view.render("expanded_panel"),n._view.updateBadgeNode(n._badgeNode),n._showBadge(),n._showIndicator(),n._view.addStyles(o.css)),M(n._notifPanelNode,B),i&&i.sync(n._notifPanelNode.parentNode),t&&t(e,o)}))}},{key:"resetBadge",value:function(){var e=this;e._store.resetNewCount(),e._view.updateBadgeNode(e._badgeNode),A(e._badgeNode,e._config.badge.hideClass)}},{key:"_showIndicator",value:function(){this._indicatorNode&&(this._store.getNotifications().newCount?A(this._indicatorNode,this._config.panel.indicatorClass):M(this._indicatorNode,this._config.panel.indicatorClass))}},{key:"_showBadge",value:function(){var e=this;e._store.getNotifications().newCount?M(e._badgeNode,e._config.badge.hideClass):A(e._badgeNode,e._config.badge.hideClass)}}]),e}(),j={promos:{eligibleBodyClass:"display-push-promos",enableNotifOnboard:!0,bypassEligibleClassCheck:!1,notifOnboardBtnLabel:"Notify Me",notifOnboardMsg:"Get alerts for breaking news and top stories",promoLogo:"https://s.yimg.com/cv/apiv2/ae/news/circle_bell.png",showYahooLogo:!0,subscriptionTopic:"gondor_homerun_news"},badge:{hideClass:"",maxCount:5,selector:""},panel:{emptyPanelMsg:"You have no new notifications.",errorMsg:"",headerMsg:"Notifications",imageTag:"img:40x40|2|80",indicatorClass:"yns-indicator",indicatorSelector:null,maxCount:6,notificationCenterNavMsg:"View all {newCount} notifications",notificationCenterPath:"",notificationTypes:"",parentSelector:null,styleTagId:"notificationStyles",theme:"default"},service:{attemptCount:1,attemptDelay:2,url:null,resetUrl:null,isRMP:!1,responseType:"json",timeout:1500}},Y={NotificationClient:function(){function e(t){L(this,e);var n=this;n.config=n._parseConfig(t),n._validateRequiredConfigs()&&(n._request=new C(n.config),n._store=new O(n.config,n._request),n._view=new H(n.config,n._store),n._panelController=new U(n.config,n._store,n._view),n._panelController.createPanelParentNode(),n._assignHelperMethods())}return E(e,[{key:"_parseConfig",value:function(e){var t={};for(var n in N(t,j),t)if(t.hasOwnProperty(n)){var o=t[n],i=e[n];"object"===(void 0===o?"undefined":_(o))?N(o,i):t[n]=e[n]}return t}},{key:"_validateRequiredConfigs",value:function(){var e=this.config;return!(!e.panel.parentSelector||!e.service.url)}},{key:"_assignHelperMethods",value:function(){var e=this;e.helpers={refreshPanelNode:e._panelController.refreshPanelNode.bind(e._panelController),resetBadge:e._panelController.resetBadge.bind(e._panelController),resetIndicator:function(){M(e._panelController._indicatorNode,e.config.panel.indicatorClass)}}}}]),e}()},F="lnct",z=function(){function e(){var e,t;this.personalized=!1,this.ybarElem=document.getElementById("ybar"),this.partnerClasses=null===(t=null===(e=this.ybarElem)||void 0===e?void 0:e.className)||void 0===t?void 0:t.match(/ybar-variant-([a-z]*)/),this.client=new Y.NotificationClient(this.getConfig())}return e.prototype.refreshPanel=function(){var e,t,n,o=this,i={lastUpdate:this.getTimeStamp()||this.setTimeStamp(),loadInHpViewer:!0,includePersonalized:this.personalized},a=(null===(e=window.YAHOO)||void 0===e?void 0:e.context)||(null===(t=window.Af)||void 0===t?void 0:t.context)||{};return a.region&&a.lang&&(i.lang=a.lang,i.region=a.region),(null===(n=this.partnerClasses)||void 0===n?void 0:n.length)&&(i.partner=this.partnerClasses[1]),new Promise((function(e,t){o.client.helpers.refreshPanelNode({matrixParams:i},(function(n,o){n&&(c("Notification refresh error:",n),t(n)),e(o)}))}))},e.prototype.resetBadge=function(){this.client.helpers.resetBadge(),this.setTimeStamp()},e.prototype.getConfig=function(){var e,t,n,o,i,a=document.getElementById("notification-container"),r=null===(e=null==a?void 0:a.dataset)||void 0===e?void 0:e.config;if(I&&!r)return I;var s={promos:{eligibleBodyClass:"display-push-promos",enableNotifOnboard:!0},badge:{selector:"#notif-badge",hideClass:"ybar-notification-hidden"},panel:{emptyPanelMsg:"You have no new notifications.",errorMsg:"Please check back later.",headerMsg:"Notifications",maxCount:5,parentSelector:"#ybarNotificationBody",notificationTypes:"breakingNews"},service:{url:"/tdv2_fp/api/resource/NotificationHistory.getHistory",isRMP:!1}},l={};if(r){"att"===(null===(t=this.partnerClasses)||void 0===t?void 0:t[1])&&(s.promos.showYahooLogo=!1);try{var u=JSON.parse(r);l=m({},u),this.personalized=1===u.personalize}catch(e){c("Notifications config parsing error",e)}a&&delete a.dataset.config}return I=this.mergeConfigs(s,l),(null===(n=this.partnerClasses)||void 0===n?void 0:n.length)&&"yahoo"!==(null===(o=this.partnerClasses)||void 0===o?void 0:o[1])&&(null===(i=I.promos)||void 0===i?void 0:i.subscriptionTopic)&&delete I.promos.subscriptionTopic,I},e.prototype.mergeConfigs=function(e,t){var n=m({},e);for(var o in e)n[o]=m(m({},e[o]),t[o]);return n},e.prototype.getTimeStamp=function(){var e;return null===(e=window.localStorage)||void 0===e?void 0:e.getItem(F)},e.prototype.setTimeStamp=function(){var e,t=""+Math.floor((new Date).getTime()/1e3);return null===(e=window.localStorage)||void 0===e||e.setItem(F,t),t},e}(),W=new z,G=function(){return W},J="",K=[],V=function(){},$=function(){window.removeEventListener("beforeunload",$),""!==J&&c("Rapid not found on page",new Error(J))},X=null,Z=function(){return null===X&&(X=document.getElementById("ybar")),X},Q=function(){var e=0,t=window.YAHOO;if(q)return q;if(t)if(t.i13n)if(t.i13n.__RAPID_INSTANCES__)if(t.i13n.__RAPID_INSTANCES__.length0)for(var n=0;n0){if(q.addModules(i,!1,o),K.length>0)for(e=0;e40959)&&(i19903)&&(i55215))return!1}return!0},fe={navBeaconFired:!1},ve=["ready","navigation"],ye=function(){function e(e){var t=this;this.triggerEvent=r,this.addEventListener=s,this.logError=c,this.logPerformance=l,this.getConfig=u,this.getPerformanceMetrics=d,this.rapidRefresh=te,this.state=m({},fe),this.modules=e,this.userEmail="",window.YBAR&&(ve.forEach((function(e){var n="on".concat(e),o=window.YBAR[n];o&&(t[n]=o)})),window.YBAR.wssid&&(this.wssid=window.YBAR.wssid),window.YBAR.appid&&(this.appid=window.YBAR.appid)),ve.forEach((function(e){var n="on".concat(e);s(e,(function(){for(var o,i=[],a=0;a0,o=_.scrollTope.pageOffset,a=_.scrollTop>E+h,r=_.scrollTop a"),o=document.querySelector("#ybar-navigation-item-mail > a > span");null!==t&&null!==n&&(new Pt).fetchCount().then((function(t){o&&t>0&&(o.textContent="("+(t>99?"99+":t)+")",e.onDestroy((function(){o.textContent=""})))})).catch((function(){}))},Pn=!1,Rn=-1,Hn=function(e,t,n){var o,i,a,r=-1,s=0;if(e.ybarNav&&e.navList){var c=window.getComputedStyle(e.ybarNav),l=parseInt(c.width,10)-parseInt(c.paddingLeft,10)-parseInt(c.paddingRight,10),u=61,d=e.navigationPlacement();if(d)u+=d.getBoundingClientRect().width;if(Cn)u+=Cn.getBoundingClientRect().width;for(var p=window.getComputedStyle(e.navList),m=parseInt(p.gap,10)||0,f=0;fg&&(f!==e.navItems.length-1||s+h>g||e.moreMenuDropdown&&e.moreMenuDropdown.hasChildNodes()&&Rn10?e.moreMenuDropdown.classList.add(e.longListClass):null!==e.moreMenuDropdown&&e.moreMenuDropdown.classList.remove(e.longListClass))}},Un=function(e,t){var n,o=function(e,n){var o;e.classList.contains(t.moreMenuNavItemClass)&&(null===(o=t.moreMenuMainFocusItem)||void 0===o||o.setAttribute("aria-expanded",n))},i=function(){t.isTablet&&(document.body.classList.remove("ybar-nav-open"),document.body.removeEventListener("touchend",u))},a=function(n){var i=n.delegateTarget;i&&i.classList.contains(t.dropdownWrapperClass)&&(i.classList.contains(t.dropdownOpenClass)||(e.triggerEvent("nav:dropdown:show",{event:n}),t.isTablet&&(document.body.classList.add("ybar-nav-open"),document.body.addEventListener("touchend",u)),i.classList.add(t.dropdownOpenClass),o(i,"true")))},r=function(e){var n=e.delegateTarget;if(null==n?void 0:n.classList.contains(t.navigationDropdownListClass)){var a=n.parentElement;a&&!a.contains(e.relatedTarget)&&a.classList.contains(t.dropdownWrapperClass)&&(i(),a.classList.remove(t.dropdownOpenClass),o(a,"false"))}else if(null==n?void 0:n.classList.contains(t.dropdownOpenClass)){if(t.isTablet&&e instanceof FocusEvent)return;var r=e.target;Cn&&(!Cn||Cn.contains(r)&&"focusout"!==e.type)||(i(),n.classList.remove(t.dropdownOpenClass),o(n,"false"))}},s=Fe(".".concat(t.dropdownWrapperClass),"focusin",a),c=Fe(".".concat(t.dropdownWrapperClass,", .").concat(t.navigationDropdownListClass),"focusout",r),l=document.getElementById("ybar-navigation"),u=function(e){var n=null==e?void 0:e.target;t.isTablet&&e&&e.target&&e.target instanceof HTMLElement&&(e.target.classList.contains(t.dropdownOpenClass)||e.target.closest(".".concat(t.dropdownOpenClass)))||document.body.classList.contains("ybar-nav-open")&&!["svg","path"].includes(n.tagName)&&(null==l||l.querySelectorAll(".".concat(t.dropdownOpenClass)).forEach((function(e){e.classList.remove(t.dropdownOpenClass)})),i())};e.addEventListener("nav:closeOverflowMenu",(function(){u()}));var d=Fe(".".concat(t.dropdownWrapperClass),"touchstart",(function(e){if(t.isTablet){var n=e.delegateTarget;n&&n.classList.contains(t.dropdownOpenClass)?r(e):(u(e),a(e))}})),p=null===(n=t.ybarNav)||void 0===n?void 0:n.querySelectorAll(".".concat(In));null==p||p.forEach((function(t){var n=t.parentNode;n&&null!==document.querySelector(".ybar-ytheme-crunch")&&e.addElementListener(n,"mouseenter",(function(t){e.triggerEvent("nav:dropdown:show",{event:t})}))})),e.onDestroy((function(){var e;d.destroy(),s.destroy(),c.destroy(),h([],y(null===(e=t.ybarNav)||void 0===e?void 0:e.querySelectorAll(".".concat(t.dropdownOpenClass))),!1).forEach((function(e){e.classList.remove(t.dropdownOpenClass);var n=document.activeElement;(function(e,t){var n=!1;if(!e||!t)return n;if("function"==typeof e.contains)n=e.contains(t);else for(var o=t;o;){if(o===e){n=!0;break}o=o.parentElement}return n})(t.ybarNav,n)&&setTimeout((function(){null==n||n.blur()}),1)}))}))},jn=function(e,t,n,o){for(var i=t||window.location.pathname,a=n||window.location.hostname,r=(o||{}).setParentFocus,s=void 0!==r&&r,c=h([],y(e.topLevelNavLinks),!1),l=null,u=null,d=0;d li"),dropdownClass:t.dropdownWrapperClass,enableMoreMenu:i,moreMenuNavElm:t.moreMenuMainFocusItem,isUserAccountNavigation:!1});!function(e,t){var n,o;h([],y(null===(n=t.ybarNav)||void 0===n?void 0:n.querySelectorAll(".".concat(t.dropdownOpenClass))),!1).forEach((function(e){return e.classList.remove(t.dropdownOpenClass)}));var i=e.getConfig();Cn=(null===(o=i.bucketConfig)||void 0===o?void 0:o.enable_mid_nav_placement)?document.getElementById("ybar-mid-nav-placement"):void 0,"news"===i.property?kn=-12:(kn="finance"!==i.property&&"sports"!==i.property&&t.shiftMoreMenuEnabled?-24:-16,"zh-Hant-HK"!==i.locale&&"zh-Hant-TW"!==i.locale||(kn=-20));var a=t.isTablet?"touchstart":"mouseover",r=Fe(".".concat(t.dropdownWrapperClass,", .").concat(t.navigationDropdownListClass),a,(function(n){if(window||document){var o=window.innerWidth||document.documentElement.clientWidth,a=n.delegateTarget;if(a&&-1!=a.className.indexOf(t.dropdownWrapperClass)&&(a=a.querySelector(".".concat(t.navigationDropdownListClass))),a){a.style.removeProperty("left");var r=a.getBoundingClientRect(),s=Math.trunc(r.right),c=parseInt(window.getComputedStyle(a).marginLeft,10)+o-s;if(s>o)return"sports"!==i.property?void(a.style.marginLeft=c+"px"):void(a.style.right="0px");if(parseInt(a.style.marginLeft)0?a.style.removeProperty("margin-left"):a.style.marginLeft=c+"px":(a.style.removeProperty("margin-left"),a.style.marginLeft=kn+"px"),t.isTablet){var l=a.previousElementSibling;if(Cn&&Cn.contains(a));else if(l){var u=l.getBoundingClientRect(),d=Math.trunc(u.left);a.style.left=d+"px"}}}}else{var p=new Error("Dropdown could not be initialized");e.logError("Error:",p)}}));e.onDestroy((function(){r.destroy()}))}(e,t),Dn(e),e.addElementListener(document,"DOMContentLoaded",(function(){Dn(e)})),Un(e,t);var r=e.getConfig().bucketConfig,s=void 0===r?{}:r,c=s.enableDynamicNavfocus,l=void 0!==c&&c,u=s.enableFuzzyMatching;if(l&&(Pn=void 0!==u&&u,jn(t)),e.addEventListener("nav:setFocus",(function(e){var n=e.detail,o=void 0===n?{}:n,i=o.hostname,a=void 0===i?window.location.hostname:i,r=o.pathname,s=void 0===r?window.location.pathname:r,c=o.options;jn(t,s,a,void 0===c?{}:c)})),i){var d=document.createElement("style");d.title="ybar_nav_interim",document.head.appendChild(d);var p=Fe("#ybar-nav-more-menu ul a","click",(function(t){e.triggerEvent("navigation",{event:t})}));e.addEventListener("nav:resize",(function(){Hn(t,d,a)})),Hn(t,d,a);var m=e.getConfig();if("complete"===document.readyState)Yn(e,t,d,a);else{var f="load";("news"===m.property&&("zh-Hant-TW"===m.locale||"zh-Hant-HK"===m.locale)||"finance"===m.property&&"zh-Hant-TW"===m.locale)&&(f="DOMContentLoaded"),e.addElementListener(window,f,(function(){Yn(e,t,d,a)}))}e.addElementListener(window,"resize",(function(){Hn(t,d,a)})),e.onDestroy((function(){var e=d.parentNode;null==e||e.removeChild(d),p.destroy()}))}Wn(e,t)},zn=function(e,t){var n=["zh-Hant-TW","zh-Hant-HK"].includes(e.getConfig().locale);return t.isFuji2&&n},Wn=function(e,t){if(t.isNavHidden){var n=!1;e.addElementListener(document,"DOMContentLoaded",(function(n){t.isNavHidden()&&e.triggerEvent("l2:hide",{event:n})})),e.addElementListener(window,"resize",(function(o){!n&&t.isNavHidden()&&e.triggerEvent("l2:hide",{event:o}),n=t.isNavHidden()}))}},Gn="#ybar-nav-more-menu";be("ybar-mod-navigation",(function(e){var t,n=e.getConfig(),o={dropdownWrapperClass:An,isFuji2:null!==document.querySelector(".ybar-ytheme-fuji2")||null!==document.querySelector(".ybar-ytheme-crunch"),isTablet:null!==document.querySelector(".tablet")||"tablet"===n.device||matchMedia("(hover: none)").matches,longListClass:Mn,moreMenuDropdown:document.querySelector("".concat(Gn," ul")),moreMenuNavItem:document.querySelector(Gn),moreMenuNavLinksSelector:"".concat(Gn," ul a"),moreMenuMainFocusItem:document.querySelector("".concat(Gn," > button")),moreMenuNavItemClass:Bn,navigationDropdownItemClass:Nn,navigationDropdownListClass:In,navItems:document.querySelectorAll("ul.".concat(On," li.").concat(Tn)),topLevelNavLinks:document.querySelectorAll("li.".concat(Tn," > a")),navLinks:document.querySelectorAll(".ybar-mod-navigation a"),navList:document.querySelector(".ybar-mod-navigation ul"),shiftMoreMenuEnabled:document.querySelector(".ybar-shift-more-menu"),ybarNav:document.getElementById("ybar-navigation"),ybarNavigationItemClass:Tn,dropdownOpenClass:Sn,hasNavPlacement:document.getElementById("ybar-nav-placement"),marginOffset:function(e){var t=window.getComputedStyle(e),o=parseInt(t.marginLeft,10)+parseInt(t.marginRight,10);return"sports"===n.property?parseInt(t.marginRight):"finance"===n.property&&"crunch"===n.ytheme?(o-=1.8)>5?o:5:"crunch"===n.ytheme?o:0},navigationPlacement:function(){return t||(t=document.getElementById("ybar-nav-placement")),t},isNavHidden:function(){var e=!1;return"finance"===n.property&&"crunch"===n.ytheme&&document.documentElement.clientWidth=5||n.initialized?clearInterval(a):(void 0!==n.isNotificationsSupported()&&n.init(),i++)}),100)}return e.prototype.show=function(e){var t;this.initialized&&(this.historyEnabled&&!e||(document.body.classList.add(Qn),null===(t=this.a11yMenu)||void 0===t||t.setAttribute("aria-expanded","true"),this.lastSeen=(new Date).getTime()))},e.prototype.hide=function(){var e;this.initialized&&(this.historyEnabled&&document.body.classList.remove(eo),document.body.classList.remove(Qn),null===(e=this.a11yMenu)||void 0===e||e.setAttribute("aria-expanded","false"))},Object.defineProperty(e.prototype,"lastSeen",{get:function(){return this.state.lastSeen},set:function(e){this.state.lastSeen=e,this.setLocalStorage()},enumerable:!1,configurable:!0}),Object.defineProperty(e.prototype,"manuallyClosed",{get:function(){return this.state.manuallyClosed},set:function(e){this.state.manuallyClosed=!!e,this.setLocalStorage()},enumerable:!1,configurable:!0}),e.prototype.init=function(){this.isNotificationsSupported()&&this.isNotificationPermissionDefault()&&(this.historyEnabled||document.body.classList.add(eo),this.addEventListeners(),this.initialized=!0,this.hasSeenTooltipIn(this.manuallyClosed?6048e5:Zn)||(document.body.classList.add(eo),this.show(!0)))},e.prototype.addEventListeners=function(){var e=this;this.ybar.addElementListener(this.container.getElementsByClassName(to)[0],"click",(function(){e.hide(),e.manuallyClosed=!0}))},e.prototype.isNotificationsSupported=function(){var e;return null===(e=null===window||void 0===window?void 0:window.subscriptionHelperInstance)||void 0===e?void 0:e.checkIsSupportedBrowser()},e.prototype.isNotificationPermissionDefault=function(){var e;return"default"===(null===(e=window.Notification)||void 0===e?void 0:e.permission)},e.prototype.hasSeenTooltipIn=function(e){if(!this.lastSeen)return!1;var t=new Date(this.lastSeen),n=new Date;return t.getTime()+e>n.getTime()},e.prototype.setLocalStorage=function(){var e;null===(e=window.localStorage)||void 0===e||e.setItem(Xn,JSON.stringify(this.state))},e.prototype.getLocalStorage=function(){var e,t,n=null===(e=window.localStorage)||void 0===e?void 0:e.getItem(Xn);if(null===n)return null;try{return JSON.parse(n)}catch(e){return null===(t=window.localStorage)||void 0===t||t.removeItem(Xn),null}},e}(),io=-1,ao={0:0,1:1,9:9,99:99,150:150},ro=function(e,t){var n,o=t.isUH3,i=t.notifMenu,a=t.notifMenuOpener,r=t.notifDropdown,s=t.notifBadge,c=t.notifContainer,l=t.notifLabel;t.tooltipContainer&&(n=new oo(e,t.tooltipContainer));var u=G(),d=function(){i&&(i.checked=!1),null==r||r.classList.remove("ybarMenuOpen")},p=function(){var t;e.triggerEvent("close-all-menus"),!!document.querySelector(".display-push-promos 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The company is seeking to patent a system for “generating fair synthetic representative data,” from a larger set of real data for training a machine learning model.READ ALSO: Amazon Ups Its AI Infrastructure Ante and Which Industries Need AI Skills the Most?Chase’s system aims to create synthetic data that mimics real data in statistical accuracy, demographic information and “demographic parity,” such that no group is unfairly favored in the dataset.To do this, Chase’s system collects demographic information, features used in decision-making (such as income or education) and outcomes for each data point in a larger set, and uses those to make a synthetic dataset that mimics the original as closely as possible. The system then ensures demographic parity by assessing and adjusting the weights of the synthetic data.“This proliferation of machine learning applications has highlighted the need to mitigate inherent biases in the data, as these biases can significantly impact the equity of machine learning models and their decisions,” Chase said in the filing.Compared with many financial institutions, Chase has dived headfirst into AI. The company rolled out a generative AI assistant dubbed LLM Suite last year and deployed AI in its call centers. The company claimed in recent weeks that AI could help it reduce headcount by 10% in operations and account services.Since data is the core of an AI model, a system such as the one Chase is developing helps financial institutions insulate models from bias. That’s particularly important for banking tasks like loan approvals, in which bias has historically harmed certain groups of would-be borrowers. Tech like this could help the company forge ahead with its AI goals, while mitigating some of the associated risk.This post first appeared on The Daily Upside. To receive cutting-edge insights into technology trends impacting CIOs and IT leaders, subscribe to our free CIO Upside newsletter.Terms and Privacy PolicyPrivacy & Cookie SettingsMore InfoS&P Futures6,028.25 -16.75 (-0.28%)Dow Futures42,805.00 -106.00 (-0.25%)Nasdaq Futures21,899.25 -63.25 (-0.29%)Russell 2000 Futures2,157.60 -1.80 (-0.08%)VIX16.95 -0.21 (-1.22%)Gold3,360.10 +16.70 (+0.50%)PortfolioSign in to access your portfolioSign inTop gainersNKTR Nektar Therapeutics 11.35 +2.56 (+29.12%)INSM Insmed Incorporated 90.93 +20.25 (+28.65%)CASY Casey's General Stores, Inc. 490.20 +50.91 (+11.59%)NAMS NewAmsterdam Pharma Company N.V. 21.84 +1.68 (+8.33%)LEGN Legend Biotech Corporation 37.64 +2.86 (+8.22%)Top losersAAON AAON, Inc. 78.56 -15.40 (-16.39%)SJM The J. M. 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