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<!DOCTYPE html> <html xmlns="http://www.w3.org/1999/xhtml" lang="el"> <head id="ctl00_Head1"><title> Λογισμικό AutoML </title><meta charset="UTF-8" /><meta http-equiv="X-UA-Compatible" content="IE=edge" /><meta name="viewport" content="width=device-width, initial-scale=1.0" /><link rel="stylesheet" href="/assets/css/bootstrap.min.css" /><link rel="stylesheet" href="/assets/css/formatCO.css" /><link rel="stylesheet" href="/assets/css/font-awesome.min.css" /><link rel="stylesheet" href="/assets/css/bootstrap-timepicker.css" /><link rel="stylesheet" href="/assets/css/datepicker.css" /><link href="https://fonts.googleapis.com/css?family=Open+Sans:400,300,600,700,800" rel="stylesheet" type="text/css" /> <!-- <link href="https://fonts.googleapis.com/css?family=Roboto:400,300,500,700" rel="stylesheet" type="text/css" /> --> <script src="/assets/js/jquery.min.js"></script> <script src="/assets/js/jquery.stellar.js"></script> <script src="/assets/js/jquery.colorbox-min.js" type="text/javascript"></script> <script src="https://apis.google.com/js/platform.js"></script> <link rel="stylesheet" href="/assets/css/tailwind.css" /><link rel="stylesheet" href="/tailwind/dist/output.css" /><link rel="stylesheet" href="/assets/css/formatCO_1.css" /> <script src="/assets/js/bootbox.min.js"></script> <script src="/assets/js/jquery.gritter.min.js"></script> <script>(function (i, s, o, g, r, a, m) {i['GoogleAnalyticsObject'] = r; i[r] = i[r] || function () {(i[r].q = i[r].q || []).push(arguments)}, i[r].l = 1 * new Date(); a = s.createElement(o),m = s.getElementsByTagName(o)[0]; a.async = 1; a.src = g; m.parentNode.insertBefore(a, m)})(window, document, 'script', 'https://www.google-analytics.com/analytics.js', 'ga');ga('create', 'UA-7641458-1', 'auto');ga('send', 'pageview');</script> <!-- Facebook Pixel Code --> <script> !(function (f, b, e, v, n, t, s) { if (f.fbq) return; n = f.fbq = function () { n.callMethod ? n.callMethod.apply(n, arguments) : n.queue.push(arguments); }; if (!f._fbq) f._fbq = n; n.push = n; n.loaded = !0; n.version = "2.0"; n.queue = []; t = b.createElement(e); t.async = !0; t.src = v; s = b.getElementsByTagName(e)[0]; s.parentNode.insertBefore(t, s); })(window, document, "script", "https://connect.facebook.net/en_US/fbevents.js"); fbq("init", "351826892610735"); fbq("track", "PageView"); </script> <noscript> <img height="1" width="1" src="https://www.facebook.com/tr?id=351826892610735&ev=PageView&noscript=1" alt="facebook pixel code" /> </noscript> <!-- End Facebook Pixel Code --> <!-- Google tag (gtag.js) --> <script async src="https://www.googletagmanager.com/gtag/js?id=G-V9T5FYDQSF"></script> <script> window.dataLayer = window.dataLayer || []; function gtag() { dataLayer.push(arguments); } gtag("js", new Date()); gtag("config", "G-V9T5FYDQSF"); </script> <!-- Google Tag Manager --> <script> (function (w, d, s, l, i) { w[l] = w[l] || []; w[l].push({ "gtm.start": new Date().getTime(), event: "gtm.js" }); var f = d.getElementsByTagName(s)[0], j = d.createElement(s), dl = l != "dataLayer" ? 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Consent Manager Tag v3.0 (for TCF 2.2) --> <script type="text/javascript" async=true> (function() { var host = window.location.hostname; var element = document.createElement('script'); var firstScript = document.getElementsByTagName('script')[0]; var url = 'https://cmp.inmobi.com' .concat('/choice/', 'rbPp3sCze90Qt', '/', host, '/choice.js?tag_version=V3'); var uspTries = 0; var uspTriesLimit = 3; element.async = true; element.type = 'text/javascript'; element.src = url; firstScript.parentNode.insertBefore(element, firstScript); function makeStub() { var TCF_LOCATOR_NAME = '__tcfapiLocator'; var queue = []; var win = window; var cmpFrame; function addFrame() { var doc = win.document; var otherCMP = !!(win.frames[TCF_LOCATOR_NAME]); if (!otherCMP) { if (doc.body) { var iframe = doc.createElement('iframe'); iframe.style.cssText = 'display:none'; iframe.name = TCF_LOCATOR_NAME; doc.body.appendChild(iframe); } else { setTimeout(addFrame, 5); } } return !otherCMP; } function tcfAPIHandler() { var gdprApplies; var args = arguments; if (!args.length) { return queue; } else if (args[0] === 'setGdprApplies') { if ( args.length > 3 && args[2] === 2 && typeof args[3] === 'boolean' ) { gdprApplies = args[3]; if (typeof args[2] === 'function') { args[2]('set', true); } } } else if (args[0] === 'ping') { var retr = { gdprApplies: gdprApplies, cmpLoaded: false, cmpStatus: 'stub' }; if (typeof args[2] === 'function') { args[2](retr); } } else { if(args[0] === 'init' && typeof args[3] === 'object') { args[3] = Object.assign(args[3], { tag_version: 'V3' }); } queue.push(args); } } function postMessageEventHandler(event) { var msgIsString = typeof event.data === 'string'; var json = {}; try { if (msgIsString) { json = JSON.parse(event.data); } else { json = event.data; } } catch (ignore) {} var payload = json.__tcfapiCall; if (payload) { window.__tcfapi( payload.command, payload.version, function(retValue, success) { var returnMsg = { __tcfapiReturn: { returnValue: retValue, success: success, callId: payload.callId } }; if (msgIsString) { returnMsg = JSON.stringify(returnMsg); } if (event && event.source && event.source.postMessage) { event.source.postMessage(returnMsg, '*'); } }, payload.parameter ); } } while (win) { try { if (win.frames[TCF_LOCATOR_NAME]) { cmpFrame = win; break; } } catch (ignore) {} if (win === window.top) { break; } win = win.parent; } if (!cmpFrame) { addFrame(); win.__tcfapi = tcfAPIHandler; win.addEventListener('message', postMessageEventHandler, false); } }; makeStub(); function makeGppStub() { const CMP_ID = 10; const SUPPORTED_APIS = [ '2:tcfeuv2', '6:uspv1', '7:usnatv1', '8:usca', '9:usvav1', '10:uscov1', '11:usutv1', '12:usctv1' ]; window.__gpp_addFrame = function (n) { if (!window.frames[n]) { if (document.body) { var i = document.createElement("iframe"); i.style.cssText = "display:none"; i.name = n; document.body.appendChild(i); } else { window.setTimeout(window.__gpp_addFrame, 10, n); } } }; window.__gpp_stub = function () { var b = arguments; __gpp.queue = __gpp.queue || []; __gpp.events = __gpp.events || []; if (!b.length || (b.length == 1 && b[0] == "queue")) { return __gpp.queue; } if (b.length == 1 && b[0] == "events") { return __gpp.events; } var cmd = b[0]; var clb = b.length > 1 ? b[1] : null; var par = b.length > 2 ? b[2] : null; if (cmd === "ping") { clb( { gppVersion: "1.1", // must be “Version.Subversion”, current: “1.1” cmpStatus: "stub", // possible values: stub, loading, loaded, error cmpDisplayStatus: "hidden", // possible values: hidden, visible, disabled signalStatus: "not ready", // possible values: not ready, ready supportedAPIs: SUPPORTED_APIS, // list of supported APIs cmpId: CMP_ID, // IAB assigned CMP ID, may be 0 during stub/loading sectionList: [], applicableSections: [-1], gppString: "", parsedSections: {}, }, true ); } else if (cmd === "addEventListener") { if (!("lastId" in __gpp)) { __gpp.lastId = 0; } __gpp.lastId++; var lnr = __gpp.lastId; __gpp.events.push({ id: lnr, callback: clb, parameter: par, }); clb( { eventName: "listenerRegistered", listenerId: lnr, // Registered ID of the listener data: true, // positive signal pingData: { gppVersion: "1.1", // must be “Version.Subversion”, current: “1.1” cmpStatus: "stub", // possible values: stub, loading, loaded, error cmpDisplayStatus: "hidden", // possible values: hidden, visible, disabled signalStatus: "not ready", // possible values: not ready, ready supportedAPIs: SUPPORTED_APIS, // list of supported APIs cmpId: CMP_ID, // list of supported APIs sectionList: [], applicableSections: [-1], gppString: "", parsedSections: {}, }, }, true ); } else if (cmd === "removeEventListener") { var success = false; for (var i = 0; i < __gpp.events.length; i++) { if (__gpp.events[i].id == par) { __gpp.events.splice(i, 1); success = true; break; } } clb( { eventName: "listenerRemoved", listenerId: par, // Registered ID of the listener data: success, // status info pingData: { gppVersion: "1.1", // must be “Version.Subversion”, current: “1.1” cmpStatus: "stub", // possible values: stub, loading, loaded, error cmpDisplayStatus: "hidden", // possible values: hidden, visible, disabled signalStatus: "not ready", // possible values: not ready, ready supportedAPIs: SUPPORTED_APIS, // list of supported APIs cmpId: CMP_ID, // CMP ID sectionList: [], applicableSections: [-1], gppString: "", parsedSections: {}, }, }, true ); } else if (cmd === "hasSection") { clb(false, true); } else if (cmd === "getSection" || cmd === "getField") { clb(null, true); } //queue all other commands else { __gpp.queue.push([].slice.apply(b)); } }; window.__gpp_msghandler = function (event) { var msgIsString = typeof event.data === "string"; try { var json = msgIsString ? JSON.parse(event.data) : event.data; } catch (e) { var json = null; } if (typeof json === "object" && json !== null && "__gppCall" in json) { var i = json.__gppCall; window.__gpp( i.command, function (retValue, success) { var returnMsg = { __gppReturn: { returnValue: retValue, success: success, callId: i.callId, }, }; event.source.postMessage(msgIsString ? 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Consent Manager Tag v3.0 (for TCF 2.2) --> <meta name="description" content="Λογισμικό AutoML" /><meta name="keywords" content="Λογισμικό AutoML" /></head> <body> <fieldset> <legend style="display: none">DOM</legend> <form name="aspnetForm" method="post" action="/el/static/automl" id="aspnetForm"> <div> <input type="hidden" name="__EVENTTARGET" id="__EVENTTARGET" value="" /> <input type="hidden" name="__EVENTARGUMENT" id="__EVENTARGUMENT" value="" /> <input type="hidden" name="__VIEWSTATE" id="__VIEWSTATE" value="/wEPDwUKLTk2ODMxNzcyMWRkkq90IzRUbynMuC9/NWkxfTHAPPI=" /> </div> <script type="text/javascript"> //<![CDATA[ var theForm = document.forms['aspnetForm']; if (!theForm) { theForm = document.aspnetForm; } function __doPostBack(eventTarget, eventArgument) { if (!theForm.onsubmit || (theForm.onsubmit() != false)) { theForm.__EVENTTARGET.value = eventTarget; theForm.__EVENTARGUMENT.value = eventArgument; theForm.submit(); } } //]]> </script> <script 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class="col-sm-3 col-xs-12"> <a href="https://www.rdc.gr/el/normal/home.aspx"> <img src="/admin/Gates/Photos/1/1.png" id="ctl00_imgLogo" class="img-responsive center-block" alt="main site logo" /> </a> </div> <div class="col-sm-7 col-xs-12"> <nav id="bs-navbar" class="collapse navbar-collapse"> <div id="ctl00_pnlHeaderMenu"> <nav class='main-menu'><div class="menu-button">Υπηρεσίες</div><ul><li class=""><a target="" href="https://www.rdc.gr/el/normal/home.aspx">HOME</a></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/normal/profile.aspx">PROFILE</a><em class="fa fa-plus-circle"></em><ul><li class="hasChildren "><a target="" href="#">ΠΛΗΡΟΦΟΡΙΕΣ</a><em class="fa fa-plus-circle"></em><ul><li class=""><a target="_self" href="https://www.rdc.gr/el/normal/leading-digital-transformation-to-excellence">Γνωριστε μας</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/brief-history.aspx">Συντομο Ιστορικο</a></li><li class=""><a target="" 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href="https://www.rdc.gr/el/static/softone-erp-developer.aspx">Softone ERP Developer (JRN011)</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/project-manager.aspx">Project Manager for Web Services Division (JRΝ020)</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/microsoft-net-jrn025.aspx">Προγραμματιστής σε τεχνολογίες DotNetCore (JRN025)</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/microsoft-net-jrn032.aspx">Graphic Designer (JRN032)</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/senior-software-analyst.aspx">Senior Software Analyst (JRN 027)</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/business-intelligence-analyst.aspx">Business Intelligence Analyst (JRN 043)</a></li></ul></li></ul></li><li class="hasChildren "><a target="" href="#">ΠΕΛΑΤΕΣ & ΕΡΓΑ</a><em class="fa fa-plus-circle"></em><ul><li class=""><a target="" href="https://www.rdc.gr/el/static/client-list.aspx">Πελατολογιο</a></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/grid4/case-studies.aspx">Εργα - Case Studies</a><em class="fa fa-plus-circle"></em></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/grid4/achievement.aspx">Διακρισεις - Βραβεια</a><em class="fa fa-plus-circle"></em></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/static/projects-portfolio.aspx">Projects Portfolio </a><em class="fa fa-plus-circle"></em><ul><li class="hasChildren nodisplay"><a target="" href="https://www.rdc.gr/el/normal/portfolio.aspx">Portfolio </a><em class="fa fa-plus-circle"></em><ul><li class="nodisplay"><a target="" href="https://www.rdc.gr/el/normal/viewproject.aspx">Προβολή Έργου</a></li></ul></li></ul></li></ul></li><li class="hasChildren "><a target="" href="#">ΕΝΗΜΕΡΩΣΗ</a><em class="fa fa-plus-circle"></em><ul><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/grid3/news-announcements.aspx">ΝΕΑ-ΑΝΑΚΟΙΝΩΣΕΙΣ</a><em class="fa fa-plus-circle"></em></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/grid3/press-releases.aspx">Δελτια τυπου</a><em class="fa fa-plus-circle"></em></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/grid3/blog.aspx">Blog</a><em class="fa fa-plus-circle"></em></li></ul></li><li class="hasChildren "><a target="" href="#">Toolbox</a><em class="fa fa-plus-circle"></em><ul><li class=""><a target="" href="https://www.rdc.gr/el/static/download-center.aspx">Download Center</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/sms-gateway.aspx">SMS Gateway</a></li></ul></li></ul></li><li class="hasChildren "><a target="" href="https://www.rdc.gr/el/static/business-software.aspx">BUSINESS SOFTWARE</a><em class="fa fa-plus-circle"></em><ul><li class="hasChildren "><a target="" href="#">ΥΠΗΡΕΣΙΕΣ</a><em class="fa fa-plus-circle"></em><ul><li 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href="https://www.rdc.gr/el/static/edu-cert-ware.aspx">EduCertWare</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/cti-for-soft1.aspx">CTI for Soft1</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/logistical-applications.aspx">Λογιστικες εφαρμογες</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/salary.aspx">Μισθοδοσια</a></li><li class=""><a target="" href="https://www.rdc.gr/el/static/retail-sale.aspx">Λιανικη πωληση</a></li><li class=""><a target="" href="https://www.rdc.gr/el/normal/cloudio_services.aspx">CLOUDIO</a></li><li class=""><a target="" href="https://www.rdc.gr/el/normal/erp_connectors.aspx">ERP Connectors </a></li></ul></li><li class="hasChildren "><a target="" href="#">ΤΟΜΕΙΣ ΕΞΕΙΔΙΚΕΥΣΗΣ</a><em class="fa fa-plus-circle"></em><ul><li class=""><a target="" href="https://www.rdc.gr/el/static/financial-management.aspx">Οικονομικη διαχειριση</a></li><li class=""><a target="" 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<div class="container"> <h1>Λογισμικό AutoML</h1> </div> </div> <div class="container"> <div class="row"> <div class="col-sm-9"></div> <div class="col-sm-3 text-right" style="display: none"> <img class="ImgScrollToStudyPacks" style="cursor: pointer" onclick="$('html, body').animate({scrollTop: $('.StudyPacks').offset().top}, 2000);" src="/assets/images/sps.png" /> </div> <div class="clearfix"></div> </div> </div> <div class="container"> <div class="DivLeftMenu" style="display: none"> <script> $(document).ready(function () { $(document).on('click', '.accordion-toggle', function (e) { $(this).parent().toggleClass("NoBorder"); }); }); </script></div> <div class="web-design"> <div class="container"> <h2>Λογισμικό AutoML</h2> <p> Μετά από πολλά έτη βασικής και εφαρμοσμένης έρευνας και καινοτομίας, υλοποιήσαμε το όραμά μας για την αυτοματοποίηση των τεχνικών μηχανικής μάθησης με το λογισμικό AutoML. Από την αυτόματη προ-επεξεργασία και τον «καθαρισμό» των δεδομένων, έως την επιλογή ενός βέλτιστου μοντέλου, μέσα από χιλιάδες δυνητικά υποψήφια, αναπτύξαμε ένα μοναδικά εύχρηστο λογισμικό για την χρήση & αξιοποίηση αλγορίθμων AI από μη εξοικειωμένους χρήστες, αλλά και επιστήμονες δεδομένων. </p> </div> <div class="mt-[70px]"> <div class="flex gap-[40px] flex-col items-center lg:flex-row"> <div class="text-[20px] basis-1/2 relative lg:p-[30px] lg:flex lg:items-center lg:h-[516px]"> <img class="h-full absolute top-0 left-0 hidden lg:block" src="/CMS/site/images/unboxing-ui.svg" alt="unboxing ui"> <div class="relative"> <strong>Γενική Περιγραφή</strong> <br> Το AutoML είναι ένα λογισμικό γενικής χρήσης για την ανάλυση δομημένων δεδομένων υπό τη μορφή πίνακα και τη δημιουργία μοντέλων μηχανικής μάθησης. Στόχος είμαι η υποστήριξη ειδικών στον τομέα καθώς και στελεχών, business analysts & ερευνητών από άλλους κλάδους που θέλουν να έχουν μια εκτενή ανάλυση των δεδομένων τους και να δημιουργήσουν μοντέλα πρόβλεψης. </div> </div> <div class="basis-1/2 relative mix-blend-multiply"><img class="w-full" src="/CMS/site/images/automl-description.jpg" alt="automl description"></div> </div> <div class="text-[25px] font-bold text-center mt-[40px]">Δυνατότητες & Λειτουργίες</div> <div class="text-[20px] text-center mt-[40px]">Το λογισμικό εκτελεί τα παρακάτω βασικά βήματα μέσα από ένα απλό interface:</div> <div class="mt-[40px]"><img class="block mx-auto" src="/CMS/site/images/automl-interface.svg" alt="automl interface"></div> </div> <div class="mt-[60px] p-[20px] lg:p-[30px] bg-center bg-cover bg-no-repeat" style="background-image: url(/CMS/site/images/automl-features.svg)"> <div class="text-[20px]"> Ξεκινά από τον αυτόματο καθαρισμό των δεδομένων, και εκτελεί μια εκτενή στατιστική ανάλυση (Descriptive Statistics) με μεγάλη ποικιλία αποτελεσμάτων ώστε να αναδειχθούν επιμέρους χαρακτηριστικά της βάσεως δεδομένων. Στη συνέχεια εκτελούνται 4 βασικοί αλγόριθμοι μηχανικής μάθησης, και συγκεκριμένα: </div> <ol class="mt-[70px]"> <li class="text-[20px]"><strong>Γραμμική Παλινδρόμηση.</strong> Είναι το baseline μοντέλο, χρήσιμο για αρχική αξιολόγηση και σύγκριση ακρίβειας.</li> <li class="text-[20px]"> <strong>Πολυωνυμική Παλινδρόμηση</strong> με ευρετική βελτιστοποίηση των υποψηφίων μη-γραμμικών αλληλεπιδράσεων των μεταβλητών. Εξάγουμε πέραν του μοντέλου τις καμπύλες αξιοπιστίας, ώστε να διερευνήσουμε κατά πόσον η εκπαίδευση και επιλογή του τελικού μοντέλου προέκυψε μέσα από μια συγκλίνουσα αλληλουχία. </li> <li class="text-[20px]"><strong>Τεχνητά νευρωνικά</strong> δίκτυα με ένα ταχύτατο αλγόριθμο που παρέχει ταυτόχρονα υψηλή ακρίβεια σε εκτός-δείγματος δεδομένα (generalization).</li> <li class="text-[20px]"> <strong>XGBoost with Hyperparmeter tuning</strong>, όπου με έναν αλγόριθμο βελτιστοποίησης, εκπαιδεύουμε πολλαπλά μοντέλα και επιλέγουμε εκείνο που παρέχει της βέλτιστη ακρίβεια σε μια συστάδα από τυχαία υπο-δείγματα (cross validation). </li> </ol> <div class="mt-[70px] flex gap-[20px] flex-col lg:flex-row lg:gap-[80px]"> <div class="text-[20px] basis-1/2"> Για όλα τα παραπάνω μοντέλα κάνουμε εκτενή ανάλυση σφαλμάτων για πόλωση και ετεροσκεδασμό, και εξαγάγουμε αναλυτικά metrics. Αντιστοίχως, αποθηκεύουμε το βέλτιστο μοντέλο και μπορούμε να κάνουμε προβλέψεις σε νέα δεδομένα. Επίσης, εξάγουμε την formula πρόβλεψης από την Πολυωνυμική Παλινδρόμηση, για άμεση χρήση σε μορφή υπολογιστικού φύλλου MS Excel. </div> <div class="basis-1/2"><img class="max-w-full mix-blend-multiply" src="/CMS/site/images/chart-rnd-1.png" alt="chart rnd 1"></div> </div> <div class="mt-[40px] flex gap-[20px] flex-col-reverse lg:flex-row lg:gap-[80px]"> <div class="basis-1/2"><img class="max-w-full mix-blend-multiply" src="/CMS/site/images/chart-rnd-2.png" alt="chart rnd 2"></div> <div class="text-[20px] basis-1/2"> Πέραν της Στατιστικής Ανάλυσης και την Εκπαίδευση ενός στιβαρού μοντέλου, προχωρούμε σε Ανάλυση Ευαισθησίας, όπου μπορούμε να δούμε την επιρροή μιας μεταβλητής (feature) στην Target Variable και να αναλύσουμε τη συμπεριφορά των μοντέλων μηχανικής μάθησης, τα οποία πολλές φορές χαρακτηρίζονται ως “black-box”. </div> </div> <div class="mt-[70px] flex gap-[20px] flex-col lg:flex-row lg:gap-[80px]"> <div class="text-[20px] basis-1/2"> Το τελικό στάδιο, είναι η αξιολόγηση της επάρκειας των δεδομένων από πλευράς όγκου. Εκτελούμε τα εκπαιδευμένα μοντέλα για πολλαπλά τυχαία υποσύνολα του δείγματος, αυξανόμενα σταδιακά. 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