{"id":4852,"date":"2022-09-24T00:47:08","date_gmt":"2022-09-23T22:47:08","guid":{"rendered":"https:\/\/equinoxgroup.eu\/?p=4852"},"modified":"2022-11-08T21:15:26","modified_gmt":"2022-11-08T20:15:26","slug":"ai-imperative-bias-in-algorithms","status":"publish","type":"post","link":"https:\/\/equinoxgroup.eu\/ai-imperative-bias-in-algorithms\/","title":{"rendered":"Bias in Algorithms"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row css=&#8221;.vc_custom_1667938523441{margin-top: -320px !important;margin-bottom: 387px !important;}&#8221; el_class=&#8221;vc_hidden-sm vc_hidden-xs&#8221;][vc_column][vc_row_inner css=&#8221;.vc_custom_1667928603492{margin-top: -360px !important;margin-bottom: 150px !important;}&#8221;][vc_column_inner][vc_column_text css=&#8221;.vc_custom_1667738431109{padding-top: -200px !important;}&#8221;]<span data-offset-key=\"1j3vo-25-0\">Quant<\/span><span data-offset-key=\"1j3vo-26-0\">um<\/span><span data-offset-key=\"1j3vo-27-0\"> key<\/span><span data-offset-key=\"1j3vo-28-0\"> distribution<\/span><span data-offset-key=\"1j3vo-29-0\"> is<\/span><span data-offset-key=\"1j3vo-30-0\"> a<\/span><span data-offset-key=\"1j3vo-31-0\"> secure<\/span><span data-offset-key=\"1j3vo-32-0\"> communication<\/span><span data-offset-key=\"1j3vo-33-0\"> method<\/span><span data-offset-key=\"1j3vo-34-0\"> that<\/span><span data-offset-key=\"1j3vo-35-0\"> makes<\/span><span data-offset-key=\"1j3vo-36-0\"> use<\/span><span data-offset-key=\"1j3vo-37-0\"> of<\/span><span data-offset-key=\"1j3vo-38-0\"> the<\/span><span data-offset-key=\"1j3vo-39-0\"> properties<\/span><span data-offset-key=\"1j3vo-40-0\"> of<\/span><span data-offset-key=\"1j3vo-41-0\"> quantum<\/span><span data-offset-key=\"1j3vo-42-0\"> mechanics<\/span><span data-offset-key=\"1j3vo-43-0\"> to<\/span><span data-offset-key=\"1j3vo-44-0\"> share<\/span><span data-offset-key=\"1j3vo-45-0\"> a<\/span><span data-offset-key=\"1j3vo-46-0\"> secret<\/span><span data-offset-key=\"1j3vo-47-0\"> key<\/span><span data-offset-key=\"1j3vo-48-0\"> between<\/span><span data-offset-key=\"1j3vo-49-0\"> two<\/span><span data-offset-key=\"1j3vo-50-0\"> parties<\/span><span data-offset-key=\"1j3vo-51-0\">.<\/span><span data-offset-key=\"1j3vo-52-0\"> This<\/span><span data-offset-key=\"1j3vo-53-0\"> key<\/span><span data-offset-key=\"1j3vo-54-0\"> can<\/span><span data-offset-key=\"1j3vo-55-0\"> then<\/span><span data-offset-key=\"1j3vo-56-0\"> be<\/span><span data-offset-key=\"1j3vo-57-0\"> used<\/span><span data-offset-key=\"1j3vo-58-0\"> to<\/span><span data-offset-key=\"1j3vo-59-0\"> encrypt<\/span><span data-offset-key=\"1j3vo-60-0\"> and<\/span><span data-offset-key=\"1j3vo-61-0\"> decrypt<\/span><span data-offset-key=\"1j3vo-62-0\"> messages<\/span><span data-offset-key=\"1j3vo-63-0\"> sent<\/span><span data-offset-key=\"1j3vo-64-0\"> between<\/span><span data-offset-key=\"1j3vo-65-0\"> the<\/span><span data-offset-key=\"1j3vo-66-0\"> parties<\/span><span data-offset-key=\"1j3vo-67-0\">.<\/span> <span data-offset-key=\"1j3vo-70-0\">Quant<\/span><span data-offset-key=\"1j3vo-71-0\">um<\/span><span data-offset-key=\"1j3vo-72-0\"> communication<\/span><span data-offset-key=\"1j3vo-73-0\"> is<\/span><span data-offset-key=\"1j3vo-74-0\"> a<\/span><span data-offset-key=\"1j3vo-75-0\"> field<\/span><span data-offset-key=\"1j3vo-76-0\"> of<\/span><span data-offset-key=\"1j3vo-77-0\"> physics<\/span><span data-offset-key=\"1j3vo-78-0\"> that<\/span><span data-offset-key=\"1j3vo-79-0\"> studies<\/span><span data-offset-key=\"1j3vo-80-0\"> the<\/span><span data-offset-key=\"1j3vo-81-0\"> transmission<\/span><span data-offset-key=\"1j3vo-82-0\"> of<\/span><span data-offset-key=\"1j3vo-83-0\"> information<\/span><span data-offset-key=\"1j3vo-84-0\"> using<\/span><span data-offset-key=\"1j3vo-85-0\"> quantum<\/span><span data-offset-key=\"1j3vo-86-0\"> mechanical<\/span><span data-offset-key=\"1j3vo-87-0\"> effects<\/span><span data-offset-key=\"1j3vo-88-0\">.<\/span> <span data-offset-key=\"1j3vo-91-0\">Quant<\/span><span data-offset-key=\"1j3vo-92-0\">um<\/span><span data-offset-key=\"1j3vo-93-0\"> ent<\/span><span data-offset-key=\"1j3vo-94-0\">ang<\/span><span data-offset-key=\"1j3vo-95-0\">lement<\/span><span data-offset-key=\"1j3vo-96-0\"> is<\/span><span data-offset-key=\"1j3vo-97-0\"> a<\/span><span data-offset-key=\"1j3vo-98-0\"> phenomenon<\/span><span data-offset-key=\"1j3vo-99-0\"> in<\/span><span data-offset-key=\"1j3vo-100-0\"> which<\/span><span data-offset-key=\"1j3vo-101-0\"> two<\/span><span data-offset-key=\"1j3vo-102-0\"> particles<\/span><span data-offset-key=\"1j3vo-103-0\"> become<\/span><span data-offset-key=\"1j3vo-104-0\"> intimately<\/span><span data-offset-key=\"1j3vo-105-0\"> linked<\/span><span data-offset-key=\"1j3vo-106-0\">,<\/span><span data-offset-key=\"1j3vo-107-0\"> even<\/span><span data-offset-key=\"1j3vo-108-0\"> if<\/span><span data-offset-key=\"1j3vo-109-0\"> they<\/span><span data-offset-key=\"1j3vo-110-0\"> are<\/span><span data-offset-key=\"1j3vo-111-0\"> separated<\/span><span data-offset-key=\"1j3vo-112-0\"> by<\/span><span data-offset-key=\"1j3vo-113-0\"> large<\/span><span data-offset-key=\"1j3vo-114-0\"> distances<\/span><span data-offset-key=\"1j3vo-115-0\">.<\/span><span data-offset-key=\"1j3vo-116-0\"> This<\/span><span data-offset-key=\"1j3vo-117-0\"> ent<\/span><span data-offset-key=\"1j3vo-118-0\">ang<\/span><span data-offset-key=\"1j3vo-119-0\">lement<\/span><span data-offset-key=\"1j3vo-120-0\"> can<\/span><span data-offset-key=\"1j3vo-121-0\"> be<\/span><span data-offset-key=\"1j3vo-122-0\"> used<\/span><span data-offset-key=\"1j3vo-123-0\"> to<\/span><span data-offset-key=\"1j3vo-124-0\"> transmit<\/span><span data-offset-key=\"1j3vo-125-0\"> information<\/span><span data-offset-key=\"1j3vo-126-0\"> instant<\/span><span data-offset-key=\"1j3vo-127-0\">aneously<\/span><span data-offset-key=\"1j3vo-128-0\"> between<\/span><span data-offset-key=\"1j3vo-129-0\"> the<\/span><span data-offset-key=\"1j3vo-130-0\"> particles<\/span><span data-offset-key=\"1j3vo-131-0\">,<\/span><span data-offset-key=\"1j3vo-132-0\"> regardless<\/span><span data-offset-key=\"1j3vo-133-0\"> of<\/span><span data-offset-key=\"1j3vo-134-0\"> how<\/span><span data-offset-key=\"1j3vo-135-0\"> far<\/span><span data-offset-key=\"1j3vo-136-0\"> apart<\/span><span data-offset-key=\"1j3vo-137-0\"> they<\/span><span data-offset-key=\"1j3vo-138-0\"> are<\/span><span data-offset-key=\"1j3vo-139-0\">.<\/span> <span data-offset-key=\"1j3vo-142-0\">Quant<\/span><span data-offset-key=\"1j3vo-143-0\">um<\/span><span data-offset-key=\"1j3vo-144-0\"> cryptography<\/span><span data-offset-key=\"1j3vo-145-0\"> is<\/span><span data-offset-key=\"1j3vo-146-0\"> a<\/span><span data-offset-key=\"1j3vo-147-0\"> method<\/span><span data-offset-key=\"1j3vo-148-0\"> of<\/span><span data-offset-key=\"1j3vo-149-0\"> securely<\/span><span data-offset-key=\"1j3vo-150-0\"> transmitting<\/span><span data-offset-key=\"1j3vo-151-0\"> information<\/span><span data-offset-key=\"1j3vo-152-0\"> using<\/span><span data-offset-key=\"1j3vo-153-0\"> the<\/span><span data-offset-key=\"1j3vo-154-0\"> principles<\/span><span data-offset-key=\"1j3vo-155-0\"> of<\/span><span data-offset-key=\"1j3vo-156-0\"> quantum<\/span><span data-offset-key=\"1j3vo-157-0\"> mechanics<\/span><span data-offset-key=\"1j3vo-158-0\">.<\/span>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column width=&#8221;3\/4&#8243;][stm_post_details][vc_row_inner css=&#8221;.vc_custom_1625296361064{margin-right: 40px !important;background-color: #f2f4fa !important;}&#8221;][vc_column_inner width=&#8221;2\/3&#8243; css=&#8221;.vc_custom_1625296591748{margin-top: 30px !important;}&#8221;]<div class=\"audioplayer-tobe  playerid-4858 ap_idx_4852_1 is-single-player apconfig-default-settings-for-zoomsounds button-aspect-noir  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data-type=\"audio\" data-source=\"https:\/\/equinoxgroup.eu\/wp-content\/uploads\/2022\/09\/Bias-In-Algorithms.mp3\" data-playfrom=\"off\"><div hidden class=\"feed-dzsap feed-artist-name\">Algorithmic BrAIn<\/div><div hidden class=\"feed-dzsap feed-song-name\">AI Insights - The AI Imperative: Bias in Algorithms<\/div><div class=\"meta-artist track-meta-for-dzsap\"><span class=\"the-artist first-line\"><span class=\"first-line-label\" >Algorithmic BrAIn<\/span><\/span><span class=\"the-name the-songname second-line\" >AI Insights - The AI Imperative: Bias in Algorithms<\/span><\/div><div class=\"menu-description\"><span class=\"the-artist\">Algorithmic BrAIn<\/span><span class=\"the-name\">AI Insights - The AI Imperative: Bias in Algorithms<\/span><\/div><div hidden class=\"feed-dzsap feed-dzsap--extra-html feed-dzsap--extra-html--bottom-left \"><span class=\"btn-zoomsounds btn-like\"><span class=\"the-icon\"><svg xmlns:svg=\"http:\/\/www.w3.org\/2000\/svg\" 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323.42339,580.14491 297.29747,550.86823 z\" id=\"path2417\" style=\"\" \/> <g transform=\"translate(129.28571,-64.285714)\" id=\"g2221\" \/> <\/g> <\/svg><\/span><span class=\"the-label hide-on-active\">Like<\/span><span class=\"the-label show-on-active\">Liked<\/span><\/span><\/div><div hidden class=\"feed-dzsap feed-dzsap--extra-html\" data-playerid=\"4858\" style=\"opacity:0;\"><div class=\"dzsap-counter counter-hits\"><i class=\"fa fa-play\"><\/i><span class=\"the-number\">5<\/span><\/div><div class=\"dzsap-counter counter-likes\"><i class=\"fa fa-heart\"><\/i><span class=\"the-number\">4<\/span><\/div><\/div><\/div>[\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243; css=&#8221;.vc_custom_1625441376387{margin-left: 40px !important;border-right-width: 10px !important;border-left-width: 10px !important;padding-top: 30px !important;padding-bottom: 30px !important;background: #153e4d url(https:\/\/equinoxgroup.eu\/wp-content\/uploads\/2021\/06\/Website-Narration.jpg?id=4189) !important;background-position: center !important;background-repeat: no-repeat !important;background-size: cover !important;}&#8221;][vc_custom_heading icon=&#8221;fas fa-assistive-listening-systems&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;&#8221; font_container=&#8221;tag:h2|font_size:40|text_align:left|color:%23153e4d|line_height:0.8&#8243; use_theme_fonts=&#8221;yes&#8221; css_animation=&#8221;none&#8221; subtitle=&#8221;Prefer to listen?&#8221; subtitle_color=&#8221;#ffffff&#8221;][vc_empty_space height=&#8221;20px&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: justify;\"><span style=\"color: #ffffff; font-size: 12pt; text-align: justify;\">If you prefer to listen to, instead of reading the text on this page, all you need to do is to put your device sound on, hit the play button on the left,\u00a0 sit back, relax and leave everything else to us.<\/span><\/p>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_empty_space][vc_custom_heading icon=&#8221;fas fa-balance-scale-left&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;Bias in Algorithms&#8221; font_container=&#8221;tag:h2|font_size:24|text_align:left&#8221; use_theme_fonts=&#8221;yes&#8221;][vc_column_text css=&#8221;.vc_custom_1667860103451{margin-top: 30px !important;}&#8221;]<\/p>\n<p style=\"text-align: justify;\">Concerns about individual privacy are not the only risks organisations face when leveraging big data and machine learning to drive growth. Another is bias inherent in algorithms used to make decisions about individuals or groups of consumers. These biases often result from two factors: first, the fact that machine learning models are trained using historical data; second, human involvement in creating algorithms that may reflect personal prejudices. As a result, they may inadvertently discriminate against certain groups \u2013 such as women or minorities \u2013 or reinforce existing disparities based on income level, race, gender identity, geographic location, age group, religion, or sexual orientation.<\/p>\n<p style=\"text-align: justify;\">A <a href=\"https:\/\/news.mit.edu\/2018\/study-finds-gender-skin-type-bias-artificial-intelligence-systems-0212\">study<\/a> by researchers at MIT, for instance, found that facial recognition technology sold by IBM was more accurate in identifying white men than darker-skinned women. In another case, Alphabet\u2019s Google Street View cars were more likely photograph neighbourhoods populated mainly by people of colour than those mostly inhabited by white residents \u2013 an oversight resulting from the absence of detailed demographic information needed train computer vision system identify which areas map.<\/p>\n<p>[\/vc_column_text]\n\t\t\t<div class=\"ult_dual_button  ult-adjust-bottom-margin to-center  \"  data-response=\"on\" id=\"ult_btn_418147658\">\n\n\t\t\t<div id=\"dualbtn-5785\" class=\"ulitmate_dual_buttons ult-dual-btn ult_main_dualbtn \" data-bcolor=\"#333333\"data-bhcolor=\"\">\n\n\t\t\t<div class=\"ult_dualbutton-wrapper btn-inline place-template bt1 \"><a href=\"https:\/\/equinoxgroup.eu\/ai-imperative-data-privacy-concerns\/\"  class=\"ult_ivan_button round-square with-icon icon-before with-text place-template ult_dual1\" style=\";margin-right:px;;background-color:#ffffff !important;; border-color:#333333;border-style:;border-width:0px;border-radius:px;;\">\n\t\t\t<span class=\"ult-dual-btn-1 Style 1\" style=\"\"  data-bgcolor=\"#ffffff\" data-bghovercolor=\"#0f6dbf\" data-icon_color=\"#eeee22\" data-icon_hover_color=\"#ffffff\" data-textcolor=\"#333333\" data-texthovercolor=\"#ffffff\" data-iconbgcolor=\"transperent\" data-iconbghovercolor=\"transperent\" data-iconborder=\"transperent\" data-iconhoverborder=\"transperent\" >\n\t\t\t<span class=\"icon-simple icon-left1 ult_btn1span \"  style=\"; \">\n<span class=\"aio-icon btn1icon none \"  style=\"color:#eeee22;font-size:26px;\">\n\t<i class=\"Defaults-arrow-left\" ><\/i>\n<\/span><\/span>\n\t\t\t<span class=\"text-btn ult-dual-button-title ult-responsive\"  data-ultimate-target='#dualbtn-5785 .ult-dual-button-title'  data-responsive-json-new='{\"font-size\":\"desktop:16px;\",\"line-height\":\"desktop:16px;\"}'  style=\"font-weight:normal;color:#333333;\">Previous Insight Section<\/span>\n\n\t\t\t<\/span>\n\t\t\t<\/a><span class=\"middle-text\" style=\"line-height: 1.8em;color:#ffffff;background-color:#0f6dbf;border-color:#e7e7e7;border-width:1px;border-style:solid;border-radius:px;\">\n\t\t\t<span class=\"middle-inner\"  ><i class=\"Defaults-compass\"><\/i><\/span>\n\t\t\t<\/span>\n\n\t\t\t<\/div>\n\n\t\t\t<div class=\"ult_dualbutton-wrapper btn-inline place-template btn2 \"><a href=\"https:\/\/equinoxgroup.eu\/ai-imperative-when-ai-loses-its-way\/\"  class=\"ult_ivan_button round-square with-icon icon-after with-text place-template ult_dual2\"  style=\";background-color:#ffffff !important;;margin-left:px;;border-color:#333333;border-style:;border-width:0px;border-radius:px;\">\n\t\t\t<span class=\"ult-dual-btn-2 Style 1\"  data-bgcolor=\"#ffffff\" data-bghovercolor=\"#0f6dbf\" data-icon_color=\"#eeee22\" data-icon_hover_color=\"#ffffff\" data-textcolor=\"#333333\" data-texthovercolor=\"#ffffff\" data-iconbgcolor=\"transperent\" data-iconbghovercolor=\"transperent\" data-iconborder=\"transperent\" data-iconhoverborder=\"transperent\" >\n\t\t\t<span class=\"text-btn ult-dual-button-title\" style=\"font-weight:normal;color:#333333;\">Next Insight Section<\/span>\n\n\t\t\t<span class=\"icon-simple icon-right2 ult_btn1span \"  style=\"; \">\n<span class=\"aio-icon btn1icon none \"  style=\"color:#eeee22;font-size:26px;display:inline-block;\">\n\t<i class=\"Defaults-arrow-right\" ><\/i>\n<\/span><\/span>\n\t\t\t<\/span>\n\t\t\t<\/a><\/div>\n\t\t\t<\/div>\n\t\t\t<\/div>[vc_separator color=&#8221;custom&#8221; border_width=&#8221;3&#8243; accent_color=&#8221;#fde952&#8243;][vc_custom_heading icon=&#8221;fas fa-book-open&#8221; icon_size=&#8221;40&#8243; stm_title_font_weight=&#8221;700&#8243; text=&#8221;Most Recent Insights&#8221; font_container=&#8221;tag:h2|font_size:24|text_align:left&#8221; use_theme_fonts=&#8221;yes&#8221;][vc_empty_space height=&#8221;24&#8243;][stm_news loop=&#8221;size:3|order_by:date|order:DESC|post_type:post|categories:250&#8243; view_style=&#8221;style_5&#8243;][\/vc_column][vc_column width=&#8221;1\/4&#8243;]<div class=\"ult_row_spacer\"><div class=\"ult-sticky-anchor\"><div class=\"ult-sticky-section ult-sticky \"  data-gutter= '-18' data-stick_behaviour= 'stick_with_scroll_row'  data-sticky_position= 'top' data-mobile='no' data-support='no'>[stm_sidebar sidebar=&#8221;4656&#8243;]<\/div><div class=\"ult-space\"><\/div><\/div><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1621792553106{margin-top: 40px !important;margin-bottom: -60px !important;}&#8221; el_class=&#8221;third_bg_color&#8221;][vc_column][vc_cta h2=&#8221;Do you believe that AI can be of help to your organisation?&#8221; h2_font_container=&#8221;tag:h2|font_size:20|text_align:left|line_height:2&#8243; h2_use_theme_fonts=&#8221;yes&#8221; h4=&#8221;At Algorithmic BrAIn, one of the Equinox Group companies, we have developed a comprehensive staged checklist to ensure that you leave no one of your important considerations out when planning your AI journey. We\u2019d love to be able to help you get this right and if you think we can help you in this, we\u2019d be thrilled to hear from you.&#8221; h4_font_container=&#8221;tag:div|font_size:14|text_align:justify|color:%2317669b|line_height:1.2&#8243; h4_use_theme_fonts=&#8221;yes&#8221; shape=&#8221;square&#8221; style=&#8221;flat&#8221; add_button=&#8221;right&#8221; btn_title=&#8221;drop us a line&#8221; btn_style=&#8221;flat&#8221; btn_color=&#8221;theme_style_2&#8243; btn_align=&#8221;right&#8221; btn_i_align=&#8221;right&#8221; btn_i_icon_fontawesome=&#8221;far fa-envelope&#8221; particles=&#8221;yes&#8221; use_custom_fonts_h2=&#8221;true&#8221; use_custom_fonts_h4=&#8221;true&#8221; btn_add_icon=&#8221;true&#8221; btn_link=&#8221;url:mailto%3A%20info%40equinoxacademy.com|title:Send%20us%20an%20email&#8221; el_class=&#8221;third_bg_color&#8221;][\/vc_cta][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row css=&#8221;.vc_custom_1667938523441{margin-top: -320px !important;margin-bottom: 387px !important;}&#8221; el_class=&#8221;vc_hidden-sm vc_hidden-xs&#8221;][vc_column][vc_row_inner css=&#8221;.vc_custom_1667928603492{margin-top: -360px !important;margin-bottom: 150px !important;}&#8221;][vc_column_inner][vc_column_text css=&#8221;.vc_custom_1667738431109{padding-top: -200px !important;}&#8221;]Quantum key distribution is a secure communication method that makes use of the properties of quantum mechanics to share a secret key between two parties. This key can then be used to encrypt and decrypt messages sent between the parties.<\/p>\n","protected":false},"author":1,"featured_media":4614,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"insights_perspectives":[],"class_list":["post-4852","post","type-post","status-publish","format-standard","has-post-thumbnail"],"yoast_head":"\n<title>Bias in Algorithms - equinoxgroup.eu<\/title>\n<meta name=\"description\" content=\"Algorithmic bias in AI settings is dangerous. 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