{"id":7100,"date":"2021-10-20T14:00:08","date_gmt":"2021-10-20T14:00:08","guid":{"rendered":"https:\/\/aimuseum.art\/?page_id=7100"},"modified":"2022-01-07T10:30:16","modified_gmt":"2022-01-07T10:30:16","slug":"technology","status":"publish","type":"page","link":"https:\/\/www.aimuseum.art\/it\/technology\/","title":{"rendered":"Technology"},"content":{"rendered":"<section class=\"vc_section\"><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"stm-spacing\" id=\"stm-spacing-6ab0b81defc10\"><\/div>\n<script>\n    (function($){\n        \"use strict\";\n        var spacingID = 'stm-spacing-6ab0b81defc10',\n            lgSpacing = '100',\n            mdSpacing = '100',\n            smSpacing = '100',\n            xsSpacing = '100';\n\n        function stmSpacing() {\n            if ( window.matchMedia(\"(min-width: 1200px)\").matches && lgSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", lgSpacing );\n            } else if ( window.matchMedia(\"(max-width: 1199px) and (min-width: 992px )\").matches && mdSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", mdSpacing );\n            } else if ( window.matchMedia(\"(max-width: 991px) and (min-width: 768px )\").matches && smSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", smSpacing );\n            } else if ( window.matchMedia(\"(max-width: 767px)\").matches && xsSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", xsSpacing );\n            } else {\n                $( '#' + spacingID ).css ( \"height\", \"\" );\n            }\n        }\n\n        $(document).ready(function() {\n            stmSpacing();\n        });\n\n        $(window).resize(function() {\n            stmSpacing();\n        });\n\n    })(jQuery);\n<\/script><div class=\"vc_custom_heading text_align_center\" ><h1 style=\"text-align: center;font-family:Oswald;font-weight:400;font-style:normal\" class=\"consulting-custom-title\">Technology<\/h1><\/div><div class=\"stm-spacing\" id=\"stm-spacing-6ab0b81df06b1\"><\/div>\n<script>\n    (function($){\n        \"use strict\";\n        var spacingID = 'stm-spacing-6ab0b81df06b1',\n            lgSpacing = '50',\n            mdSpacing = '50',\n            smSpacing = '50',\n            xsSpacing = '50';\n\n        function stmSpacing() {\n            if ( window.matchMedia(\"(min-width: 1200px)\").matches && lgSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", lgSpacing );\n            } else if ( window.matchMedia(\"(max-width: 1199px) and (min-width: 992px )\").matches && mdSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", mdSpacing );\n            } else if ( window.matchMedia(\"(max-width: 991px) and (min-width: 768px )\").matches && smSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", smSpacing );\n            } else if ( window.matchMedia(\"(max-width: 767px)\").matches && xsSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", xsSpacing );\n            } else {\n                $( '#' + spacingID ).css ( \"height\", \"\" );\n            }\n        }\n\n        $(document).ready(function() {\n            stmSpacing();\n        });\n\n        $(window).resize(function() {\n            stmSpacing();\n        });\n\n    })(jQuery);\n<\/script><\/div><\/div><\/div><\/div><\/section><div data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" class=\"vc_row wpb_row vc_row-fluid vc_custom_1598341670777\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Multi-Agent Model<\/strong><\/h3>\n<p>This research project will have to cope with a major obstacle: starting from a potentially variable stream of raw data, I-Muse App will have to be able to infer both individual visitor tastes and future stream of visitors for each museum participating. We will be thus dealing with data that that summarize complex phenomena which are strongly influenced by human actions. In this context, we are developing our system following a multi-agent paradigm: different structural entities (the agents) perform AI-powered tasks managed by a special entity (the manager), and communicating through a shared database. The result is a flexible, scalable, robust, and efficient ecosystem. Flexible, to allow future researchers to insert additional agents without creating conflict with the existing ones; scalable, to allow more museums to enter in the collaboration and provide more information regarding their artworks and visits; robust, to handle data that may be incomplete or partially incorrect; efficient, to coordinate the access to shared computational resources, such as databases and processing units.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Art Embeddings<\/strong><\/h3>\n<p>The way we access cultural content is progressively shaped by the use of Artificial Intelligence technologies that can create personalized experiences for users. These systems generally relate artworks expressed on the same medium \u2013 e.g. paintings, music or movies. However, cultural and artistic expressions are developed according to different paradigms, and our natural approach to culture is not necessarily related to its support. Works of art are rarely considered as stand-alone entities, they are a product of the historical period in which they were conceived. Hence, we are exploring the capabilities of AI technologies in creating embeddings of heterogeneous art pieces of Turin\u2019s museums, displaying links that may transcend the individual items\u2019 peculiarities. The aim of this work is to innovate the experience of visitors in museums, reinforcing the idea of computational intelligence as an important tool for cultural dissemination.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Predictions<\/strong><\/h3>\n<p>One of the main objectives of this project is to provide both museums and visitors with information on the amount of people that are expected to visit at future dates. To do so we decided to implement different methodologies and statistical data generating processes. A wide variety of machine learning models has been considered to achieve this task, such as regularized regressions, support vector machines, ARIMA and SARIMAX models, as well as ensemble methods \u2013 random forest and gradient boosting regressors. The models are to be consequently integrated in the multi-agent model ecosystem \u2013 as explained in the above section, where each model\/agent will output predictions for future dates and the manager will then collect the predictions in order to provide the most accurate forecast with the available information.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Academic research output<\/strong><\/h3>\n<p>Coming soon\u2026<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<div class=\"stm-spacing\" id=\"stm-spacing-6ab0b81df1081\"><\/div>\n<script>\n    (function($){\n        \"use strict\";\n        var spacingID = 'stm-spacing-6ab0b81df1081',\n            lgSpacing = '100',\n            mdSpacing = '100',\n            smSpacing = '100',\n            xsSpacing = '100';\n\n        function stmSpacing() {\n            if ( window.matchMedia(\"(min-width: 1200px)\").matches && lgSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", lgSpacing );\n            } else if ( window.matchMedia(\"(max-width: 1199px) and (min-width: 992px )\").matches && mdSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", mdSpacing );\n            } else if ( window.matchMedia(\"(max-width: 991px) and (min-width: 768px )\").matches && smSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", smSpacing );\n            } else if ( window.matchMedia(\"(max-width: 767px)\").matches && xsSpacing ) {\n                $( '#' + spacingID ).css ( \"height\", xsSpacing );\n            } else {\n                $( '#' + spacingID ).css ( \"height\", \"\" );\n            }\n        }\n\n        $(document).ready(function() {\n            stmSpacing();\n        });\n\n        $(window).resize(function() {\n            stmSpacing();\n        });\n\n    })(jQuery);\n<\/script>\n\t<div  class=\"wpb_single_image wpb_content_element vc_align_center\">\n\t\t\n\t\t<figure class=\"wpb_wrapper vc_figure\">\n\t\t\t<div class=\"vc_single_image-wrapper   vc_box_border_grey\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-300x300.png\" class=\"vc_single_image-img attachment-medium\" alt=\"\" srcset=\"https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-300x300.png 300w, https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-150x150.png 150w, https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-12x12.png 12w, https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-50x50.png 50w, https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1-320x320.png 320w, https:\/\/www.aimuseum.art\/wp-content\/uploads\/2021\/11\/compagnia-sanpaolo-1.png 580w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n\t\t<\/figure>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Who?<\/strong><\/h3>\n<p>The origins of Fondazione Compagnia di San Paolo (FCSP), one of Europe\u2019s largest private foundations of banking origin, go back to a confraternity founded in 1563. The Foundation\u2019s structure has been transformed several times over the centuries, to meet the needs of citizens. Throughout its evolution, it has upheld its philanthropic calling and continued to provide help and support for the civil, cultural and economic development of the community in which it operates. The decision to adopt these three goals stems from FCSP\u2019s desire to align itself with the international shared framework of the United Nations, which established the 2030 Agenda in 2015, asking individual countries to adopt the 17 Sustainable Development Goals (SDGs) and the associated 169 targets, as well as the whole philosophy behind them.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"wpb_text_column wpb_content_element\" >\n\t\t<div class=\"wpb_wrapper\">\n\t\t\t<h3><strong>Why?<\/strong><\/h3>\n<p>The origins of Fondazione Compagnia di San Paolo (FCSP), one of Europe\u2019s largest private foundations of banking origin, go back to a confraternity founded in 1563. The Foundation\u2019s structure has been transformed several times over the centuries, to meet the needs of citizens. Throughout its evolution, it has upheld its philanthropic calling and continued to provide help and support for the civil, cultural and economic development of the community in which it operates. The decision to adopt these three goals stems from FCSP\u2019s desire to align itself with the international shared framework of the United Nations, which established the 2030 Agenda in 2015, asking individual countries to adopt the 17 Sustainable Development Goals (SDGs) and the associated 169 targets, as well as the whole philosophy behind them.The growing popularity of Artificial Intelligence and the Internet of Things represent an invaluable opportunity for both individuals and society as a whole. The widespread use of these disciplines and the related methods is shaping new approaches to working habits, education, management of economic and cultural activities, as well as the social context in which they are embedded. In the wake of these changes, The Compagnia di San Paolo Foundation published the tender initiative \u201cArtificial Intelligence, Humans and Society\u201d in January 2020, with the aim to support innovative research projects in the field of Artificial Intelligence providing for social and economic benefits to local communities.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><div class=\"vc_row-full-width vc_clearfix\"><\/div><div data-vc-full-width=\"true\" data-vc-full-width-init=\"false\" class=\"vc_row wpb_row vc_row-fluid vc_custom_1598350166752 vc_row-has-fill\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"vc_row wpb_row vc_inner vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-2\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-8\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"vc_custom_heading vc_custom_1598346412102 text_align_center title_no_stripe\" ><h2 style=\"font-size: 48px;line-height: 58px;text-align: center;font-weight:400\" class=\"consulting-custom-title\">Ready to discuss your project?<\/h2><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-2\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_inner vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-2\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-8\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f508-o1\" lang=\"en-US\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/it\/wp-json\/wp\/v2\/pages\/7100#wpcf7-f508-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\" data-trp-original-action=\"\/it\/wp-json\/wp\/v2\/pages\/7100#wpcf7-f508-o1\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"508\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.8.5\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f508-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<\/div>\n<div class=\"request_callback\">\n\t<div class=\"row\" style=\"margin: 0 -13px;\">\n\t\t<div class=\"col-lg-6 col-md-6 col-sm-6 col-xs-12\">\n\t\t\t<div class=\"input-group\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"text-name\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"First name *\" value=\"\" type=\"text\" name=\"text-name\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t\t<div class=\"input-group\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-mail *\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t\t<div class=\"input-group\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"phone\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone *\" value=\"\" type=\"tel\" name=\"phone\" \/><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t<div class=\"col-lg-6 col-md-6 col-sm-6 col-xs-12\">\n\t\t\t<div class=\"input-group\">\n\t\t\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"10\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Your Message *\" name=\"message\"><\/textarea><\/span>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t\t<div class=\"input-group\">\n\t\t\t\t<p><button type=\"submit\" class=\"button size-lg icon_right\">submit <i class=\"fa fa-chevron-right\"><\/i><\/button>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<input type=\"hidden\" name=\"trp-form-language\" value=\"it\"\/><\/form>\n<\/div>\n<\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-sm-2\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row-full-width vc_clearfix\"><\/div><div class=\"vc_row wpb_row vc_row-fluid\"><div class=\"wpb_column vc_column_container vc_col-sm-12\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"Technology Multi-Agent Model This research project will have to cope with a major obstacle: starting from a potentially variable stream of raw data, I-Muse App will have to be able to infer both individual visitor tastes and future stream of visitors for each museum participating. We will be thus dealing with data that that summarize","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-7100","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/pages\/7100","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/comments?post=7100"}],"version-history":[{"count":10,"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/pages\/7100\/revisions"}],"predecessor-version":[{"id":7209,"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/pages\/7100\/revisions\/7209"}],"wp:attachment":[{"href":"https:\/\/www.aimuseum.art\/it\/wp-json\/wp\/v2\/media?parent=7100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}