{"id":15406,"date":"2021-10-04T23:33:29","date_gmt":"2021-10-04T21:33:29","guid":{"rendered":"https:\/\/quantpedia.com\/?p=15406"},"modified":"2025-06-04T14:22:38","modified_gmt":"2025-06-04T12:22:38","slug":"quantpedia-highlights-in-september-2021","status":"publish","type":"post","link":"https:\/\/vvv.quantpedia.com\/es\/quantpedia-highlights-in-september-2021\/","title":{"rendered":"Quantpedia Highlights in September 2021"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Hello all,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As we have promised, the new report related to clustering methods is now available for <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/pricing\/\">Quantpedia Pro<\/a> clients. It allows to analyze the clustering of the custom model portfolio and observe clusters based on Partitioning Around Medoids (PAM), Hierarchical Clustering, and Gaussian Mixture Model. Complete methodology for all three methods is available in the&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/introduction-to-clustering-methods-in-portfolio-management-part-1\/\" target=\"_blank\">following article<\/a>&nbsp;and its&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/introduction-to-clustering-methods-in-portfolio-management-part-2\/\" target=\"_blank\">2nd<\/a>&nbsp;y&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/introduction-to-clustering-methods-in-portfolio-management-part-3\/\" target=\"_blank\">3rd<\/a>&nbsp;continuation.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can review clusters for&nbsp;<strong>various periods<\/strong>&nbsp;(actual 12-months period and the longest available period). <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"837\" height=\"833\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2021\/10\/Picture-109-Hierarchical-PAM.png\" alt=\"\" class=\"wp-image-15408\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-109-Hierarchical-PAM.png 837w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-109-Hierarchical-PAM-300x300.png 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-109-Hierarchical-PAM-150x150.png 150w\" sizes=\"(max-width: 837px) 100vw, 837px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"833\" height=\"397\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2021\/10\/Picture-110-Gaussian.png\" alt=\"\" class=\"wp-image-15409\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-110-Gaussian.png 833w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-110-Gaussian-300x143.png 300w\" sizes=\"(max-width: 833px) 100vw, 833px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Additionally, you can compare <strong>how many clusters are identified<\/strong> in your model portfolio by all three clustering methods. Plus, you can <strong>investigate which assets belonged to which cluster over time<\/strong> (in all three methods).<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"831\" height=\"835\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2021\/10\/Picture-111-Nbr-of-Clusters.png\" alt=\"\" class=\"wp-image-15410\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-111-Nbr-of-Clusters.png 831w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-111-Nbr-of-Clusters-300x300.png 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-111-Nbr-of-Clusters-150x150.png 150w\" sizes=\"(max-width: 831px) 100vw, 831px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"833\" height=\"827\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2021\/10\/Picture-112-Nbr-of-Clusters-2.png\" alt=\"\" class=\"wp-image-15411\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-112-Nbr-of-Clusters-2.png 833w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-112-Nbr-of-Clusters-2-300x298.png 300w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-112-Nbr-of-Clusters-2-150x150.png 150w\" sizes=\"(max-width: 833px) 100vw, 833px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">In the end, you can review <strong>three Cluster Risk Parity Trading<\/strong> strategies and compare their performance to the naive Risk Parity benchmark. Three Cluster Risk Parity strategies create optimal clusters and then weigh the assets inside the cluster and the clusters between themselves proportionately to the inverse of their volatility, i.e. according to Na\u00efve risk parity. The optimal number of clusters is determined using the silhouette method and portfolio is rebalanced on a monthly basis.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"838\" height=\"391\" src=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/wp-content\/uploads\/2021\/10\/Picture-113-Clustering-strategies.png\" alt=\"\" class=\"wp-image-15412\" srcset=\"https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-113-Clustering-strategies.png 838w, https:\/\/vvv.quantpedia.com\/wp-content\/uploads\/2021\/10\/Picture-113-Clustering-strategies-300x140.png 300w\" sizes=\"(max-width: 838px) 100vw, 838px\" \/><\/figure><\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"> Let\u2019s also quickly recapitulate <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/pricing\/\"><strong>Quantpedia Premium<\/strong><\/a> development:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>13 new&nbsp;<a rel=\"noreferrer noopener\" href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/screener\/?FilterPremium=Only+Premium\" target=\"_blank\">Quantpedia Premium strategies<\/a>&nbsp;have been added to our database<\/li><li>10 new related research papers have been included in existing Premium strategies during the last month<\/li><li>10 new <a rel=\"noreferrer noopener\" href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/Screener?FilterQuantConnect=With%20QuantConnect%20Code\" target=\"_blank\">backtests were written in QuantConnect code<\/a>. Our database currently contains over 480 strategies with out-of-sample backtests\/codes.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Additionally, apart from our series or articles related to clustering methods, 5 new articles were published on the <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/blog\/\">Quantpedia blog<\/a> in the previous month.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/asset-pricing-models-in-china\/\">Asset Pricing Models in China<\/a><\/strong><br><strong>Autores:<\/strong> Matthias X. Hanauer, Maarten Jansen, Laurens Swinkels and Weili Zhou<br><strong>T\u00edtulo:<\/strong> Factor models for Chinese A-shares<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/community-alpha-of-quantconnect-part-3-adjusted-social-trading-factor-strategies\/\">Community Alpha of QuantConnect \u2013 Part 3: Adjusted Social Trading Factor Strategies<\/a><\/strong><br><strong>Author:<\/strong> Matus Padysak<br><strong>T\u00edtulo:<\/strong> Community Alpha of QuantConnect \u2013 Part 3: Adjusted Social Trading Factor Strategies<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/does-gambling-influence-stock-markets-around-the-world\/\">Does Gambling Influence Stock Markets Around the World?<\/a><\/strong><br><strong>Autores:<\/strong> Alok Kumar, Huong Nguyen, and Talis J. Putnins<br><strong>T\u00edtulo:<\/strong> Only Gamble in Town: Market Gambling Around the World and Market Efficiency<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-to-use-lexical-density-of-company-fillings\/\">How to Use Lexical Density of Company Filings<\/a><\/strong><br><strong>Autores:<\/strong> Hanicova, Kalus, Vojtko<br><strong>T\u00edtulo:<\/strong> How to Use Lexical Density of Company Filings<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/a-new-return-asymmetry-investment-factor-in-commodity-futures\/\">A New Return Asymmetry Investment Factor in Commodity Futures<\/a><\/strong><br><strong>Autores:<\/strong> Durian, Padysak<br><strong>T\u00edtulo:<\/strong> A New Return Asymmetry Investment Factor in Commodity Futures<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Stay safe \u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Radovan Vojtko<br>CEO &amp; Head of Research<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-854363cc-8450-4dc0-a06a-c737766e9431\"><strong>\u00bfBuscas m\u00e1s estrategias para leer? <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/sign-up-for-our-newsletter\/\">Suscr\u00edbete a nuestro bolet\u00edn informativo<\/a> o visite nuestra <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/blog\/\">Blog<\/a> o <a href=\"http:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/Screener\">Evaluador<\/a><\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-65925002-6290-4d3b-b5cd-f3a277851ec8\"><strong>\u00bfQuieres saber m\u00e1s sobre el servicio Quantpedia Premium? Consulta <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/\">C\u00f3mo funciona Quantpedia<\/a>, <a href=\"http:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/Home\/About\">nuestra misi\u00f3n<\/a> y <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/pricing\/\">Oferta de precios premium<\/a>.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-34bf63ae-5a22-40a3-aeb4-769374e833d8\"><strong>\u00bfQuieres saber m\u00e1s sobre el servicio Quantpedia Pro? Compru\u00e9balo <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/quantpedia-pro\/\">descripci\u00f3n<\/a>, mirar <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/quantpedia-explains\/\">videos<\/a>, revisar <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/quantpedia-pro-reports\/\">capacidades de generaci\u00f3n de informes<\/a> y visite nuestro <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/pricing-pro\/\">oferta de precios<\/a>.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-21942b3a-14d9-4c0f-b8ef-04d64675e253\"><strong>\u00bfBuscas datos hist\u00f3ricos o plataformas de backtesting? Consulta nuestra lista de&nbsp;<a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/links-tools\/?category=algo-trading-discounts\">Descuentos en Algo Trading<\/a><\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u00bfTe gustar\u00eda tener acceso gratuito a? <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/pricing\/\" title=\"\">nuestros servicios<\/a>? Entonces, <a href=\"https:\/\/lightspeed.com\/lp\/quantpedia-lightspeed-financial-services-group-one-free-year-promotion\" title=\"\">Abre una cuenta con Lightspeed.<\/a> y disfrute de un a\u00f1o de Quantpedia Premium sin costo alguno.<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-4c45d6c9-c8dd-4283-8743-bf573cfa4d45\"><strong>O s\u00edguenos en:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"block-476e95ed-31a5-4c4d-b701-5203f9fb2e24\"><strong>Facebook <a href=\"https:\/\/www.facebook.com\/groups\/quantstrategies\">Grupo<\/a>, Facebook <a href=\"https:\/\/www.facebook.com\/quantpedia\/\">P\u00e1gina<\/a>, <a href=\"https:\/\/twitter.com\/quantpedia\">Gorjeo<\/a>, <a href=\"https:\/\/www.linkedin.com\/company\/quantpedia\">LinkedIn<\/a>, <a href=\"https:\/\/quantpedia.medium.com\/\">Medio<\/a> o <a href=\"https:\/\/www.youtube.com\/channel\/UC_YubnldxzNjLkIkEoL-FXg\">YouTube<\/a><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>Hello all,<\/p>\n<p>What have we accomplished in the last month?<\/p>\n<p>\u2013 A new Portfolio Clustering <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/quantpedia-pro\/\"><strong>Quantpedia Pro<\/strong><\/a> report<br \/>\n\u2013 13 new <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/how-it-works\/quantpedia-premium\/\"><strong>Quantpedia Premium<\/strong><\/a> strategies have been added to our database<br \/>\n\u2013 10 new related research papers have been included in existing Premium strategies during the last month<br \/>\n\u2013 Additionally, we have produced 10 new backtests written in <a href=\"https:\/\/www.quantconnect.com\/?utm_source=sdkfjssdfgsdm5qwlks8323dslkdfjsx246s30dlsaaslgk&#038;ref=radovanvojtko\"><strong>QuantConnect<\/strong><\/a> code<br \/>\n\u2013 And finally, 5+3 new blog posts that you may find interesting have been published on our <a href=\"https:\/\/\\\/\\\/new-fmhwbzh6ghd9hede.swedencentral-01.azurewebsites.net\/blog\/\"><strong>Quantpedia blog<\/strong><\/a> in the previous month<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-15406","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts\/15406","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/comments?post=15406"}],"version-history":[{"count":0,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/posts\/15406\/revisions"}],"wp:attachment":[{"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/media?parent=15406"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/categories?post=15406"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vvv.quantpedia.com\/es\/wp-json\/wp\/v2\/tags?post=15406"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}