{"id":6936,"date":"2014-12-03T14:51:02","date_gmt":"2014-12-03T13:51:02","guid":{"rendered":"http:\/\/www.h-its.org\/?p=6936"},"modified":"2019-03-15T11:03:43","modified_gmt":"2019-03-15T10:03:43","slug":"time-series-analysis-2","status":"publish","type":"hits-project","link":"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/","title":{"rendered":"Time series analysis"},"content":{"rendered":"\n<p>The project aims to develop methods that can handle time series in unsupervised and supervised scenarios. Time series are often treated as vectorial data by data analysts and scientists. Such a view discards the potentially interesting and latent dynamics that a time series might possess. Our aim is to explicitly capture these important characteristics and incorporate them in machine learning algorithms. In particular, we are interest in devising new methods for dimensionality reduction and classification of time series.<\/p>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>People involved in this project:<\/p>\n\n\n\n<p>Nikos Gianniotis,&nbsp;<a href=\"mailto:Nikos.Gianniotis@h-its.org\">Nikos.Gianniotis@h-its.org<\/a><\/p>\n\n\n\n<p>Dennis K\u00fcgler,&nbsp;<a href=\"mailto:Dennis.Kuegler@h-its.org\">Dennis.Kuegler@h-its.org<\/a><\/p>\n","protected":false},"author":6,"featured_media":29351,"template":"","hits-research-group":[1277],"hits-project-category":[],"class_list":["post-6936","hits-project","type-hits-project","status-publish","has-post-thumbnail","hentry","hits-research-group-ain-de"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Time series analysis - HITS gGmbH<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Time series analysis - HITS gGmbH\" \/>\n<meta property=\"og:description\" content=\"The project aims to develop methods that can handle time series in unsupervised and supervised scenarios. Time series are often treated ...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/\" \/>\n<meta property=\"og:site_name\" content=\"HITS gGmbH\" \/>\n<meta property=\"article:modified_time\" content=\"2019-03-15T10:03:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2014\/11\/lightcurve.png\" \/>\n\t<meta property=\"og:image:width\" content=\"661\" \/>\n\t<meta property=\"og:image:height\" content=\"196\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/\",\"url\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/\",\"name\":\"Time series analysis - HITS gGmbH\",\"isPartOf\":{\"@id\":\"https:\/\/www.h-its.org\/de\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2014\/11\/lightcurve.png\",\"datePublished\":\"2014-12-03T13:51:02+00:00\",\"dateModified\":\"2019-03-15T10:03:43+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/#breadcrumb\"},\"inLanguage\":\"de\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"de\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/#primaryimage\",\"url\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2014\/11\/lightcurve.png\",\"contentUrl\":\"https:\/\/www.h-its.org\/de\/wp-content\/uploads\/sites\/2\/2014\/11\/lightcurve.png\",\"width\":661,\"height\":196},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.h-its.org\/de\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Projects\",\"item\":\"https:\/\/www.h-its.org\/de\/projects\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Time series analysis\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.h-its.org\/de\/#website\",\"url\":\"https:\/\/www.h-its.org\/de\/\",\"name\":\"HITS gGmbH\",\"description\":\"Heidelberg Institute for Theoretical Studies\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.h-its.org\/de\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"de\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Time series analysis - HITS gGmbH","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.h-its.org\/de\/projects\/time-series-analysis-2\/","og_locale":"de_DE","og_type":"article","og_title":"Time series analysis - HITS gGmbH","og_description":"The project aims to develop methods that can handle time series in unsupervised and supervised scenarios. 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