{"id":133,"date":"2018-03-29T14:49:14","date_gmt":"2018-03-29T12:49:14","guid":{"rendered":"http:\/\/wp.unil.ch\/geokdd\/?page_id=133"},"modified":"2019-03-28T17:22:32","modified_gmt":"2019-03-28T16:22:32","slug":"projects","status":"publish","type":"page","link":"https:\/\/wp.unil.ch\/geokdd\/projects\/","title":{"rendered":"Projects"},"content":{"rendered":"<h1><span style=\"color: #3b8dbd\">Main research topics and current scientific activity<\/span><\/h1>\n<ol>\n<li>Geomatics, geostatistical and GIS modelling\/simulations of environmental and pollution data (soil water, air). Risk mapping;<\/li>\n<li>Environmental data mining and knowledge extraction. Development and adaptation of Machine Learning algorithms for space-time data;<\/li>\n<li>Pattern recognition, modelling and visualisation of socio-economic, demographic and financial data;<\/li>\n<li>Spatio-temporal point patterns analysis and modelling (clustering, outliers and hot spots detection) using topological, statistical and multifractal measures;<\/li>\n<li>Modelling and assessments of natural hazards and risks: forest fires, avalanches, landslides. Renewable resources assessments;<\/li>\n<li>Environmental and monitoring time series modelling using linear and nonlinear models and tools.<\/li>\n<\/ol>\n<p><a href=\"https:\/\/www.epflpress.org\/product\/31\/9782940222025\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-421\" src=\"https:\/\/wp.unil.ch\/geokdd\/files\/2018\/05\/book1.jpg\" alt=\"\" width=\"183\" height=\"275\" \/><\/a> <a href=\"https:\/\/www.epflpress.org\/product\/32\/9782940222247\/Machine%20Learning%20for%20Spatial%20Environmental%20Data%20\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-422\" src=\"https:\/\/wp.unil.ch\/geokdd\/files\/2018\/05\/book2.jpg\" alt=\"\" width=\"183\" height=\"275\" \/><\/a> <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/book\/10.1002\/9780470611463\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-423\" src=\"https:\/\/wp.unil.ch\/geokdd\/files\/2018\/05\/book3.jpg\" alt=\"\" width=\"182\" height=\"276\" \/><\/a><\/p>\n<h1><span style=\"color: #3b8dbd\">Active projects:\u00a0<\/span><\/h1>\n<ul>\n<li><a href=\"https:\/\/www.nfp75.ch\/fr\/projets\/module-3-applications\/projet-scartezzini\">National Research Project &#8220;PNR 75: Big Data&#8221;<\/a><\/li>\n<li><a href=\"https:\/\/wp.unil.ch\/geokdd\/projects\/feature-selection-based-on-a-new-estimator-of-intrinsic-dimension\/\">Data Analysis Using Network, Multifractal and Dimensionality Reduction Tools<\/a><\/li>\n<li><a href=\"https:\/\/wp.unil.ch\/geokdd\/projects\/data-mining-based-on-intrinsic-dimension\/\">Feature Selection based on a new estimator of Intrinsic Dimension<\/a><\/li>\n<li><a href=\"https:\/\/wp.unil.ch\/geokdd\/projects\/machine-learning-algorithm-for-environmental-data-mining\/\">Machine Learning Algorithm for Environmental Data Mining<\/a><\/li>\n<li><a href=\"https:\/\/unilnet.github.io\/index.html\">Deep Learning for remote sensing scene classification<\/a><\/li>\n<li><a href=\"https:\/\/wp.unil.ch\/geokdd\/projects\/wild-rural-urban-interface-assessment-and-prediction\/\">Wild\/Rural Urban Interface\u00a0assessment and prediction<\/a><\/li>\n<li><a href=\"https:\/\/wp.unil.ch\/geokdd\/projects\/analysis-and-modelling-of-space-time-patterns-in-complex-regions\/\">Analysis and Modelling of Space-Time Patterns in Complex Regions<\/a><\/li>\n<li>Fractal Data Mining : From Clustering Detection to Feature Selection<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Main research topics and current scientific activity Geomatics, geostatistical and GIS modelling\/simulations of environmental and pollution data (soil water, air). Risk mapping; Environmental data mining and knowledge extraction. Development and adaptation of Machine Learning&#46;&#46;&#46;<\/p>\n","protected":false},"author":1001757,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-133","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages\/133","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/users\/1001757"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/comments?post=133"}],"version-history":[{"count":0,"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/pages\/133\/revisions"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/geokdd\/wp-json\/wp\/v2\/media?parent=133"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}