Best Practices for Classification Accuracy Metrics video<\/a>.<\/p>\n Best Practices for Classification Accuracy Metrics slides<\/a>.<\/p>\n How and why do some authors claim their data and models are good? video and slides<\/a><\/p>\n Kappa The Undead and the Inconsistent Adoption of Insightful Error Metrics<\/a><\/p>\n PontiusMatrix42 Instructional Video<\/a>.<\/p>\n PontiusMatrix41 Part 1<\/a>.<\/p>\n PontiusMatrix41 Part 2<\/a>.<\/p>\n PontiusMatrix41 Part 3<\/a>.<\/p>\n Quantity, Exchange, and Shift in English<\/a>.<\/p>\n Quantity, Exchange, and Shift in Spanish<\/a>.<\/p>\n Intensities of Components of Quantity, Exchange and Shift in English<\/a>.<\/p>\n Intensities of Components of Quantity, Exchange and Shift in French<\/a>.<\/p>\n Death to Kappa on YouTube<\/a>.<\/p>\n Trajectory Analysis<\/a>.<\/p>\n Intensity Analysis Part 1 concerning the framework<\/a>.<\/p>\n Intensity Analysis Part 2 concerning deviations from uniform intensity<\/a>.<\/p>\n Intensity Analysis Part 3 concerning the computer program<\/a>.<\/p>\n Intensity Analysis applied to error assessment on YouTube in English<\/a>.<\/p>\n Intensity Analysis applied to error assessment on YouTube in Chinese<\/a>.<\/p>\n Category Aggregation with subtitles in English, Chinese and Arabic<\/a>.<\/p>\n Explanation of empirical probability and empirical likelihood in English<\/a>.<\/p>\n Explanation of empirical probability and empirical likelihood in Spanish<\/a>.<\/p>\n One time point versus two time point calibration in English<\/a>.<\/p>\n One time point versus two time point calibration in French<\/a>.<\/p>\n Geomod Part 1 in English<\/a>.<\/p>\n Geomod Part 2 in English<\/a>.<\/p>\n Geomod Part 1 in Spanish<\/a>.<\/p>\n Geomod Part 2 in Spanish<\/a>.<\/p>\n Modeling Forest Loss in Brazil Using Geomod in TerrSet<\/a>.<\/p>\n Using Geomod to find geographic gradients where iNaturalist shows Oriental Bittersweet<\/a>.<\/p>\n Learn to use Dinamica using Plum Island Ecosystems<\/a>.<\/p>\n Learn to validate Dinamica using Plum Island Ecosystems<\/a>.<\/p>\n Learn aspects of Idrisi\u2019s Land Change Modeler and to assess outputs using the area under the TOC<\/a>.<\/p>\n Learn to use the Total Operating Characteristic for simulation validation<\/a>.<\/p>\n Learn to use R code to compute the Total Operating Characteristic<\/a>.<\/p>\n Mean Absolute Deviation in English<\/a>.<\/p>\n Mean Absolute Deviation in Chinese<\/a>.<\/p>\n Learn why to use Misses, Hits, and False Alarms to indicate diagnostic ability<\/a>.<\/p>\n Learn how to reveal reasons for errors in a land change simulation<\/a>.<\/p>\n Learn to use R code to compute components of pattern validation at multiple spatial resolutions<\/a>.<\/p>\n Learn the case for changing the criteria to confirm models that simulate carbon disturbance and deforestation<\/a>.<\/p>\n Modeling Forest Loss in Brazil Using Geomod in TerrSet<\/a>.<\/p>\n TOC curves and deforestation in Bahia Brazil on YouTube<\/a>.<\/p>\n TOC curves and deforestation in Bahia Brazil on Clark University’s Panopto<\/a>.<\/p>\n Clark University Geography Video Album<\/a>.<\/p>\n Pontius comments concerning land change modeling<\/a>.<\/p>\n Radio interview at University of Lagos, Nigeria. First four minutes are music, and then half-hour interview begins<\/a>.<\/p>\n Doctor Stardust<\/a>.<\/p>\n PontiusMatrix42 Instructional Video<\/a>.<\/p>\n Quantity, Exchange, and Shift in English with subtitles<\/a>.<\/p>\n Death to Kappa on Bilibili<\/a>.<\/p>\n Intensity Analysis Part 1 concerning the framework<\/a>.<\/p>\n Intensity Analysis Part 2 concerning deviations from uniform<\/a>.<\/p>\n Intensity Analysis Part 3 concerning the computer program<\/a>.<\/p>\n Intensity Analysis applied to error assessment in English<\/a>.<\/p>\n Intensity Analysis applied to error assessment in Mandarin<\/a>.<\/p>\n Category Aggregation with subtitles<\/a>.<\/p>\n Modeling Deforestation in Brazil Using Geomod in TerrSet<\/a>.<\/p>\n Mean Absolute Deviation in Mandarin<\/a>.<\/p>\n One time point versus two time point calibration in English via YouKu<\/a>.<\/p>\n One time point versus two time point calibration in English via Clark University.<\/a><\/p>\n TOC curves and deforestation in Bahia Brazil on Bilibili<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":" Videos by Professor Pontius and his students Posted on YouTube, Vimeo, NASA, and Clark University. Scroll down for links on YouKu and Bilibili. March 2024 webinar via NASA Best Practices for Classification Accuracy… Read More »Videos by Professor Pontius and his students<\/span><\/a><\/p>\n","protected":false},"author":1417,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":100,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-61","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/pages\/61","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/users\/1417"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/comments?post=61"}],"version-history":[{"count":0,"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/pages\/61\/revisions"}],"wp:attachment":[{"href":"https:\/\/wordpress.clarku.edu\/rpontius\/wp-json\/wp\/v2\/media?parent=61"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}June 2024 webinar via the International Society of Digital Earth<\/h3>\n
August 2024 webinar via the International Society for Photogrammetry and Remote Sensing<\/h3>\n
Computing components of a square contingency table by using PontiusMatrix.xlsx<\/h3>\n
Trajectory Analysis<\/h3>\n
Intensity Analysis<\/h3>\n
Category Aggregation<\/h3>\n
Empirical Probability and Empirical Likelihood<\/h3>\n
One time point versus two time point calibration<\/h3>\n
Geomod Land Change Simulation Model<\/h3>\n
Dinamica<\/h3>\n
Land Change Modeler<\/h3>\n
Total Operating Characteristic<\/h3>\n
Mean Absolute Deviation<\/h3>\n
Misses, Hits, Wrong Hits, False Alarms and Correct Rejections<\/h3>\n
Simulation of Deforestation<\/h3>\n
Additional<\/h3>\n
Videos Available Worldwide<\/h2>\n
Computing components of a square contingency table by using PontiusMatrix.xlsx<\/h3>\n
Intensity Analysis<\/h3>\n
Category Aggregation<\/h3>\n
Land Change Simulation<\/h3>\n
Mean Absolute Deviation<\/h3>\n
One time point versus two time point calibration<\/h3>\n
Simulation of Deforestation<\/h3>\n