{"id":167,"date":"2015-11-17T12:26:19","date_gmt":"2015-11-17T11:26:19","guid":{"rendered":"http:\/\/candrea.ch\/blog\/?p=167"},"modified":"2015-11-17T12:38:27","modified_gmt":"2015-11-17T11:38:27","slug":"little-letters-are-also-important","status":"publish","type":"post","link":"https:\/\/candrea.ch\/blog\/little-letters-are-also-important\/","title":{"rendered":"Little letters are also important"},"content":{"rendered":"<p>In the <a href=\"http:\/\/www.oecd.org\/pisa\/pisaproducts\/PISA-2012-technical-report-final.pdf\" target=\"_blank\">PISA 2012 Technical Report<\/a> on page 312 (chapter 16), the formula (16.3) for the Partial Credit Model is printed for computing scale parameters. Looking at it twice, one can see that something must be wrong with the subscribs used for the sumations.<\/p>\n<p style=\"text-align: center;\"><img src='https:\/\/s0.wp.com\/latex.php?latex=P_%7Bx_i%7D%28%5Ctheta_n%29+%3D+%5Cfrac%7B%5Cdisplaystyle%5Cexp%5Csum_%7Bk%3D0%7D%5Ex%28%5Ctheta_n-%5Cdelta_i%2B%5Ctau_%7Bij%7D%29%7D%7B%5Cdisplaystyle%5Csum_%7Bh%3D0%7D%5E%7Bm_i%7D%5Cexp%5Cdisplaystyle%5Csum_%7Bk%3D0%7D%5Eh%28%5Ctheta_n-%5Cdelta_i%2B%5Ctau_%7Bik%7D%29%7D&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='P_{x_i}(\\theta_n) = \\frac{\\displaystyle\\exp\\sum_{k=0}^x(\\theta_n-\\delta_i+\\tau_{ij})}{\\displaystyle\\sum_{h=0}^{m_i}\\exp\\displaystyle\\sum_{k=0}^h(\\theta_n-\\delta_i+\\tau_{ik})}' title='P_{x_i}(\\theta_n) = \\frac{\\displaystyle\\exp\\sum_{k=0}^x(\\theta_n-\\delta_i+\\tau_{ij})}{\\displaystyle\\sum_{h=0}^{m_i}\\exp\\displaystyle\\sum_{k=0}^h(\\theta_n-\\delta_i+\\tau_{ik})}' class='latex' \/><\/p>\n<p>&nbsp;<\/p>\n<p>By consulting the chapter &#8220;Polytomous Rasch Models and their Estimation&#8221; in the book &#8220;Rasch Models&#8221; (Fischer, 1995), and combining the formulas (15.3) with (15.8) there, we get<\/p>\n<p style=\"text-align: center;\"><img src='https:\/\/s0.wp.com\/latex.php?latex=P%28X_%7Bvi%7D%3Dh%29+%3D+%5Cfrac%7B%5Cdisplaystyle%5Cexp%28%5Cphi_h%5Ctheta_v+%2B+%5Csum_%7Bl%3D0%7D%5E%7Bh%7D%5Calpha_%7Bil%7D%29%7D%7B%5Cdisplaystyle%5Csum_%7Bl%3D0%7D%5Em+%5Cexp%28%5Cphi_h%5Ctheta_v+%2B+%5Csum_%7Bj%3D0%7D%5E%7Bl%7D%5Calpha_%7Bij%7D%29%7D&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='P(X_{vi}=h) = \\frac{\\displaystyle\\exp(\\phi_h\\theta_v + \\sum_{l=0}^{h}\\alpha_{il})}{\\displaystyle\\sum_{l=0}^m \\exp(\\phi_h\\theta_v + \\sum_{j=0}^{l}\\alpha_{ij})}' title='P(X_{vi}=h) = \\frac{\\displaystyle\\exp(\\phi_h\\theta_v + \\sum_{l=0}^{h}\\alpha_{il})}{\\displaystyle\\sum_{l=0}^m \\exp(\\phi_h\\theta_v + \\sum_{j=0}^{l}\\alpha_{ij})}' class='latex' \/><\/p>\n<p>&nbsp;<\/p>\n<p>Now by comparing the meaning of all the symbols and applying it on the formula from PISA Technical Report &#8211; by respecting as much as possible of the notations used by them &#8211; we get<\/p>\n<p style=\"text-align: center;\"><img src='https:\/\/s0.wp.com\/latex.php?latex=P_%7Bx_i%7D%28%5Ctheta_n%29+%3D+%5Cfrac%7B%5Cdisplaystyle%5Cexp%5Csum_%7Bk%3D0%7D%5E%7Bx_i%7D%28%5Ctheta_n-%5Cdelta_i%2B%5Ctau_%7Bik%7D%29%7D%7B%5Cdisplaystyle%5Csum_%7Bh%3D0%7D%5E%7Bm_i%7D%5Cexp%5Cdisplaystyle%5Csum_%7Bk%3D0%7D%5Eh%28%5Ctheta_n-%5Cdelta_i%2B%5Ctau_%7Bik%7D%29%7D&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='P_{x_i}(\\theta_n) = \\frac{\\displaystyle\\exp\\sum_{k=0}^{x_i}(\\theta_n-\\delta_i+\\tau_{ik})}{\\displaystyle\\sum_{h=0}^{m_i}\\exp\\displaystyle\\sum_{k=0}^h(\\theta_n-\\delta_i+\\tau_{ik})}' title='P_{x_i}(\\theta_n) = \\frac{\\displaystyle\\exp\\sum_{k=0}^{x_i}(\\theta_n-\\delta_i+\\tau_{ik})}{\\displaystyle\\sum_{h=0}^{m_i}\\exp\\displaystyle\\sum_{k=0}^h(\\theta_n-\\delta_i+\\tau_{ik})}' class='latex' \/><\/p>\n<p>&nbsp;<\/p>\n<p>We see that we have to change <img src='https:\/\/s0.wp.com\/latex.php?latex=%5Ctau_%7Bij%7D&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='\\tau_{ij}' title='\\tau_{ij}' class='latex' \/> in the numerator\u00a0of\u00a0the very first formula above to <img src='https:\/\/s0.wp.com\/latex.php?latex=%5Ctau_%7Bik%7D&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='\\tau_{ik}' title='\\tau_{ik}' class='latex' \/>, and <img src='https:\/\/s0.wp.com\/latex.php?latex=x&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='x' title='x' class='latex' \/> to <img src='https:\/\/s0.wp.com\/latex.php?latex=x_i&#038;bg=ffffff&#038;fg=000000&#038;s=0' alt='x_i' title='x_i' class='latex' \/>.<\/p>\n<p>That makes sense!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In the PISA 2012 Technical Report on page 312 (chapter 16), the formula (16.3) for the Partial Credit Model is printed for computing scale parameters. Looking at it twice, one can see that something must be wrong with the subscribs used for the sumations. &nbsp; By consulting the chapter &#8220;Polytomous Rasch Models and their Estimation&#8221; &hellip; <a href=\"https:\/\/candrea.ch\/blog\/little-letters-are-also-important\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Little letters are also important<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-167","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/posts\/167"}],"collection":[{"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/comments?post=167"}],"version-history":[{"count":28,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/posts\/167\/revisions"}],"predecessor-version":[{"id":192,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/posts\/167\/revisions\/192"}],"wp:attachment":[{"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/media?parent=167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/categories?post=167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/candrea.ch\/blog\/wp-json\/wp\/v2\/tags?post=167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}