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For every <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\epsilon &gt;0$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n<mml:mrow>\n<mml:mi>\u03f5<\/mml:mi>\n<mml:mo>&gt;<\/mml:mo>\n<mml:mn>0<\/mml:mn>\n<\/mml:mrow>\n<\/mml:math><\/jats:alternatives><\/jats:inline-formula>, this bound is <jats:inline-formula><jats:alternatives><jats:tex-math>$$n^{1+\\epsilon }\\exp O(k)$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n<mml:mrow>\n<mml:msup>\n<mml:mi>n<\/mml:mi>\n<mml:mrow>\n<mml:mn>1<\/mml:mn>\n<mml:mo>+<\/mml:mo>\n<mml:mi>\u03f5<\/mml:mi>\n<\/mml:mrow>\n<\/mml:msup>\n<mml:mo>exp<\/mml:mo>\n<mml:mi>O<\/mml:mi>\n<mml:mrow>\n<mml:mo>(<\/mml:mo>\n<mml:mi>k<\/mml:mi>\n<mml:mo>)<\/mml:mo>\n<\/mml:mrow>\n<\/mml:mrow>\n<\/mml:math><\/jats:alternatives><\/jats:inline-formula>, which matches a hardness result of Abboud et al. (in: Proceedings of the Twenty-Seventh Annual ACM-SIAM Symposium on Discrete Algorithms, 2016. <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"doi\" xlink:href=\"https:\/\/doi.org\/10.1137\/1.9781611974331.ch28\">10.1137\/1.9781611974331.ch28<\/jats:ext-link>) and closes an open problem in the multivariate analysis of polynomial-time computation. To this end, we show that the analysis of an algorithm of Cabello and Knauer (Comput Geom 42:815\u2013824, 2009. <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"doi\" xlink:href=\"https:\/\/doi.org\/10.1016\/j.comgeo.2009.02.001\">10.1016\/j.comgeo.2009.02.001<\/jats:ext-link>) in the regime of non-constant treewidth can be improved by revisiting the analysis of orthogonal range searching, improving bounds of the form <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\log ^d n$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n<mml:mrow>\n<mml:msup>\n<mml:mo>log<\/mml:mo>\n<mml:mi>d<\/mml:mi>\n<\/mml:msup>\n<mml:mi>n<\/mml:mi>\n<\/mml:mrow>\n<\/mml:math><\/jats:alternatives><\/jats:inline-formula> to <jats:inline-formula><jats:alternatives><jats:tex-math>$$\\left( {\\begin{array}{c}d+\\lceil \\log n\\rceil \\\\ d\\end{array}}\\right)$$<\/jats:tex-math><mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n<mml:mfenced>\n<mml:mrow>\n<mml:mtable>\n<mml:mtr>\n<mml:mtd>\n<mml:mrow>\n<mml:mi>d<\/mml:mi>\n<mml:mo>+<\/mml:mo>\n<mml:mo>\u2308<\/mml:mo>\n<mml:mo>log<\/mml:mo>\n<mml:mi>n<\/mml:mi>\n<mml:mo>\u2309<\/mml:mo>\n<\/mml:mrow>\n<\/mml:mtd>\n<\/mml:mtr>\n<mml:mtr>\n<mml:mtd>\n<mml:mrow>\n<mml:mrow\/>\n<mml:mi>d<\/mml:mi>\n<\/mml:mrow>\n<\/mml:mtd>\n<\/mml:mtr>\n<\/mml:mtable>\n<\/mml:mrow>\n<\/mml:mfenced>\n<\/mml:math><\/jats:alternatives><\/jats:inline-formula>, as originally observed by Monier (J Algorithms 1:60\u201374, 1980. <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"doi\" xlink:href=\"https:\/\/doi.org\/10.1016\/0196-6774(80)90005-X\">10.1016\/0196-6774(80)90005-X<\/jats:ext-link>). We also investigate the parameterization by vertex cover number.<\/jats:p>","DOI":"10.1007\/s00453-020-00680-z","type":"journal-article","created":{"date-parts":[[2020,3,14]],"date-time":"2020-03-14T09:03:04Z","timestamp":1584176584000},"page":"2292-2315","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Multivariate Analysis of Orthogonal Range Searching and Graph Distances"],"prefix":"10.1007","volume":"82","author":[{"given":"Karl","family":"Bringmann","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9078-4512","authenticated-orcid":false,"given":"Thore","family":"Husfeldt","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"M\u00e5ns","family":"Magnusson","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,3,14]]},"reference":[{"key":"680_CR1","doi-asserted-by":"publisher","unstructured":"Abboud, A., Williams, V.V., Wang, J.R.: Approximation and fixed parameter subquadratic algorithms for radius and diameter in sparse graphs. 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