How To Decide Local Bandwidth Choice In Kernel Regression Estimation

Restore your computer to peak performance in minutes!

  • Step 1: Download and install ASR Pro
  • Step 2: Open the program and click on "Scan"
  • Step 3: Click on "Repair" to start the restoration process
  • Download the software to fix your PC by clicking here.

    Over the past few days, some of our users have encountered a known error code when choosing local bandwidth when evaluating kernel regression. This issue can occur due to several factors. Let’s discuss this now.

    This

    This article provides a quick guide to local kernel regression estimation. The computational and algorithmic new criteria for variant generalization are presented in detail, as well as the iterative plug-in rules of Brockmann, Gasser and Herrmann. new This baud rate selector supports heteroscedasticity and can also be used for non-equidistant planes. simulation study complements the article. Conventional approaches to nonparametric regression estimation even use linear methods such as kernel elimination, orthogonal series, or smoothing splines. Techniques with a global end-to-distance setting. Refined suggestions adjust distance settings locally. Recently, interest in near methods has increased due to medical research on locally adaptive wavelet methods. These wavelet methods benefit from a wide range of risks and functional learning from near-optimal asymptotic practice. However, for example, classical methods such as homemade kernel estimates with variable procarrying capacity can compete with newer methods, at least in practical terms. This may be due to extensive experience and recently developed innovative versions of algorithms. (Some theoretical aspects are discussed by Hall, Patil Martin et al.) In addition, classical methods can be easily converted to more general regression models without losing their typical structure, as the proposal of the paper is likely to show.

    <division number="4.3"> <h2 id="10"><span class="ez-toc-section" id="Bandwidth_Selection"></span> Bandwidth Selection<span class="ez-toc-section-end"></span></h2> <p>The choice of bandwidth used to estimate kernel density has practical implications for the kernel regression figure. Several core regression throughput selectors have been introduced, following plug-in and cross-validation ideas comparable to those described in section 2.4. For simplicity, we first give a brief overview of similar plug-ins for local linear regression in a single continuous predictor. Then the focus is on checking the cross-sectionalleast squares (LSCV; simply CV) because cross-design verification can be easily generalized to complex parameters, as shown in the last section. 5.1.</p> <p>As with the kde division, the first step in data selection is the key definition of an error criterion for which the (hatm(cdot;p,h).) score is appropriate. header(cdot;p,h),)</p> <p>[beginalign*mathrmISE[hatm(cdot;p,h)] :=&,int(hatm(x;p,h)-m(x))^2f(x),mathrmdx,endalign*]</p> <p>is often seen. Note that this definition is still very similar to kde’s ISE, except that (f) can come about by weighting the square of the difference: it is important to minimize the estimation error in areas where (X) is denser than . As a result, this lack of definition helps to draw attention to (hatm(cdot;p,h)) problems in closing (m) privacy costs in regions with practically n ‘data.ISE<sup >145</sup ></p> <p>(hatm(cdot;p,h)) is a non-linear value that depends directly on the selection of particular ((X_1,Y_1),ldots,(X_n,Y_n).) . . To avoid inconvenience, the conditional <sup>146</sup> MISE is often added to:</p> <p>[beginalign*mathrmMISE[hatm(cdot;p,h)&|X_1,ldots,X_n]n:=&,mathbbEleft[mathrmISE[hatm(cdot;p,h)]|X_1,ldots,X_nright]n=&,intmathbbEleft[(hatm(x;p,h)-m(x))^2|X_1,ldots,X_nright]f(x),mathrmdxn=&,intmathrmMSEleft[hatm(x;p,h)|X_1,ldots,X_nright]f(x),mathrmdx (hatm(cdot;p,h) ).Is anendalign*]</p> <p>clear focus on finding bandwidth that minimizes this error</p> <p>[beginalign*h_mathrmBET:=argmin_h>0mathrmBET[hatm(cdot;p,h)|X_1,ldots,X_n],endalign*]</p> <p>but this is a big unsolvable problem due to the lack of explicit expressions. However, since most MISEs follow dependent MSE integration, the asymptotic results can be expressed explicitly. </p> <p>In the case of local linear conditional regression, the standard deviation corresponds to the conditional square shift (4.16) and variance (4.17), also given in Theorem 4.1. This creates a conditional (hatm(cdot;p,h),) for amis (p=0,1) Id=”eq:amise-kre”>[beginalignmathrmAMISE[hatm(cdot;p,h)|X_1,ldots,X_n]=&,h^4int:</p> <p><span B_p(x)^2f(x),mathrmdxnumbern&+fracR(K)nhintsigma^2(x),mathrmdx.tag4.20endalign]</p> <p>If (p=1,) resulting AMISE optimal data id=”eq:hamise-kre”>[beginalignh_mathrmAMISE=left[fracR(K)intsigma^2(x),mathrmdxmu_2^2(K)theta_22(m)nright]^1/5,tag4 < / p></p> <p><span.21endalign]</p> <p><img src="https://bookdown.org/egarpor/PM-UC3M/PM-UC3M_files/figure-html/bwd-4-2.png" style="margin-top:20px; margin-bottom:20px; display: block; margin: 0 auto;" alt="local bandwidth choice in kernel regression estimation"></p> <p>where</p> <p>[beginalign*theta_22(m):=int(m”(x))^2f(x),mathrmdxendalign*]</p> <p>Behaves like “density-weighted curvature associated with (m)” and is similar to the term full curve cat (r(f”)),Which appears in section 2.4.</p> <p><span id="exr:exr-amise-kre">Exercise 4.11 You define (4 Po (mathrmamise[hatm(cdot;p,h)|x_1,ldots,x_n]). 20 ) Theorem 4.1.</p> <p><span id="exr:exr-hamise-kre">Exercise 4.12 Determine (4 po.21) For (h_mathrmamise) the desired expression from (mathrmAMISE[hatm( 1,h cdot ; )|X_1,ldots,X_n] Let’s then define ) the appropriate AMISE bandwidth (hatm(cdot;0,h) for.touches )</p> <p>Whatever the mass settings, it may turn out that the optimal AMISE bandwidth cannot be easily used, since it is known to be related to the curvature (m,)(theta_22( m),). probably needed. Even worse, (4,.21) also depends on the integrated dependent variance (intsigma^2(x),mathrmdx,) which is too unknown.</p> <section number="4.3.1"> <h3 id="11"><span class="ez-toc-section" id="Plugin_Rules"></span>Plugin Rules<span class="ez-toc-section-end"></span></h3> <p>Way to suggest (theta_22(m)) and (intsigma^2(x),mathrmdx,) in head normal scale info selector or (vu selector zero level plugin) in section 2.4.1 is discussed in section 4.2 in Fan et (1996) gijbels. Here a parametric global based fit was used, mainly on the quartic polynomial <sup>147</sup>(hatboldsymbolalpha):</p> <p>[beginalign*hatm_Q(x)=hatalpha_0+sum_j=1^4hatalpha_jx^j,endalign*]</p> <p>Where is the field?Quoted from ((X_1,Y_1),ldots,(X_n,Y_n).) The second output of this Go-Quart</p> <p>[beginalign*hatm_Q”(x)=2hatalpha_2+6hatalpha_3x+12hatalpha_4x^2.endalign*]</p> <p>Also, (theta_22(m)) can be written when waiting, which motivates Monte Carlo reevaluation:</p> <p>[beginalign*theta_22(m)=mathbbE[(m”(X))^2]approximatelyfrac1nsum_i=1^n(m”(X_i))^2=:hattheta_22(m). To have a possibilityendalign*]</p> <p>Hence two estimates of anabolic steroids, we replace (theta_22(m)) with (hattheta_22(hatm_Q)) in (4.21).</p> <p><img src="/posts/local-bandwidth-choice-in-kernel-regression-estimation.png" style="margin-top:20px; margin-bottom:20px; width: 50%; height: auto; display: block; margin: 0 auto;" alt="local bandwidth choice in kernel regression estimation"></p> <p>We are left with an estimate (intsigma^2(x),mathrmdx,) which we can assume to be homoscedastic and then calculate joint variance with <sup>148< /sup > /p ></p> <p>[beginalign*hatsigma_Q^2 :=frac1n-5sum_i=1^n(Y_i-hatm_Q(X_i))^2 <.endalign*]</p> <p>Although we assume that the variance can be zero beyond the support of y, (X) including (where there is no data), our team can also use (intsigma^2 (x),mathrmdx ) Replace ((X_(n)-X_(1))hatsigma_Q^2,)<sup>149</sup> with an educated guess and get the rule of thumb info selector (RT )< /p><br /><div style="background: rgba(156, 156, 156, 0.07);margin:20px 0 20px 0;padding:20px 10px 20px 10px;border: solid 1px rgba(0,0,0,0.03);text-align: left;"><h2><span class="ez-toc-section" id="Restore_your_computer_to_peak_performance_in_minutes-2"></span>Restore your computer to peak performance in minutes!<span class="ez-toc-section-end"></span></h2> <p>Is your PC running slow and constantly displaying errors? Have you been considering a reformat but don't have the time or patience? Fear not, dear friend! The answer to all your computing woes is here: <a href="https://link.advancedsystemrepairpro.com/d7b96561?clickId=webfixzone.com" target="_blank" rel="nofollow">ASR Pro</a>. This amazing software will repair common computer errors, protect you from file loss, malware, hardware failure and optimize your PC for maximum performance. So long as you have this program installed on your machine, you can kiss those frustrating and costly technical problems goodbye!</p> <li>Step 1: Download and install <a href="https://link.advancedsystemrepairpro.com/d7b96561?clickId=webfixzone.com" target="_blank" rel="nofollow">ASR Pro</a></li> <li>Step 2: Open the program and click on "Scan"</li> <li>Step 3: Click on "Repair" to start the restoration process</li> <br><a href="https://link.advancedsystemrepairpro.com/d7b96561?clickId=webfixzone.com" target="_blank" rel="nofollow" alt="download"><img src="/wp-content/download30.png" style="width:340px;"></a></div></p> </p> <a href="https://link.advancedsystemrepairpro.com/d7b96561?clickId=webfixzone.com" target="_blank" rel="nofollow"> Download the software to fix your PC by clicking here. </a> </p> <p><a href="https://webfixzone.com/sv/hur-man-bestammer-lokaliserat-bandbreddsval-i-karnregressionsuppskattning/" class="translate" hreflang="sv"><img loading="lazy" src="/wp-includes/images/flags/sv.png" width="40" height="30"></a> <a href="https://webfixzone.com/es/cuanto-tiempo-para-decidir-la-eleccion-del-ancho-de-banda-local-mientras-se-estima-la-regresion-del-kernel/" class="translate" hreflang="es"><img loading="lazy" src="/wp-includes/images/flags/es.png" width="40" height="30"></a> <a href="https://webfixzone.com/pl/jak-aby-decydowal-o-wyborze-lokalnej-przepustowosci-przez-cala-droge-szacowania-regresji-jadra/" class="translate" hreflang="pl"><img loading="lazy" src="/wp-includes/images/flags/pl.png" width="40" height="30"></a> <a href="https://webfixzone.com/nl/hoe-de-lokale-bandbreedtekeuze-te-bepalen-binnen-de-schatting-van-de-kernelregressie/" class="translate" hreflang="nl"><img loading="lazy" src="/wp-includes/images/flags/nl.png" width="40" height="30"></a> <a href="https://webfixzone.com/ko/%ec%bb%a4%eb%84%90-%ed%9a%8c%ea%b7%80-%ec%b6%94%ec%a0%95%ec%97%90%ec%84%9c-%eb%a1%9c%ec%bb%ac-%eb%8c%80%ec%97%ad%ed%8f%ad-%eb%8c%80%ec%83%81%ec%9d%84-%ea%b2%b0%ec%a0%95%ed%95%98%eb%8a%94-%eb%b0%a9/" class="translate" hreflang="ko"><img loading="lazy" src="/wp-includes/images/flags/ko.png" width="40" height="30"></a> <a href="https://webfixzone.com/pt/como-decidir-a-escolha-de-largura-de-banda-nativa-na-estimativa-de-regressao-do-kernel/" class="translate" hreflang="pt"><img loading="lazy" src="/wp-includes/images/flags/pt.png" width="40" height="30"></a> <a href="https://webfixzone.com/fr/comment-decider-du-choix-dutilisation-du-transfert-de-donnees-local-dans-lestimation-de-regression-du-noyau/" class="translate" hreflang="fr"><img loading="lazy" src="/wp-includes/images/flags/fr.png" width="40" height="30"></a> <a href="https://webfixzone.com/it/come-questo-decidera-la-stima-della-regressione-del-kernel-per-la-scelta-della-larghezza-di-banda-locale/" class="translate" hreflang="it"><img loading="lazy" src="/wp-includes/images/flags/it.png" width="40" height="30"></a> <a href="https://webfixzone.com/de/so-entscheiden-sie-bei-der-kernel-regressionsschatzung-uber-die-wahl-der-stadtbandbreite/" class="translate" hreflang="de"><img loading="lazy" src="/wp-includes/images/flags/de.png" width="40" height="30"></a> <a href="https://webfixzone.com/ru/%d0%ba%d0%b0%d0%ba-%d0%be%d0%b1%d0%bd%d0%b0%d1%80%d1%83%d0%b6%d0%b8%d1%82%d1%8c-%d0%b2%d1%8b%d0%b1%d0%be%d1%80-%d0%bb%d0%be%d0%ba%d0%b0%d0%bb%d1%8c%d0%bd%d0%be%d0%b9-%d0%bf%d1%80%d0%be%d0%bf%d1%83/" class="translate" hreflang="ru"><img loading="lazy" src="/wp-includes/images/flags/ru.png" width="40" height="30"></a></p> <div class="saboxplugin-wrap" itemtype="http://schema.org/Person" itemscope itemprop="author"><div class="saboxplugin-tab"><div class="saboxplugin-gravatar"><img src="https://webfixzone.com/wp-content/uploads/christopherreddall.jpg" width="100" height="100" alt="Christopher Reddall" itemprop="image"></div><div class="saboxplugin-authorname"><a href="https://webfixzone.com/author/christopherreddall/" class="vcard author" rel="author" itemprop="url"><span class="fn" itemprop="name">Christopher Reddall</span></a></div><div class="saboxplugin-desc"><div itemprop="description"></div></div><div class="clearfix"></div></div></div><div class='yarpp yarpp-related yarpp-related-website yarpp-template-thumbnails'> <!-- YARPP Thumbnails --> <h3>Related posts:</h3> <div class="yarpp-thumbnails-horizontal"> <a class='yarpp-thumbnail' rel='norewrite' href='https://webfixzone.com/en/how-to-ungz-a-file-in-windows/' title='How To Decide How To Make A File Innocent On Windows'> <img width="150" height="150" src="https://webfixzone.com/wp-content/uploads/2021/12/how-to-ungz-a-file-in-windows-150x150.jpg" class="attachment-thumbnail size-thumbnail wp-post-image" alt="" loading="lazy" data-pin-nopin="true" srcset="https://webfixzone.com/wp-content/uploads/2021/12/how-to-ungz-a-file-in-windows-150x150.jpg 150w, https://webfixzone.com/wp-content/uploads/2021/12/how-to-ungz-a-file-in-windows-200x200.jpg 200w, https://webfixzone.com/wp-content/uploads/2021/12/how-to-ungz-a-file-in-windows-120x120.jpg 120w" sizes="(max-width: 150px) 100vw, 150px" /><span class="yarpp-thumbnail-title">How To Decide How To Make A File Innocent On Windows</span></a> <a class='yarpp-thumbnail' rel='norewrite' href='https://webfixzone.com/en/local-groups-in-windows/' title='The Easiest Way To Restore Local Groups On Windows'> <img width="150" height="150" src="https://webfixzone.com/wp-content/uploads/2021/12/local-groups-in-windows-150x150.png" class="attachment-thumbnail size-thumbnail wp-post-image" alt="" loading="lazy" data-pin-nopin="true" srcset="https://webfixzone.com/wp-content/uploads/2021/12/local-groups-in-windows-150x150.png 150w, https://webfixzone.com/wp-content/uploads/2021/12/local-groups-in-windows-200x200.png 200w, https://webfixzone.com/wp-content/uploads/2021/12/local-groups-in-windows-120x120.png 120w" sizes="(max-width: 150px) 100vw, 150px" /><span class="yarpp-thumbnail-title">The Easiest Way To Restore Local Groups On Windows</span></a> <a class='yarpp-thumbnail' rel='norewrite' href='https://webfixzone.com/en/enable-local-administrator-account-windows-7-regedit/' title='Solution To Activate Windows 7 Regedit Local Administrator Account'> <img width="150" height="150" src="https://webfixzone.com/wp-content/uploads/2021/12/enable-local-administrator-account-windows-7-regedit-150x150.png" class="attachment-thumbnail size-thumbnail wp-post-image" alt="" loading="lazy" data-pin-nopin="true" srcset="https://webfixzone.com/wp-content/uploads/2021/12/enable-local-administrator-account-windows-7-regedit-150x150.png 150w, https://webfixzone.com/wp-content/uploads/2021/12/enable-local-administrator-account-windows-7-regedit-200x200.png 200w, https://webfixzone.com/wp-content/uploads/2021/12/enable-local-administrator-account-windows-7-regedit-120x120.png 120w" sizes="(max-width: 150px) 100vw, 150px" /><span class="yarpp-thumbnail-title">Solution To Activate Windows 7 Regedit Local Administrator Account</span></a> <a class='yarpp-thumbnail' rel='norewrite' href='https://webfixzone.com/en/nucleus-kernel-bkf-key/' title='Tips For Fixing Kernel Bkf Kernel Key'> <img width="150" height="150" src="https://webfixzone.com/wp-content/uploads/2021/11/nucleus-kernel-bkf-key-150x150.png" class="attachment-thumbnail size-thumbnail wp-post-image" alt="" loading="lazy" data-pin-nopin="true" srcset="https://webfixzone.com/wp-content/uploads/2021/11/nucleus-kernel-bkf-key-150x150.png 150w, https://webfixzone.com/wp-content/uploads/2021/11/nucleus-kernel-bkf-key-200x200.png 200w, https://webfixzone.com/wp-content/uploads/2021/11/nucleus-kernel-bkf-key-120x120.png 120w" sizes="(max-width: 150px) 100vw, 150px" /><span class="yarpp-thumbnail-title">Tips For Fixing Kernel Bkf Kernel Key</span></a> </div> </div> <div class="clear"></div> </div><!--/.entry--> </div> <div class="entry-footer group"> <p class="post-tags"><span>Tags:</span> <a href="https://webfixzone.com/tag/bias/" rel="tag">bias</a><a href="https://webfixzone.com/tag/bias-variance/" rel="tag">bias variance</a><a href="https://webfixzone.com/tag/cross-validation/" rel="tag">cross validation</a><a href="https://webfixzone.com/tag/density/" rel="tag">density</a><a href="https://webfixzone.com/tag/density-estimation/" rel="tag">density estimation</a><a href="https://webfixzone.com/tag/gaussian-kernel/" rel="tag">gaussian kernel</a><a href="https://webfixzone.com/tag/kde/" rel="tag">kde</a><a href="https://webfixzone.com/tag/kernel-density-plot/" rel="tag">kernel density plot</a><a href="https://webfixzone.com/tag/linear-regression-discontinuity/" rel="tag">linear regression discontinuity</a><a href="https://webfixzone.com/tag/locally-weighted/" rel="tag">locally weighted</a><a href="https://webfixzone.com/tag/nadaraya-watson/" rel="tag">nadaraya watson</a><a href="https://webfixzone.com/tag/nonparametric/" rel="tag">nonparametric</a><a href="https://webfixzone.com/tag/optimal-bandwidth/" rel="tag">optimal bandwidth</a><a href="https://webfixzone.com/tag/polynomial-regression/" rel="tag">polynomial regression</a><a href="https://webfixzone.com/tag/probability-density-function/" rel="tag">probability density function</a><a href="https://webfixzone.com/tag/smoothing/" rel="tag">smoothing</a></p> <div class="clear"></div> <h4 class="heading"> <i class="fas fa-hand-point-right"></i>You may also like...</h4> <div class="category-featured-cards group"> <div class="featured-card-outer"> <div class="featured-card"> <div class="featured-card-image-wrapper"> <div class="featured-card-image" style="background-image:url('https://webfixzone.com/wp-content/uploads/2021/12/installshield-wizard-not-responding-windows-8-9-490x292.jpeg');"> <a class="featured-card-link" href="https://webfixzone.com/it/risoluzione-dei-problemi-per-risolvere-la-procedura-guidata-installshield-di-windows-8-che-non-risponde/"></a> </div> </div> <div class="featured-card-content"> <div class="featured-card-category"><a href="https://webfixzone.com/category/it/" rel="category tag">Italian</a></div> <h2 class="featured-card-title"> <a href="https://webfixzone.com/it/risoluzione-dei-problemi-per-risolvere-la-procedura-guidata-installshield-di-windows-8-che-non-risponde/" rel="bookmark">Risoluzione Dei Problemi Per Risolvere La Procedura Guidata Installshield Di Windows 8 Che Non Risponde</a> </h2> </div> </div> </div> <div class="featured-card-outer"> <div class="featured-card"> <div class="featured-card-image-wrapper"> <div class="featured-card-image" style="background-image:url('https://webfixzone.com/wp-content/uploads/2022/02/steps-in-troubleshooting-a-network-6-520x292.jpg');"> <a class="featured-card-link" href="https://webfixzone.com/ru/%d1%81%d0%be%d0%b2%d0%b5%d1%82%d1%8b-%d0%bf%d0%be-%d1%83%d1%81%d1%82%d1%80%d0%b0%d0%bd%d0%b5%d0%bd%d0%b8%d1%8e-%d0%bd%d0%b5%d0%bf%d0%be%d0%bb%d0%b0%d0%b4%d0%be%d0%ba-%d0%b2-%d1%81%d0%b5%d1%82%d0%b8/"></a> </div> </div> <div class="featured-card-content"> <div class="featured-card-category"><a href="https://webfixzone.com/category/ru/" rel="category tag">Russian</a></div> <h2 class="featured-card-title"> <a href="https://webfixzone.com/ru/%d1%81%d0%be%d0%b2%d0%b5%d1%82%d1%8b-%d0%bf%d0%be-%d1%83%d1%81%d1%82%d1%80%d0%b0%d0%bd%d0%b5%d0%bd%d0%b8%d1%8e-%d0%bd%d0%b5%d0%bf%d0%be%d0%bb%d0%b0%d0%b4%d0%be%d0%ba-%d0%b2-%d1%81%d0%b5%d1%82%d0%b8/" rel="bookmark">Советы по устранению неполадок в сети</a> </h2> </div> </div> </div> </div> </div> </article> </div><!--/.content--> <div class="sidebar s1"> <div class="sidebar-content"> <ul class="post-nav"> <li class="next"><a href="https://webfixzone.com/sv/hur-man-bestammer-lokaliserat-bandbreddsval-i-karnregressionsuppskattning/" rel="next"><i class="fas fa-chevron-right"></i><strong>Next</strong> <span>Hur Man Bestämmer Lokaliserat Bandbreddsval I Kärnregressionsuppskattning</span></a></li> <li class="previous"><a href="https://webfixzone.com/es/pasos-para-reparar-el-error-usr-bin-java-definitivamente-encontrado/" rel="prev"><i class="fas fa-chevron-left"></i><strong>Previous</strong> <span>Pasos Para Reparar El Error Usr/bin/java Definitivamente Encontrado</span></a></li> <div class="clear"></div> </ul> <div id="search-2" class="widget widget_search"><form method="get" class="searchform themeform" action="https://webfixzone.com/"> <div> <input type="text" class="search" name="s" onblur="if(this.value=='')this.value='To search type and hit enter';" onfocus="if(this.value=='To search type and hit enter')this.value='';" value="To search type and hit enter" /> </div> </form></div> </div><!--/.sidebar-content--> </div><!--/.sidebar--> </div><!--/.main-inner--> </div><!--/.main--> </div><!--/.container-inner--> </div><!--/.container--> <footer id="footer"> <div id="footer-bottom"> <a id="back-to-top" href="#"><i class="fas fa-angle-up"></i></a> <div class="pad group"> <div class="grid one-full"> <div id="copyright"> <p>Webfix Zone © 2023. All Rights Reserved.</p> </div><!--/#copyright--> <div id="credit"> <p>Powered by <a href="https://wordpress.org" rel="nofollow">WordPress</a>. Theme by <a href="http://alx.media" rel="nofollow">Alx</a>.</p> </div><!--/#credit--> </div> <div class="grid one-full"> </div> </div><!--/.pad--> </div><!--/#footer-bottom--> </footer><!--/#footer--> </div><!--/#wrapper--> <link rel='stylesheet' id='yarppRelatedCss-css' href='https://webfixzone.com/wp-content/plugins/yet-another-related-posts-plugin/style/related.css?ver=5.27.8' type='text/css' media='all' /> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/contact-form-7/includes/swv/js/index.js?ver=5.6.3' id='swv-js'></script> <script type='text/javascript' id='contact-form-7-js-extra'> /* <![CDATA[ */ var wpcf7 = {"api":{"root":"https:\/\/webfixzone.com\/wp-json\/","namespace":"contact-form-7\/v1"}}; /* ]]> */ </script> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/contact-form-7/includes/js/index.js?ver=5.6.3' id='contact-form-7-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/themes/incolor/js/jquery.fitvids.js?ver=6.0.3' id='incolor-fitvids-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/themes/incolor/js/scripts.js?ver=6.0.3' id='incolor-scripts-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/themes/incolor/js/nav.js?ver=1659366444' id='incolor-nav-script-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/easy-table-of-contents/vendor/smooth-scroll/jquery.smooth-scroll.min.js?ver=2.2.0' id='ez-toc-jquery-smooth-scroll-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/easy-table-of-contents/vendor/js-cookie/js.cookie.min.js?ver=2.2.1' id='ez-toc-js-cookie-js'></script> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/easy-table-of-contents/vendor/sticky-kit/jquery.sticky-kit.min.js?ver=1.9.2' id='ez-toc-jquery-sticky-kit-js'></script> <script type='text/javascript' id='ez-toc-js-js-extra'> /* <![CDATA[ */ var ezTOC = {"smooth_scroll":"1","visibility_hide_by_default":"","width":"auto","scroll_offset":"30"}; /* ]]> */ </script> <script type='text/javascript' src='https://webfixzone.com/wp-content/plugins/easy-table-of-contents/assets/js/front.min.js?ver=2.0.34-1664989460' id='ez-toc-js-js'></script> <script> /(trident|msie)/i.test(navigator.userAgent)&&document.getElementById&&window.addEventListener&&window.addEventListener("hashchange",function(){var t,e=location.hash.substring(1);/^[A-z0-9_-]+$/.test(e)&&(t=document.getElementById(e))&&(/^(?:a|select|input|button|textarea)$/i.test(t.tagName)||(t.tabIndex=-1),t.focus())},!1); </script> </body> </html>