6:[["$","script","structured-data",{"type":"application/ld+json","dangerouslySetInnerHTML":{"__html":"$18"}}],["$","section",null,{"className":"relative overflow-hidden bg-gradient-to-b from-blue-50 via-transparent to-transparent py-6 sm:pb-12 sm:pt-12 lg:pb-12 xl:pb-24 xl:pt-24 dark:from-gray-900","children":[["$","div",null,{"className":"relative z-10","children":["$","div",null,{"className":"absolute inset-x-0 top-1/2 -z-10 flex -translate-y-1/2 justify-center overflow-hidden [mask-image:radial-gradient(50%_45%_at_50%_55%,white,transparent)]","children":["$","svg",null,{"className":"h-[60rem] w-[100rem] flex-none stroke-blue-600 opacity-20","aria-hidden":"true","children":[["$","defs",null,{"children":["$","pattern",null,{"id":"e9033f3e-f665-41a6-84ef-756f6778e6fe","width":200,"height":200,"x":"50%","y":"50%","patternUnits":"userSpaceOnUse","patternTransform":"translate(-100 0)","children":["$","path",null,{"d":"M.5 200V.5H200","fill":"none"}]}]}],["$","svg",null,{"x":"50%","y":"50%","className":"overflow-visible fill-blue-50","children":["$","path",null,{"d":"M-300 0h201v201h-201Z M300 200h201v201h-201Z","strokeWidth":0}]}],["$","rect",null,{"width":"100%","height":"100%","strokeWidth":0,"fill":"url(#e9033f3e-f665-41a6-84ef-756f6778e6fe)"}]]}]}]}],["$","div",null,{"className":"relative z-20 mx-auto max-w-7xl px-6 lg:px-8","children":["$","div",null,{"className":"mx-auto max-w-2xl flex flex-col items-center text-center","children":[["$","nav",null,{"aria-label":"breadcrumb","children":["$","ol",null,{"className":"flex flex-wrap items-center gap-1.5 break-words text-sm text-muted-foreground sm:gap-2.5","children":[["$","li",null,{"className":"inline-flex items-center gap-1.5","children":["$","a",null,{"className":"transition-colors hover:text-foreground","href":"/","children":"Home"}]}],["$","li",null,{"role":"presentation","aria-hidden":"true","className":"[&>svg]:size-3.5","children":["$","svg",null,{"width":"15","height":"15","viewBox":"0 0 15 15","fill":"none","xmlns":"http://www.w3.org/2000/svg","children":["$","path",null,{"d":"M6.1584 3.13508C6.35985 2.94621 6.67627 2.95642 6.86514 3.15788L10.6151 7.15788C10.7954 7.3502 10.7954 7.64949 10.6151 7.84182L6.86514 11.8418C6.67627 12.0433 6.35985 12.0535 6.1584 11.8646C5.95694 11.6757 5.94673 11.3593 6.1356 11.1579L9.565 7.49985L6.1356 3.84182C5.94673 3.64036 5.95694 3.32394 6.1584 3.13508Z","fill":"currentColor","fillRule":"evenodd","clipRule":"evenodd"}]}]}],["$","li",null,{"className":"inline-flex items-center gap-1.5","children":["$","a",null,{"className":"transition-colors hover:text-foreground","href":"/packages","children":"Packages"}]}],["$","li",null,{"role":"presentation","aria-hidden":"true","className":"[&>svg]:size-3.5","children":["$","svg",null,{"width":"15","height":"15","viewBox":"0 0 15 15","fill":"none","xmlns":"http://www.w3.org/2000/svg","children":["$","path",null,{"d":"M6.1584 3.13508C6.35985 2.94621 6.67627 2.95642 6.86514 3.15788L10.6151 7.15788C10.7954 7.3502 10.7954 7.64949 10.6151 7.84182L6.86514 11.8418C6.67627 12.0433 6.35985 12.0535 6.1584 11.8646C5.95694 11.6757 5.94673 11.3593 6.1356 11.1579L9.565 7.49985L6.1356 3.84182C5.94673 3.64036 5.95694 3.32394 6.1584 3.13508Z","fill":"currentColor","fillRule":"evenodd","clipRule":"evenodd"}]}]}],["$","li",null,{"className":"inline-flex items-center gap-1.5","children":["$","a",null,{"className":"transition-colors hover:text-foreground","href":"/packages/HDCI","children":"HDCI"}]}],["$","li",null,{"role":"presentation","aria-hidden":"true","className":"[&>svg]:size-3.5","children":["$","svg",null,{"width":"15","height":"15","viewBox":"0 0 15 15","fill":"none","xmlns":"http://www.w3.org/2000/svg","children":["$","path",null,{"d":"M6.1584 3.13508C6.35985 2.94621 6.67627 2.95642 6.86514 3.15788L10.6151 7.15788C10.7954 7.3502 10.7954 7.64949 10.6151 7.84182L6.86514 11.8418C6.67627 12.0433 6.35985 12.0535 6.1584 11.8646C5.95694 11.6757 5.94673 11.3593 6.1356 11.1579L9.565 7.49985L6.1356 3.84182C5.94673 3.64036 5.95694 3.32394 6.1584 3.13508Z","fill":"currentColor","fillRule":"evenodd","clipRule":"evenodd"}]}]}],["$","li",null,{"className":"inline-flex items-center gap-1.5","children":["$","span",null,{"role":"link","aria-disabled":"true","aria-current":"page","className":"font-normal text-foreground","children":"mypredict"}]}]]}]}],["$","h1",null,{"className":"text-4xl font-bold tracking-tight text-gray-900 sm:text-6xl dark:text-white mt-3","children":["$","div",null,{"className":"relative","children":"mypredict function"}]}],["$","span",null,{"children":["$","div",null,{"className":"mt-6 text-lg leading-8 text-gray-600 dark:text-white","children":["$","p","p-0",{"children":"My Predict"}]}]}],["$","$L19",null,{"copyText":"install.packages(\"HDCI\")"}]]}]}]]}],["$","div",null,{"className":"mx-auto w-full max-w-screen-xl px-2.5 pb-24","children":["$","div",null,{"className":"flex flex-col lg:flex-row gap-4 lg:gap-8","children":[["$","div",null,{"className":"lg:w-2/3","children":["$","div",null,{"className":"rounded-2xl border p1 sm:p-8","children":["$","div",null,{"className":"markdown-container","children":["$","$1a",null,{"fallback":null,"children":["$","$L1b",null,{"reason":"next/dynamic","children":["$","$L1c",null,{"content":"# My Predict\n\nReturns the predicted values.\n\n\n\n\n```r\nmypredict(object, newx)\n```\n\n## Arguments\n\n- `object`: An object from mls, Lasso, LassoOLS or PartialRidge.\n- `newx`: Matrix of the values of variables/predictors for doing prediction; each row is an observation vector.\n\n## Returns\n\nThe predicted values for a give newx matrix is returned.\n\n## Examples\n\n```r\nlibrary(\"mvtnorm\") \n\n## generate the data\nset.seed(2015)\nn <- 200 # number of obs\np <- 500\ns <- 10\nbeta <- rep(0, p)\nbeta[1:s] <- runif(s, 1/3, 1)\nx <- rmvnorm(n = n, mean = rep(0, p), method = \"svd\")\nsignal <- sqrt(mean((x %*% beta)^2))\nsigma <- as.numeric(signal / sqrt(10)) # SNR=10\ny <- x %*% beta + rnorm(n)\n\n## modified Least Squares\nset.seed(0)\nobj <- mls(x = x[, 1:20], y = y)\n# the OLS estimate of the regression coefficients\nobj$beta\n# intercept term\nobj$beta0\n# prediction\nmypredict(obj, newx = matrix(rnorm(10*20), 10, 20))\n```"}]}]}]}]}]}],["$","div",null,{"className":"lg:w-1/3 lg:border-l px-1 sm:px-8 pt-8 sm:pt-1","children":[["$","div",null,{"className":"mb-8 space-y-8","children":[["$","a",null,{"href":"/packages/HDCI","className":"w-full inline-flex items-center justify-center p-4 text-base font-medium text-gray-600 rounded-lg bg-muted hover:text-gray-900 hover:bg-gray-100 dark:text-gray-400 dark:bg-gray-800 dark:hover:bg-gray-700 dark:hover:text-white","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-package mr-4 h-6 w-6","children":[["$","path","1c824w",{"d":"m7.5 4.27 9 5.15"}],["$","path","hh9hay",{"d":"M21 8a2 2 0 0 0-1-1.73l-7-4a2 2 0 0 0-2 0l-7 4A2 2 0 0 0 3 8v8a2 2 0 0 0 1 1.73l7 4a2 2 0 0 0 2 0l7-4A2 2 0 0 0 21 16Z"}],["$","path","g66t2b",{"d":"m3.3 7 8.7 5 8.7-5"}],["$","path","d0xqtd",{"d":"M12 22V12"}],"$undefined"]}],["$","span",null,{"className":"w-full","children":["HDCI"," package"]}]]}],["$","a",null,{"href":"https://cran.r-project.org/web/packages/HDCI/HDCI.pdf","target":"_blank","rel":"noopener noreferrer","className":"w-full inline-flex items-center justify-center p-4 text-base font-medium text-gray-600 rounded-lg bg-muted hover:text-gray-900 hover:bg-gray-100 dark:text-gray-400 dark:bg-gray-800 dark:hover:bg-gray-700 dark:hover:text-white","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-book mr-4 h-6 w-6","children":[["$","path","t4utmx",{"d":"M4 19.5v-15A2.5 2.5 0 0 1 6.5 2H20v20H6.5a2.5 2.5 0 0 1 0-5H20"}],"$undefined"]}],["$","span",null,{"className":"w-full","children":"Read PDF manual"}]]}]]}],["$","div",null,{"children":["$","ul",null,{"className":"space-y-4 my-12","children":[["$","li",null,{"children":["$","div",null,{"className":"inline-flex","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-user mr-4 h-6 w-6","children":[["$","path","975kel",{"d":"M19 21v-2a4 4 0 0 0-4-4H9a4 4 0 0 0-4 4v2"}],["$","circle","17ys0d",{"cx":"12","cy":"7","r":"4"}],"$undefined"]}]," Maintainer: ","Xin Xu"]}]}],["$","li",null,{"children":["$","div",null,{"className":"inline-flex","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-scale mr-4 h-6 w-6","children":[["$","path","7g6ntu",{"d":"m16 16 3-8 3 8c-.87.65-1.92 1-3 1s-2.13-.35-3-1Z"}],["$","path","ijws7r",{"d":"m2 16 3-8 3 8c-.87.65-1.92 1-3 1s-2.13-.35-3-1Z"}],["$","path","1b0cd5",{"d":"M7 21h10"}],["$","path","108xh3",{"d":"M12 3v18"}],["$","path","3gwbw2",{"d":"M3 7h2c2 0 5-1 7-2 2 1 5 2 7 2h2"}],"$undefined"]}]," License: ","GNU General Public License version 2"]}]}],["$","li",null,{"children":["$","div",null,{"className":"inline-flex","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":24,"height":24,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-calendar-days mr-4 h-6 w-6","children":[["$","path","1cmpym",{"d":"M8 2v4"}],["$","path","4m81vk",{"d":"M16 2v4"}],["$","rect","1hopcy",{"width":"18","height":"18","x":"3","y":"4","rx":"2"}],["$","path","8toen8",{"d":"M3 10h18"}],["$","path","6423bh",{"d":"M8 14h.01"}],["$","path","1etili",{"d":"M12 14h.01"}],["$","path","1gbofw",{"d":"M16 14h.01"}],["$","path","lrp35t",{"d":"M8 18h.01"}],["$","path","mhygvu",{"d":"M12 18h.01"}],["$","path","kzsmim",{"d":"M16 18h.01"}],"$undefined"]}],"Last published: ","2017-06-06"]}]}],null]}]}],["$","div",null,{"className":"mb-8","children":[["$","p",null,{"className":"border-b pb-1","children":"Useful links"}],["$","ul",null,{"className":"space-y-2 my-4","children":[]}]]}],["$","$L1d",null,{"Package":"HDCI"}]]}]]}]}]]