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.+Unfortunately%252C+these+methods+are+computationally+expensive%252C+making+the+projection+of+data+streams+in+real-time+a+non-trivial+task.+In+this+study%252C+we+introduce+a+novel+variant+of+UMAP%252C+called+approximate+UMAP+(aUMAP).+It+aims+at+generating+rapid+projections+for+real-time+introspection.+To+study+its+suitability+for+real-time+projecting%252C+we+benchmark+the+methods+against+standard+UMAP+and+its+neural+network+counterpart+parametric+UMAP.+Our+results+show+that+approximate+UMAP+delivers+projections+that+replicate+the+projection+space+of+standard+UMAP+while+decreasing+projection+speed+by+an+order+of+magnitude+and+maintaining+the+same+training+time.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.30dad35abf6f6040955a7e9e19bbab54%3frik%3duy%252fmdMN9OmCeJw%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Umap+Algorithm+or+Psuedocode&FORM=IRPRST&ck=1C7CF7FA0747D66D8A6A9DDBE56465F7&selectedIndex=26&itb=0)
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