305 citations · 711 across the 12 of their papers we have counts for
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cs.LG2017★ 43 cited
A survey of dimensionality reduction techniques based on random projection
Haozhe Xie, Jie Li, Hanqing Xue
Dimensionality reduction techniques play important roles in the analysis of big data. Traditional dimensionality reduction approaches, such as principal component analysis (PCA) an…
cs.LG2016★ 73 cited
Comparison among dimensionality reduction techniques based on Random Projection for cancer classification
Haozhe Xie, Jie Li, Qiaosheng Zhang +1
Random Projection (RP) technique has been widely applied in many scenarios because it can reduce high-dimensional features into low-dimensional space within short time and meet the…