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Full-Text Articles in Engineering
Enhancement Of Viable Adipose-Derived Stem Cells In Lipoaspirate By Buffering Tumescent With Sodium Bicarbonate, Ashish Francis Md, Wei Z. Wang Md, Joshua J. Goldman Md, Xin-Hua Fang Mt, Shelley J. Williams Ms, Richard C. Baynosa Md; Facs
Enhancement Of Viable Adipose-Derived Stem Cells In Lipoaspirate By Buffering Tumescent With Sodium Bicarbonate, Ashish Francis Md, Wei Z. Wang Md, Joshua J. Goldman Md, Xin-Hua Fang Mt, Shelley J. Williams Ms, Richard C. Baynosa Md; Facs
School of Medicine Faculty Publications
Background: Fat grafting is a growing field within plastic surgery. Adipose-derived stem cells (ASCs) and stromal vascular fracture (SVF) may have a role in fat graft survival. Our group previously demonstrated a detrimental effect on ASC survival by the lidocaine used in tumescent solution. Sodium bicarbonate (SB) buffers the acidity of lidocaine. The purpose of this study was to determine whether SB buffering is a practical method to reduce ASC and SVF apoptosis and necrosis seen with common lidocaine-containing tumescent solution. Methods: Human patients undergoing bilateral liposuction for any indication were included in this study. An internally controlled, split-body design …
Two-Stage Bagging Pruning For Reducing The Ensemble Size And Improving The Classification Performance, Hua Zhang, Yujie Song, Bo Jiang, Bi Chen, Guogen Shan
Two-Stage Bagging Pruning For Reducing The Ensemble Size And Improving The Classification Performance, Hua Zhang, Yujie Song, Bo Jiang, Bi Chen, Guogen Shan
Environmental & Occupational Health Faculty Publications
Ensemble methods, such as the traditional bagging algorithm, can usually improve the performance of a single classifier. However, they usually require large storage space as well as relatively time-consuming predictions. Many approaches were developed to reduce the ensemble size and improve the classification performance by pruning the traditional bagging algorithms. In this article, we proposed a two-stage strategy to prune the traditional bagging algorithm by combining two simple approaches: accuracy-based pruning (AP) and distance-based pruning (DP). These two methods, as well as their two combinations, “AP+DP” and “DP+AP” as the two-stage pruning strategy, were all examined. Comparing with the single …