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Transferring Inter-Class Correlation [article]

Hui Wen, Yue Wu, Chenming Yang, Jingjing Li, Yue Zhu, Xu Jiang, Hancong Duan
2020 arXiv   pre-print
The Teacher-Student (T-S) framework is widely utilized in the classification tasks, through which the performance of one neural network (the student) can be improved by transferring knowledge from another trained neural network (the teacher). Since the transferring knowledge is related to the network capacities and structures between the teacher and the student, how to define efficient knowledge remains an open question. To address this issue, we design a novel transferring knowledge, the
more » ... ttention based Inter-Class Correlation (ICC) map in the output layer, and propose our T-S framework, Inter-Class Correlation Transfer (ICCT).
arXiv:2008.10444v1 fatcat:ylupjw3jmnbullt2646glaq44i

Higher Blood Lead Level Is Associated With Increased Likelihood of Abdominal Aortic Calcification

Zheng Qin, Hancong Li, Yingfei Xu, Jiameng Li, Baihai Su, Ruoxi Liao
2021 Frontiers in Cardiovascular Medicine  
Copyright © 2021 Qin, Li, Xu, Li, Su and Liao. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY).  ... 
doi:10.3389/fcvm.2021.747498 pmid:34722678 pmcid:PMC8551720 fatcat:7fyw5nnc5ng4lp4nprlcctt7vi

Antimicrobial compounds were isolated from the secondary metabolites of Gordonia, a resident of intestinal tract of Periplaneta americana

Yan Ma, Minhua Xu, Hancong Liu, Tiantian Yu, Ping Guo, Wenbin Liu, Xiaobao Jin
2021 AMB Express  
(Torres-Mendoza et al. 2020; Xu et al. 2020) Endogenous microorganisms of insects and plants have attracted much attention in recent years.  ...  In order to cope with the emergence of drug resistance, scientific efforts have been aimed at the bioprospecting of microorganisms' Open Access *Correspondence: jinxf2001@163.com † Yan Ma and Minhua Xu  ... 
doi:10.1186/s13568-021-01272-y fatcat:w4ndi75wfbfjvetd4hxhmfudfu

Correlation analysis of the total IgY level in hen serum, egg yolk and offspring serum

Hancong Sun, Sirui Chen, Xia Cai, Guiyun Xu, Lujiang Qu
2013 Journal of Animal Science and Biotechnology  
The correlation between IgY levels of the serum and the yolk has been well documented in wild and domestic birds. The levels of total yolk IgY can be an index of the general health status of birds and may contribute to breeding programs when fitness of the offspring is a concern. We measured the levels of total serum IgY and yolk IgY in three different breeds (White Leghorn, Silkie and Dongxiang blue-shell) using indirect ELISA, and found that there was a significantly positive correlation
more » ... en the levels of total serum IgY and total yolk IgY in all three breeds (White Leghorn: r = 0.404, P < 0.001, n = 100; Silkie: r = 0.561, P < 0.001, n = 70; Dongxiang blue-shell: r = 0.619, P < 0.001, n = 30). We also measured the total serum IgY levels in the 3-day-old offspring hatched from the Silkie hens and results were significantly correlated for serum IgY levels (r = 0.535, P < 0.001, n = 70) and the yolk IgY levels (r = 0.481, P < 0.001, n = 70). The regression analysis showed simple linear regression between IgY levels in hen serum, yolk and offspring serum. Our results suggest that total IgY level could be used as an index for chicken fitness.
doi:10.1186/2049-1891-4-10 pmid:23497583 pmcid:PMC3605145 fatcat:ag3kcjh7rvhjdnixz5zihvdw3e

Autoregressive Dragonfly Optimization for Multiobjective Task Scheduling (ADO-MTS) in Mobile Cloud Computing

Matish Garg, Department of Computer Science and Applications, Kurukshetra University, Kurukshetra-136119, Haryana, India., Rajender Nath, Department of Computer Science and Applications, Kurukshetra University, Kurukshetra-136119, Haryana, India.
2020 Maǧallaẗ al-abḥāṯ al-handasiyyaẗ  
The formulation of these parameters is similar to that presented in Xu et al.(2016) .  ...  A scheduling scheme, called PreAntPolicy, was designed by Hancong Duan et al. (2017) using a prediction model depending on fractal mathematics and Ant Colony Algorithm (ACA)-based scheduler.  ... 
doi:10.36909/jer.v8i3.7643 fatcat:x72h75tyl5auvaznd57ajybs3y

Page 1701 of Mathematical Reviews Vol. , Issue Index [page]

Mathematical Reviews  
(Summary) 97m:70045 70L05 (70H0S) Zhu, Wei Yong (with Liu, Hancong; Duan, Xiaodong) Joint model and criterion optimal experiment design.  ...  (Summary) 97k:68131 68R10 (05SC15) Zhu, Xu Sheng (with Xu, Chao Jiang) The inverses of a class of degenerate elliptic operators. (Chinese. Chinese summary) Chinese Ann. Math. Ser.  ... 

Immersed boundary method for multiphase transport phenomena

Wei Xiao, Hancong Zhang, Kun Luo, Chaoli Mao, Jianren Fan
2020 Reviews in chemical engineering  
To avoid numerical instability due to the introduction of some constant parameters in these forcing models, Xu (2012 Xu ( , 2008 Xu ( , 2009 Xu ( , 2011 presented an explicit approach to decompose the  ...  Xu and Pearson (2015) derived jump conditions for the triangular mesh system in three-dimensional simulations.  ... 
doi:10.1515/revce-2019-0076 fatcat:cb2dpet4fvharl2y2nmzzbpmz4

Design and Characterisation of an MRI Compatible Human Brain PET Insert by Means of Simulation and Experimental Studies

Mirjam Lenz, Bergische Universität Wuppertal
2020
The simulated and reconstructed data was provided by Hancong Xu 2 .  ...  Particularly supportive and helpful to me were my office colleagues Liliana Lourenco Caldeira and Hancong Xu.  ... 
doi:10.25926/d4s5-bc37 fatcat:use5uckttrac3mqdipwf4lyjl4

Proceedings Of The 18Th International Conference On Biomedical Applications Of Electrical Impedance Tomography [article]

Alistair Boyle, Ryan Halter, Ethan Murphy, Andy Adler
2017 Zenodo  
Optimal Design of a Planar Miniature EIT Sensor for 3D Cell Imaging Yunjie Yang, Hancong Wu and Jiabin Jia Agile Tomography Group , School of Engineering, University of Edinburgh, Edinburgh, UK, jiabin.jia  ...  Maximum / Best matched volume (𝐦𝐦 𝟑 ) Matched period (second) Overall error: mean / std (𝐦𝐦 𝟑 ) 7.7/ 5 and 6.2 (mm) 32-40 and 61-66 (s) 0.03/1.17 (mm) 690/520-640 (mm 3 ) 58-76 (s) 111/35 (mm 3 ) Min Xu  ... 
doi:10.5281/zenodo.601555 fatcat:qhwameib6rd43krznqytsaeju4

Proceedings Of The 18Th International Conference On Biomedical Applications Of Electrical Impedance Tomography [article]

Alistair Boyle, Ryan Halter, Ethan Murphy, Andy Adler
2017 Zenodo  
Optimal Design of a Planar Miniature EIT Sensor for 3D Cell Imaging Yunjie Yang, Hancong Wu and Jiabin Jia Agile Tomography Group , School of Engineering, University of Edinburgh, Edinburgh, UK, jiabin.jia  ...  Maximum / Best matched volume (𝐦𝐦 𝟑 ) Matched period (second) Overall error: mean / std (𝐦𝐦 𝟑 ) 7.7/ 5 and 6.2 (mm) 32-40 and 61-66 (s) 0.03/1.17 (mm) 690/520-640 (mm 3 ) 58-76 (s) 111/35 (mm 3 ) Min Xu  ... 
doi:10.5281/zenodo.557093 fatcat:qn6cu4oazrefhmqgo6ykd4jxma