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Support vector machine prediction of enzyme function with conjoint triad feature and hierarchical context

Background Enzymes are known as the largest class of proteins and their functions are usually annotated by the Enzyme Commission (EC), which uses a hierarchy structure, i.e., four numbers separated by periods, to classify the function of enzymes. Automatically categorizing enzyme into the EC hierarchy is crucial to understand its specific molecular mechanism. Results In this...

Periodic-peristole agitation for process enhancement of butanol fermentation

Background Mass transfer plays an important role in determining the efficiency of the biofuel conversion. However, adverse effect of shear stress from traditional agitation inhibits the cell growth and production of biofuels. How to enhance the mass transfer with less adverse effect is considered as one of the important bioengineering issues. Results In this study, a novel...

Least Square Support Tensor Regression Machine Based on Submatrix of the Tensor

Correspondence should be addressed to Zhi-Xia Yang; moc.anis@xhzgnayjx Received 14 March 2017; Revised 10 October 2017; Accepted 15 October 2017; Published 9 November 2017 Academic Editor: Gisella Tomasini ... Copyright © 2017 Tuo Shu and Zhi-Xia Yang. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any

Least Square Support Tensor Regression Machine Based on Submatrix of the Tensor

Correspondence should be addressed to Zhi-Xia Yang; moc.anis@xhzgnayjx Received 14 March 2017; Revised 10 October 2017; Accepted 15 October 2017; Published 9 November 2017 Academic Editor: Gisella Tomasini ... Copyright © 2017 Tuo Shu and Zhi-Xia Yang. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any

Least Square Support Tensor Regression Machine Based on Submatrix of the Tensor

Correspondence should be addressed to Zhi-Xia Yang; moc.anis@xhzgnayjx Received 14 March 2017; Revised 10 October 2017; Accepted 15 October 2017; Published 9 November 2017 Academic Editor: Gisella Tomasini ... Copyright © 2017 Tuo Shu and Zhi-Xia Yang. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any

ZP3 is Required for Germinal Vesicle Breakdown in Mouse Oocyte Meiosis

-Lei Gao, Chun-Xiang Zhou, Xiao-Lan Zhang, Peng Liu, Zhen Jin, Gang-Yi Zhu, Yang Ma, Jing Li, Zhi-Xia Yang & Dong Zhang AuthorsSearch for Lei-Lei Gao in:Nature Research journals • PubMed • Google ... in:Nature Research journals • PubMed • Google ScholarSearch for Jing Li in:Nature Research journals • PubMed • Google ScholarSearch for Zhi-Xia Yang in:Nature Research journals • PubMed • Google ScholarSearch

A Learning Framework of Nonparallel Hyperplanes Classifier

Received 21 June 2014; Revised 19 September 2014; Accepted 19 September 2014 Academic Editor: Qiankun Song Copyright © 2015 Zhi-Xia Yang et al. This is an open access article distributed under the