In order to solve the problem of poor interpretability of support vector re- gression （SVR） applied in quantitative structure-property relationship （QSPR）, a com- plete set of explanatory system for SVR was establ...In order to solve the problem of poor interpretability of support vector re- gression （SVR） applied in quantitative structure-property relationship （QSPR）, a com- plete set of explanatory system for SVR was established based on F-test, The nov- el explanatory system includes significance tests of model and single-descriptor im- portance, single-descriptor effect and sensitivity analysis, and significance tests of interaction between two descriptors, etc. The results of example indicated that the explanatory results of the new system were consistent well with those of stepwise linear regression model and quadratic polynomial stepwise regression model. The explanatory SVR model will play an important role in regression analysis such as QSPR.展开更多
Confucianism thought has had an important role in many aspects of Chinese,and it has become the shared national spirit of Chinese nation. The core of Confucianism thought is the thought of benevolence,a great recreati...Confucianism thought has had an important role in many aspects of Chinese,and it has become the shared national spirit of Chinese nation. The core of Confucianism thought is the thought of benevolence,a great recreation of Chinese ancient great ideologists and educators,which is based on ritual and music culture of Confucianism,reflecting the philosophy of zeitgeist in various stages of social changes. The paper begins with the statement of connotation of the thought of benevolence in Confucianism. Then,six aspects of the thought,the benevolent loving others,principle of benevolence and loyalty,loving all people and animals,etc. are interpreted,including the practical significance of the thought,which provides effective reference for the application of the thought of benevolence in the present construction of harmonious society.展开更多
基金Supported by Industrialization Cultivation Projects in Colleges and Universities of Hunan Province(13CY030)Natural Science Foundation of Hunan Province(12JJ6026)Colleges and Universities Open Innovation Platform Fund of Hunan Province(14K053,15K066)~~
文摘In order to solve the problem of poor interpretability of support vector re- gression （SVR） applied in quantitative structure-property relationship （QSPR）, a com- plete set of explanatory system for SVR was established based on F-test, The nov- el explanatory system includes significance tests of model and single-descriptor im- portance, single-descriptor effect and sensitivity analysis, and significance tests of interaction between two descriptors, etc. The results of example indicated that the explanatory results of the new system were consistent well with those of stepwise linear regression model and quadratic polynomial stepwise regression model. The explanatory SVR model will play an important role in regression analysis such as QSPR.
基金This paper is supported by the Teaching Research Project of Hubei Provincial Department of Education,“Research on the Cause and Solution of Chinese Cultural Deficiency in EFL Teaching in Hubei Province-run Colleges and Universities”(2016261)the 12th Five-Year-Plan Project of Hubei Educational Science“Formative Assessment of University English Teachers in Hubei”(2014B075)
文摘Confucianism thought has had an important role in many aspects of Chinese,and it has become the shared national spirit of Chinese nation. The core of Confucianism thought is the thought of benevolence,a great recreation of Chinese ancient great ideologists and educators,which is based on ritual and music culture of Confucianism,reflecting the philosophy of zeitgeist in various stages of social changes. The paper begins with the statement of connotation of the thought of benevolence in Confucianism. Then,six aspects of the thought,the benevolent loving others,principle of benevolence and loyalty,loving all people and animals,etc. are interpreted,including the practical significance of the thought,which provides effective reference for the application of the thought of benevolence in the present construction of harmonious society.
