Among used machine learning methods, the gradient descent method is widely used to train various classifiers, such as Back-propagation neural network and linear text classifier. However, the gradient descent method is easily trapped into a local minimum and slowly converges. Thus, this study presents a gradient forecasting search method based on prediction methods to enhance the performance of the gradient descent method in order to develop a more efficient and precise machine learning method for Web mining.However, a prediction method with few sample data items and precise forecasting ability is a key issue to the gradient forecasting search method. Applying statistic-based prediction methods to implement GFSM is unsuitable because they require a large number of data items to model a prediction model. In the contrast with statistic-based prediction methods, GM(1,1) grey prediction model does not need a large number of data items to build a prediction model, and it has low computational load. However, the original GM(1,1) grey prediction model uses a mathematical hypothesis and approximation to transform a continuous differential equation into a discrete difference equation in order to model a forecasting model.

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In order to overcome the technological difficulties encountered in the course of insulation fault diagnosis on the base of dissolved gases analysis, several kinds of mathematic models and actualized methods are brought forward to improve the reliability and veracity of fault diagnosis of transformers. The research works are shown mainly as followings:1 A modified fuzzy multi-criteria method is brought forward for insulation fault diagnosis of transformer. Furthermore, a new method for insulation fault diagnosis is proposed on the base of fuzzy multi-criteria together with rule reasoning. With fuzzy diagnosis in the method, fault reasons are filtrated and then the reasons in low probability are prohibited, Moreover, the left reasons are testified by using rule reasoning and then final concludes are drawn in much less misjudge probability and better results.2 On the base of geometry characteristics of C- partition to sample set of DGA data of transformer, a method is put forward to compute effective radius of neighbor field of a sample, number of clusters and values of initial centers. Moreover, the fuzzy C- means cluster model with adaptive weight is brought forward in the first time and then the fault classifier is designed for insulation fault diagnosis of transformer.3 According to the weakness of the degree of gray of gray incidence, a new formula to compute DGI is put forward and then incidence order criterion is ascertained. Moreover, a new DGI model for fault diagnosis is proposed according to the further analysis to relationship between fault reason and content of oil dissolved gases of transformer.

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The researcher provides suggestions for further development in the following eight respects:(1) promote the union catalog of ISBNnet to libraries with limited human resources so as to improve the administration efficiency;(2) integrate the personalized service functions into the library acquisition system in order to provide customized alert services for new publication information;(3) embrace RSS into the library acquisition system to make it easy for library users to request real-time purchase recommendation;(4) add the mechanism for group learning to the library acquisition system to facilitate the sharing of professional knowledge and interaction;(5) appeal to the Central Trust of China in Taiwan to amend the regulation on order arrival rate in the Inter-Entity Supply Contract;(6) advocate the union catalog to include bibliographic records of publications in languages other than Chinese;(7) encourage the library to launch more practices of e-services to enhance administrative efficacy;(8) improve the quality of other library services by employing the action research method in library practices.

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At present, experts have agreed to two items will be declared as non-material cultural heritage in Beijing, and its future development proposals: on the "Wang Mazi" scissors language to express the production process to be refined, accurate, and should be added to original documentation information, highlight the important heritage; and to conduct all-round video bonesetting preservation, in order to further study the future of medicine bonesetting excavation collated in order to better transmission.

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