Predictive Business Process Monitoring(PBPM)is a significant research area in Business Process Management(BPM)aimed at accurately forecasting future behavioral events.At present,deep learning methods are widely cited ...Predictive Business Process Monitoring(PBPM)is a significant research area in Business Process Management(BPM)aimed at accurately forecasting future behavioral events.At present,deep learning methods are widely cited in PBPM research,but no method has been effective in fusing data information into the control flow for multi-perspective process prediction.Therefore,this paper proposes a process prediction method based on the hierarchical BERT and multi-perspective data fusion.Firstly,the first layer BERT network learns the correlations between different category attribute data.Then,the attribute data is integrated into a weighted event-level feature vector and input into the second layer BERT network to learn the impact and priority relationship of each event on future predicted events.Next,the multi-head attention mechanism within the framework is visualized for analysis,helping to understand the decision-making logic of the framework and providing visual predictions.Finally,experimental results show that the predictive accuracy of the framework surpasses the current state-of-the-art research methods and significantly enhances the predictive performance of BPM.展开更多
Enterprise＇s post monetization management is one of the important achievements of business management innovation. The paper defines the meaning of enterprise＇s post monetization management mechanism, which includes ...Enterprise＇s post monetization management is one of the important achievements of business management innovation. The paper defines the meaning of enterprise＇s post monetization management mechanism, which includes benefit, supply, demand, competition and incentive mechanism, and specifically explains the meaning and function of each subsystem in order to profoundly crystallize and grasp the importance of enterprise＇s post monetization management in the aspect of raising business management level.展开更多
Family farm is a new type of agricultural operation,and the research on ecological compensation for its production behavior is conducive to consolidating the basic position of agriculture and protecting agricultural r...Family farm is a new type of agricultural operation,and the research on ecological compensation for its production behavior is conducive to consolidating the basic position of agriculture and protecting agricultural resources and environment.By summarizing and drawing lessons from the domestic research results in related fields,the family farm is selected as the object,and the opportunity cost method is used to analyze the setting of the ecological compensation standard of the family farm.The basic framework of ecological compensation mechanism of family farm is constructed from three aspects:ecological compensation responsibility determination mechanism;compensation object establishment mechanism;compensation standard determination and mode selection mechanism.The operation mechanism of ecological compensation of family farm is analyzed from three aspects:farmer;farm production;resources and environment.The results show that the family farms'pursuit of agricultural products and ecological services is the response mechanism of ecological compensation for their production behavior.On the basis of this,this paper puts forward some measures and suggestions to ensure the ecological compensation mechanism of family farms from three aspects:perfecting the land use system;widening the compensation channels;constructing the green GDP accounting.展开更多
It has been widely believed that trust is the basis for on-line trading by both academia and practice. The process of f initial trust formation is a dynamic and repeated process. In the electric business environment, ...It has been widely believed that trust is the basis for on-line trading by both academia and practice. The process of f initial trust formation is a dynamic and repeated process. In the electric business environment, this work chose to research the first phase of the process, which is initial trust. The Writer established dynamic model of initial trust formation biased on theory of planned behavior with other theories, such as TAM and social exchange theory, after micro-analyzing this formation mechanism from. in order to confirming effectiveness of the dynamic model, the writer adopted empirical study, from which writer got an order of. From the result of empirical study, we got the strength order of main factors that can influence the establishment of initial trust.展开更多
Business English is a newly developed applied discipline quite different from the traditional English discipline, and it requires different qualities for Business English teachers. This paper attempts to explore the s...Business English is a newly developed applied discipline quite different from the traditional English discipline, and it requires different qualities for Business English teachers. This paper attempts to explore the specific professional qualities required of Business English teachers and put forward teacher development mechanisms for the purpose of promoting professionalism of Business English teachers and facilitating construction and development of the Business English discipline.展开更多
基金Supported by the National Natural Science Foundation,China(No.61402011)the Open Project Program of the Key Laboratory of Embedded System and Service Computing of Ministry of Education(No.ESSCKF2021-05).
文摘Predictive Business Process Monitoring(PBPM)is a significant research area in Business Process Management(BPM)aimed at accurately forecasting future behavioral events.At present,deep learning methods are widely cited in PBPM research,but no method has been effective in fusing data information into the control flow for multi-perspective process prediction.Therefore,this paper proposes a process prediction method based on the hierarchical BERT and multi-perspective data fusion.Firstly,the first layer BERT network learns the correlations between different category attribute data.Then,the attribute data is integrated into a weighted event-level feature vector and input into the second layer BERT network to learn the impact and priority relationship of each event on future predicted events.Next,the multi-head attention mechanism within the framework is visualized for analysis,helping to understand the decision-making logic of the framework and providing visual predictions.Finally,experimental results show that the predictive accuracy of the framework surpasses the current state-of-the-art research methods and significantly enhances the predictive performance of BPM.
文摘Enterprise＇s post monetization management is one of the important achievements of business management innovation. The paper defines the meaning of enterprise＇s post monetization management mechanism, which includes benefit, supply, demand, competition and incentive mechanism, and specifically explains the meaning and function of each subsystem in order to profoundly crystallize and grasp the importance of enterprise＇s post monetization management in the aspect of raising business management level.
基金National Natural Science Foundation of China(71703001)Scientific Research Project of Shaanxi Provincial Department of Education(2018JK038)Scientific Research Project of Baoji University of Arts and Sciences(ZK15006).
文摘Family farm is a new type of agricultural operation,and the research on ecological compensation for its production behavior is conducive to consolidating the basic position of agriculture and protecting agricultural resources and environment.By summarizing and drawing lessons from the domestic research results in related fields,the family farm is selected as the object,and the opportunity cost method is used to analyze the setting of the ecological compensation standard of the family farm.The basic framework of ecological compensation mechanism of family farm is constructed from three aspects:ecological compensation responsibility determination mechanism;compensation object establishment mechanism;compensation standard determination and mode selection mechanism.The operation mechanism of ecological compensation of family farm is analyzed from three aspects:farmer;farm production;resources and environment.The results show that the family farms'pursuit of agricultural products and ecological services is the response mechanism of ecological compensation for their production behavior.On the basis of this,this paper puts forward some measures and suggestions to ensure the ecological compensation mechanism of family farms from three aspects:perfecting the land use system;widening the compensation channels;constructing the green GDP accounting.
文摘It has been widely believed that trust is the basis for on-line trading by both academia and practice. The process of f initial trust formation is a dynamic and repeated process. In the electric business environment, this work chose to research the first phase of the process, which is initial trust. The Writer established dynamic model of initial trust formation biased on theory of planned behavior with other theories, such as TAM and social exchange theory, after micro-analyzing this formation mechanism from. in order to confirming effectiveness of the dynamic model, the writer adopted empirical study, from which writer got an order of. From the result of empirical study, we got the strength order of main factors that can influence the establishment of initial trust.
文摘Business English is a newly developed applied discipline quite different from the traditional English discipline, and it requires different qualities for Business English teachers. This paper attempts to explore the specific professional qualities required of Business English teachers and put forward teacher development mechanisms for the purpose of promoting professionalism of Business English teachers and facilitating construction and development of the Business English discipline.
