Association rules and C4.5 rules can overcome the shortage of the traditional land evaluation methods and improve the intelligibility and efficiency of the land evaluation knowledge.In order to compare these two kinds...Association rules and C4.5 rules can overcome the shortage of the traditional land evaluation methods and improve the intelligibility and efficiency of the land evaluation knowledge.In order to compare these two kinds of classification rules in the application,two fuzzy classifiers were established by combining with fuzzy decision algorithm especially based on Second General Soil Survey of Guangdong Province.The results of experiments demonstrated that the fuzzy classifier based on association rules obtain a higher accuracy rate,but with more complex calculation process and more computational overhead;the fuzzy classifier based on C4.5 rules obtain a slightly lower accuracy,but with fast computation and simpler calculation.展开更多
Fuzzy association rules (FARs) can be powerful in assessing regional soil quality, a critical step prior to land planning and utilization; however, traditional FARs mined from soil quality database, ignoring the impor...Fuzzy association rules (FARs) can be powerful in assessing regional soil quality, a critical step prior to land planning and utilization; however, traditional FARs mined from soil quality database, ignoring the importance variability of the rules, can be redundant and far from optimal. In this study, we developed a method applying different weights to traditional FARs to improve accuracy of soil quality assessment. After the FARs for soil quality assessment were mined, redundant rules were eliminated according to whether the rules were significant or not in reducing the complexity of the soil quality assessment models and in improving the comprehensibility of FARs. The global weights, each representing the importance of a FAR in soil quality assessment, were then introduced and refined using a gradient descent optimization method. This method was applied to the assessment of soil resources conditions in Guangdong Province, China. The new approach had an accuracy of 87%, when 15 rules were mined, as compared with 76% from the traditional approach. The accuracy increased to 96% when 32 rules were mined, in contrast to 88% from the traditional approach. These results demonstrated an improved comprehensibility of FARs and a high accuracy of the proposed method.展开更多
Based on the factors influencing location selection, this paper set up an evaluation system and got evaluation results of the related indexes in four main business centers in Shanghai with fuzzy comprehensive evaluati...Based on the factors influencing location selection, this paper set up an evaluation system and got evaluation results of the related indexes in four main business centers in Shanghai with fuzzy comprehensive evaluation method. In the mean time, this method can be applied in the evaluation of retail store location selection.展开更多
For improving the translation quality of transfer-based MT system,a new metric for rule evaluation was proposed and applied to rule-base optimization.At the same time,a frequency filter was used to delete redundance b...For improving the translation quality of transfer-based MT system,a new metric for rule evaluation was proposed and applied to rule-base optimization.At the same time,a frequency filter was used to delete redundance before new acquired rules were added into rule-base.The new optimization method was applied to a general MT system.Experimental results show that the frequency filter is helpful to provide the knowledge expansion space of MT system for new acquired rules.The translation assessment score of open test corpus (including 2500 Chinese sentences) obtained is increased by 3.58% under 5-gram Nist metric,which is two times of that obtained by previous methods.展开更多
The doctrine of illegality serves as a touchstone of criminal law theory, and research into the criteria for determining illegality is of great significance for promoting debate between different schools of thought an...The doctrine of illegality serves as a touchstone of criminal law theory, and research into the criteria for determining illegality is of great significance for promoting debate between different schools of thought and for the overall development of Chinese criminal jurisprudence. The theories of anti-value consequences （Erfolgsunwert） and anti-value acts （Handlungsunwert） take different approaches to thinking about the issue of illegality, leading to differences in the scope of establishing what constitutes a crime, the process of determining whether a crime has been committed, the relationship between crime and punishment and the correlation between criminal law and society. The （dualistic） theory of anti-value acts takes into full consideration the social reality and normative anticipations of a given period and gives due weight to the function of criminal law in guiding behavior; it is therefore a rational theory. According to this view of illegality, the act is the core issue determining illegality; infringement of legal interests is simply an element determining the ＂nature of the act.＂ Criminal law does not exist only to provide restitution for injury, but also aims to cultivate citizens＇ consciousness of norms to prevent possible future injury. Contemporary criminal jurisprudence in China should be constructed on the basis of the （dualistic） theory of anti-value acts with a view to responding to the needs of society and promoting normative identification on the part of the general public.展开更多
基金Supported by Science and Technology Plan Project of Guangdong Province (2009B010900026,2009CD058,2009CD078,2009CD079,2009CD080)Special Funds for Support Program of Development of Modern Information Service Industry of Guangdong Province(06120840B0370124)Funded Fund Project of South China Agricultural University (2007K017)~~
文摘Association rules and C4.5 rules can overcome the shortage of the traditional land evaluation methods and improve the intelligibility and efficiency of the land evaluation knowledge.In order to compare these two kinds of classification rules in the application,two fuzzy classifiers were established by combining with fuzzy decision algorithm especially based on Second General Soil Survey of Guangdong Province.The results of experiments demonstrated that the fuzzy classifier based on association rules obtain a higher accuracy rate,but with more complex calculation process and more computational overhead;the fuzzy classifier based on C4.5 rules obtain a slightly lower accuracy,but with fast computation and simpler calculation.
基金Supported by the National Natural Science Foundation of China (Nos.40671145 and 60573115)the Provincial Natural Science Foundation of Guangdong,China (Nos.04300504 and 05006623)
文摘Fuzzy association rules (FARs) can be powerful in assessing regional soil quality, a critical step prior to land planning and utilization; however, traditional FARs mined from soil quality database, ignoring the importance variability of the rules, can be redundant and far from optimal. In this study, we developed a method applying different weights to traditional FARs to improve accuracy of soil quality assessment. After the FARs for soil quality assessment were mined, redundant rules were eliminated according to whether the rules were significant or not in reducing the complexity of the soil quality assessment models and in improving the comprehensibility of FARs. The global weights, each representing the importance of a FAR in soil quality assessment, were then introduced and refined using a gradient descent optimization method. This method was applied to the assessment of soil resources conditions in Guangdong Province, China. The new approach had an accuracy of 87%, when 15 rules were mined, as compared with 76% from the traditional approach. The accuracy increased to 96% when 32 rules were mined, in contrast to 88% from the traditional approach. These results demonstrated an improved comprehensibility of FARs and a high accuracy of the proposed method.
文摘Based on the factors influencing location selection, this paper set up an evaluation system and got evaluation results of the related indexes in four main business centers in Shanghai with fuzzy comprehensive evaluation method. In the mean time, this method can be applied in the evaluation of retail store location selection.
基金Sponsored by the High Technology Research and Development Program of China (Grant No.2002AA117010-09)the National Natural Science Foun-dation of China (Grant No. 60375019)
文摘For improving the translation quality of transfer-based MT system,a new metric for rule evaluation was proposed and applied to rule-base optimization.At the same time,a frequency filter was used to delete redundance before new acquired rules were added into rule-base.The new optimization method was applied to a general MT system.Experimental results show that the frequency filter is helpful to provide the knowledge expansion space of MT system for new acquired rules.The translation assessment score of open test corpus (including 2500 Chinese sentences) obtained is increased by 3.58% under 5-gram Nist metric,which is two times of that obtained by previous methods.
文摘The doctrine of illegality serves as a touchstone of criminal law theory, and research into the criteria for determining illegality is of great significance for promoting debate between different schools of thought and for the overall development of Chinese criminal jurisprudence. The theories of anti-value consequences （Erfolgsunwert） and anti-value acts （Handlungsunwert） take different approaches to thinking about the issue of illegality, leading to differences in the scope of establishing what constitutes a crime, the process of determining whether a crime has been committed, the relationship between crime and punishment and the correlation between criminal law and society. The （dualistic） theory of anti-value acts takes into full consideration the social reality and normative anticipations of a given period and gives due weight to the function of criminal law in guiding behavior; it is therefore a rational theory. According to this view of illegality, the act is the core issue determining illegality; infringement of legal interests is simply an element determining the ＂nature of the act.＂ Criminal law does not exist only to provide restitution for injury, but also aims to cultivate citizens＇ consciousness of norms to prevent possible future injury. Contemporary criminal jurisprudence in China should be constructed on the basis of the （dualistic） theory of anti-value acts with a view to responding to the needs of society and promoting normative identification on the part of the general public.
