OWL facilitates greater machine interpretability of Web content than that supported by XML, RDF, and RDF Schema by providing additional vocabulary along with formal semantics. OWL既提供了正式的语义,又提供了附加的词汇,所以比起XML、RDF和RDFSchema,对Web内容实现了更好的机器互操作性。
This can improve interpretability and reduce bias. 这能够提高可解释性并减少偏差。
The resolution volume and the interpretability for SAR images is also given. 并论述了辐射分辨特性对SAR图像可懂度的影响。
Secondly, incongruity is defined as possess the characteristic of highly interpretability and enjoyability. 其次,作为制笑机制,不和谐性需具备高度的可解释性和欣赏性。
Second. in order to improve interpretability of the model, the similarity-driven rule based on simplification techniques is used to reduce the fuzzy model. 然后利用基于相似性的模型简化方法对模型进行约简,提高模糊模型的解释性;
Subtraction clustering algorithm is used to set up the initial fuzzy model, and singular value decomposition ( SVD) combined with similar fuzzy sets merging method are then applied to remove redundancy of the fuzzy model to improve its interpretability. 然后利用减法聚类算法辨识初始模糊模型,SVD算法和集合非冗余度约简初始模糊模型,从而提高其解释性;
The new fuzzy classification system has some advantages as follows: ( 1) good interpretability, ( 2) efficient feature compression,( 3) comparative accuracy to the traditional methods. 新模糊分类系统具有以下优点:(1)可解释性好,(2)有效的特征压缩,(3)与传统方法相当的识别精度。
Applied in understanding and interpretation of remotely sensed image, ANN can be performed more similarly with the human vision interpretability of the image in comparison with the conventional techniques such as statistical classifiers and rule-based symbolic inference. 在对遥感影像的综合解译应用中,与传统的统计方法和符号逻辑方法相比较,ANN更接近人对影像的视觉解译分析过程。
Experimental results show that multiple fuzzy system solutions can be obtained with better interpretability and a higher or comparative accuracy compared with other methods known in the literature. 实验结果表明,此种基于智能体的进化算法可以得到多个模糊系统解,同其他方法比较,我们方法产生的模糊系统有更好的解释性和更高的或可比拟的精确性。
Similar fuzzy sets merging and fuzzy rules merging are adopted to reduce the fuzzy model to enhance its interpretability. 为提高模型的解释性,在遗传算法中利用基于相似性的模糊集合和模糊规则简化方法对模型进行约简。
Results of the experiments indicate that the proposed combination classification method has higher classification accuracy level than single decision tree. Moreover, it optimizes classification rules and sustains good interpretability for classification results. 实验结果表明,该组合分类方法比单个决策树具有更高的分类精度,并在保持分类结果良好可解释性的基础上优化了分类规则。
Third by, a constrained genetic algorithm is utilized to optimize the compact fuzzy system and improve its interpretability, while its precision is preserved. 最后为提高精确性,采用约束遗传算法对精简模糊分类系统进行整体优化,在解释性不变的前提下,提高模糊分类系统的精确性。
Contrast with others method, the most advantage of fuzzy model is the interpretability of the result. 模糊建模相对于其他建模方法最大的优点就是其结果具有可解释性。
A perfect clustering algorithm should have few parameter input by user and be insensitive to noise. It can discover the clusters with arbitrary shape and deal with high dimensional dataset, and also has good interpretability and expansibility. 一个好的聚类算法应该是用户输入参数少,对噪声不敏感,能够发现任意形状,可以处理高维数据,具有可解释性和可扩展性。
Multi-objective genetic algorithm is used to automatically select the rules with better classification accuracy and interpretability, and the key concepts of fuzzy association rule mining are the bases of heuristic rule selection for improving the performance of genetic algorithm searching. 在此分类系统中采用多目标遗传优化算法从众多模糊分类规则中自动挑选出具有较好识别性能和可解释性的模糊规则,并利用模糊关联规则挖掘通过启发式规则选择改善遗传算法的搜索性能。
The result of inversion showed that the method could enhance the reservoirs 'character, greatly improved interpretability of inversion result and solved the geological problem of description of thin reservoirs. 反演结果分析表明该方法突出了储层响应特征,提高了反演结果的可解释性,解决了薄层等非常规储层描述的地质难题。
Experimental results show that the new adaptive classification algorithm can solve the problem of blind region perfectly, and the precision and interpretability of the classification results are improved. 并用实例分析表明,该算法不仅解决了分类规则不完全的问题,而且也提高了决策树分类的精度及分类结果的可解释性。
The current constitution of our country regulates a series of basic principles and systems to ensure the constitutional implement which are the constitutional supervision system and the constitutional interpretability system. 我国现行宪法在规定一系列保障宪法实施的基本原则的同时,还规定了保障宪法实施的基本制度,这就是宪法监督制度和宪法解释制度。
But however, because of inter-overlapping among the sample sets and the confusion from the discrete points, it is often very difficult to acquire the subtle and procedural distribution structure, which can influence the precision and interpretability of the mining outcome. 但是由于样本集之间互相重叠或者由于离散样本相互干扰的原因,往往很难获取细节性和过程性的分布结构,而直接影响结果的精度和解释力。
Subsequently, an interpretability measure is described by the product of the number of input variables and the number of rules, while precision is weighted by root mean square error, and the selection objective function concerning interpretability and precision is defined. 随后以输入变量数目和模糊规则数目的乘积衡量可解释性,以均方误差衡量精确性,并据此定义模型选择目标函数。
To a great extent, the results disconfirm the claim of the Interpretability Hypothesis. 研究结果在很大程度上与可解读性假说相悖。
Consensus kernel PCA ( CKPCA) can improve the interpretability and reduce the complexity of multivariate models by monitoring processes in a hierarchical manner. 一致核主元分析(CKPCA)以分散化的方式实现了对过程的监控,提高了对多变量模型的解释能力同时降低了其复杂性。
The new algorithm combines the merit of decision tree induction method and naive Bayesian method. It retains the good interpretability of decision tree and has good incremental learning ability. 该算法综合了决策树方法和贝叶斯方法的优点,既有良好的可解释性,又有良好的增量学习能力。
Quality of statistical data is the total features and characteristics of statistics which meet the explicit or implicit needs, including its accuracy, relevance, timeliness, consistency, accessibility and interpretability and other basic features. 统计数据质量是统计数据满足明确或隐含需要的特征总和,具体包括准确性、相关性、及时性、一致性、可获得性以及可解释性等基本特征。
The paper explains that Conceptual Metaphor, as a basic human cognition and way of thinking, embody more powerful interpretability in comparison with that of traditional notion of metaphor. 在论文中作者首先阐明了作为人类基本认知和思维方式的概念隐喻具有传统隐喻所无法比拟的解释力。
Combining the relationship between features and category will greatly improve the interpretability of experiment results, in this point, the view of essentialism of categoty have important theoretical significance. 探讨特征间因果知识对归类的影响时结合特征与类别的关系会大大提高结果的可解释性,在这点上类别本质论的观点具有重要的理论意义。
The main advantages of the weighted MDT are good interpretability, simple system implementation, low computation cost and easy to plug into other robust recognition algorithm. 加权缺失数据处理方法具有良好的模型可解释性,较低的计算成本,简便的系统实现和容易与其他方法结合使用等优点。
Nowadays, knowledge discovery is facing the problems that incomplete and uncertain data is not processed effectively and interpretability of knowledge is weak. 目前,知识发现面临着不能有效地处理不完备、不确定性数据以及知识的可解释性比较差的问题。
The feature selection algorithm effectively reduces the dimension of the data, while keeping the interpretability of the original features. 特征选择算法能够在保持原始特征维度可解释性的前提下有效地降低数据的维度。