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| 集成简单的模型在单个任务中表现更好,形成混合模型是一种可以考虑的方法。这些模型可以提供更好的性能和对数据的理解。然而,当需要提出一个组合的、性能良好的模型时,识别并深入理解这些简单模型之间的相互作用的权衡就出现了。此外,开发工具和应用程序来帮助分析和可视化基于这些混合模型的数据是另一个额外的挑战。 | | 集成简单的模型在单个任务中表现更好,形成混合模型是一种可以考虑的方法。这些模型可以提供更好的性能和对数据的理解。然而,当需要提出一个组合的、性能良好的模型时,识别并深入理解这些简单模型之间的相互作用的权衡就出现了。此外,开发工具和应用程序来帮助分析和可视化基于这些混合模型的数据是另一个额外的挑战。 |
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− | ==Impact== | + | ==Impact 影响== |
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| Computational sociology can bring impacts to science, technology and society.<ref name="MCSS" /> | | Computational sociology can bring impacts to science, technology and society.<ref name="MCSS" /> |
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− | ===Impact on science=== | + | ===Impact on science 对科学的影响=== |
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| In order for the study of computational sociology to be effective, there has to be valuable innovations. These innovation can be of the form of new data analytics tools, better models and algorithms. The advent of such innovation will be a boon for the scientific community in large. {{Citation needed|reason=citation for claim on innovation and the type of innovation|date=May 2017}} | | In order for the study of computational sociology to be effective, there has to be valuable innovations. These innovation can be of the form of new data analytics tools, better models and algorithms. The advent of such innovation will be a boon for the scientific community in large. {{Citation needed|reason=citation for claim on innovation and the type of innovation|date=May 2017}} |
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| In order for the study of computational sociology to be effective, there has to be valuable innovations. These innovation can be of the form of new data analytics tools, better models and algorithms. The advent of such innovation will be a boon for the scientific community in large. | | In order for the study of computational sociology to be effective, there has to be valuable innovations. These innovation can be of the form of new data analytics tools, better models and algorithms. The advent of such innovation will be a boon for the scientific community in large. |
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− | 为了使计算社会学的研究有效,必须有一些有价值的创新。这些创新可以是新的数据分析工具、更好的模型和算法。这种创新的出现将为整个科学界带来福音。
| + | 为了使计算社会学的研究有效,必须有一些有价值的创新。这些创新可以是新形式的数据分析工具,或更好的模型和算法。这些创新的出现将为整个科学界带来益处。 |
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− | ===Impact on society=== | + | ===Impact on society 对社会的影响=== |
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| One of the major challenges of computational sociology is the modelling of social processes {{Citation needed|reason=to support the claim for need of modeling of social processes|date=May 2017}}. Various law and policy makers would be able to see efficient and effective paths to issue new guidelines and the mass in general would be able to evaluate and gain fair understanding of the options presented in front of them enabling an open and well balanced decision process. {{Citation needed|reason=unsupported claims|date=May 2017}}. | | One of the major challenges of computational sociology is the modelling of social processes {{Citation needed|reason=to support the claim for need of modeling of social processes|date=May 2017}}. Various law and policy makers would be able to see efficient and effective paths to issue new guidelines and the mass in general would be able to evaluate and gain fair understanding of the options presented in front of them enabling an open and well balanced decision process. {{Citation needed|reason=unsupported claims|date=May 2017}}. |
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− | One of the major challenges of computational sociology is the modelling of social processes . Various law and policy makers would be able to see efficient and effective paths to issue new guidelines and the mass in general would be able to evaluate and gain fair understanding of the options presented in front of them enabling an open and well balanced decision process. . | + | One of the major challenges of computational sociology is the modelling of social processes . Various law and policy makers would be able to see efficient and effective paths to issue new guidelines and the mass in general would be able to evaluate and gain fair understanding of the options presented in front of them enabling an open and well balanced decision process. |
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− | 计算社会学的主要挑战之一是社会过程的建模。各种法律和政策制定者将能够看到发布新指导方针的高效率和有效途径,广大群众将能够评价和公平理解摆在他们面前的各种备选方案,从而实现公开和平衡的决策进程。.
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| + | 计算社会学的主要挑战之一是对社会过程的建模。各种法律和政策制定者将能够得到发布新指导方针的快速有效的方法,广大群众将能够评价和更好地理解各种备选方案,从而实现决策进程的公开和平衡。 |
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| ==Journals and academic publications 期刊和学术出版物== | | ==Journals and academic publications 期刊和学术出版物== |