面向智慧知识服务的科技文献大数据体系建设     

吴振新  钱力  谢靖  常志军  许丽媛  赵艳 《图书情报工作》2021,64(24):63-72

[目的/意义] 探索构建文献情报大数据知识资源体系，支撑面向多领域的智慧知识服务。[方法/过程] 基于AI应用需求，借鉴业界经验，梳理现有资源体系的问题，从多层次多维度扩展资源体系；构建可靠数据处理流程和计算平台，支持高效数据采集和处理；研发智能化数据治理工具，实现知识资源的有效治理，确保提供高质量数据资源。[结果/结论] 已初步形成覆盖多类型、多学科的科技文献大数据知识资源体系，构建完成高度自动化的数据采集治理流程，实施多重数据质量控制，积累数亿高质量数据，且为多个知识服务提供数据支撑。  相似文献   

Decoding digital transformational outsourcing: The role of service providers’ capabilities     

《International Journal of Information Management》2021

The business process outsourcing industry has got disrupted, first by the significant shift in value creation activities from the clients to the service providers, and second by pervasive digital penetration, resulting in the emergence of Digital Transformational Outsourcing (DTO). Service providers now play a more significant role, making their capabilities important. In the new context, service providers require a uniquely different set of dynamic capabilities to handle end-to-end business functions on behalf of their clients while delivering digital value propositions.We study 26 of the largest global business process outsourcing providers to conceptualise and identify six dynamic capabilities of service providers salient in the new context, i.e., consultative, orchestration, insights, network management, knowledge access, and standardisation. Interviews conducted with industry experts provided evidence in support of the identified dynamic capabilities. A novel firm capability dataset was created using secondary data, and using fuzzy-set Qualitative Comparative Analysis (fsQCA), we identify configurations for high and low performance and find them to vary by the firm's broad/narrow scope.  相似文献   

基于二模复杂网络的隐性知识发现方法研究——以潜在药物靶点挖掘为例     

李东巧  陈芳  韩涛  杨艳萍  王学昭  王燕鹏  Cynthia Liu  Yingzhu Li 《图书情报工作》2020,64(21):120-129

[目的/意义] 通过构建二模复杂网络模型，揭示隐藏在海量文献中的隐性知识。[方法/过程] 通过NetworkX复杂网络工具包，依据任意两个节点的共现关系构建二模复杂网络模型；对网络模型中节点的共现关系进行加权，计算网络的拓扑信息并进行AP聚类，提取节点间的直接关系；采用AUC方法对AA、JC、加权改进的wAA和wJC等4种链路预测算法进行评价，遴选出最合适的预测算法，并对复杂网络的隐性关系进行预测分析。[结果/结论] 以潜在药物靶点挖掘为例进行的实证研究结果表明，wAA链路预测算法为最优的链路预测算法；二模复杂网络模型、指标和方法体系在美国化学文摘社数据库中的药物靶点挖掘中具有一定的有效性。下一步计划在其他数据库中或其他研究领域中进行尝试，以进一步验证该模型的通用性和有效性。  相似文献   

Cross-company customer churn prediction in telecommunication: A comparison of data transformation methods     

《International Journal of Information Management》2019

Cross-Company Churn Prediction (CCCP) is a domain of research where one company (target) is lacking enough data and can use data from another company (source) to predict customer churn successfully. To support CCCP, the cross-company data is usually transformed to a set of similar normal distribution of target company data prior to building a CCCP model. However, it is still unclear which data transformation method is most effective in CCCP. Also, the impact of data transformation methods on CCCP model performance using different classifiers have not been comprehensively explored in the telecommunication sector. In this study, we devised a model for CCCP using data transformation methods (i.e., log, z-score, rank and box-cox) and presented not only an extensive comparison to validate the impact of these transformation methods in CCCP, but also evaluated the performance of underlying baseline classifiers (i.e., Naive Bayes (NB), K-Nearest Neighbour (KNN), Gradient Boosted Tree (GBT), Single Rule Induction (SRI) and Deep learner Neural net (DP)) for customer churn prediction in telecommunication sector using the above mentioned data transformation methods. We performed experiments on publicly available datasets related to the telecommunication sector. The results demonstrated that most of the data transformation methods (e.g., log, rank, and box-cox) improve the performance of CCCP significantly. However, the Z-Score data transformation method could not achieve better results as compared to the rest of the data transformation methods in this study. Moreover, it is also investigated that the CCCP model based on NB outperform on transformed data and DP, KNN and GBT performed on the average, while SRI classifier did not show significant results in term of the commonly used evaluation measures (i.e., probability of detection, probability of false alarm, area under the curve and g-mean).  相似文献   

Professional knowledge or motivation? Investigating the role of teachers’ expertise on the quality of technology-enhanced lesson plans     

《Learning and Instruction》2020

In an expertise study with 94 mathematics teachers varying in their relative teacher expertise (i.e., student teachers, trainee teachers, in-service teachers), we examined effects of teachers' professional knowledge and motivational beliefs on their ability to integrate technology within a lesson plan scenario. Therefore, we assessed teachers' professional knowledge (i.e., content knowledge, pedagogical content knowledge, technological knowledge), and their motivational beliefs (i.e., self-efficacy, utility-value). Furthermore, teachers were asked to develop a lesson plan for introducing the Pythagorean theorem to secondary students. Lesson plans by advanced teachers (i.e., trainee teachers, in-service teachers) comprised higher levels of instructional quality and technology exploitation than the ones of novice teachers (i.e., pre-service teachers). The effect of expertise was mediated by teachers' perceived utility-value of educational technology, but not by their professional knowledge. These findings suggest that teachers’ motivational beliefs play a crucial role for effectively applying technology in mathematics instruction.  相似文献   

一种基于图卷积自编码模型的多维度学科知识网络融合方法     

李慧  胡吉霞 《图书情报工作》2020,64(18):114-125

[目的/意义] 针对包含单一类型知识单元的知识网络难以全面反映学科知识结构的问题，提出一种从多维度进行知识网络结构融合的方法，为学科领域知识结构挖掘提供借鉴。[方法/过程] 利用LDA及TF-IDF方法抽取学科知识单元，然后运用语义相似度和关键词共现分析方法构建3个学科知识子网络：主题网络、关键词网络和实体网络，并采用空间节点传递对齐方法对齐子网络节点，接着设计基于图卷积操作的自编码模型对知识节点进行表示，最后通过计算余弦相似度重构学科知识网络。[结果/结论] 实验部分以人工智能领域为例，构建融合主题、关键词和实体的学科知识网络并展开分析，实验结果表明，本文所提方法能有效地揭示学科领域研究内容和知识结构，为学科知识发现与组织研究提供有益参考。  相似文献   

科学解释在知识创新中的作用     

任晓明 《广西师范大学学报(哲学社会科学版)》2002,38(2):6-8

科学解释是科学家用科学规律来消解自然之谜的知识创新活动，它在知识创新中的作用表现在：第一，科学解释具有预测未知现象的存在中未来事态发展趋势的功能；第二，它在建构新颖理论体系的过程中起着特别重要的作用。  相似文献   

国内数字图书馆建设的反思   总被引：6，自引：0，他引：6  

李珍 《图书情报工作》2003,47(3):109-112

在调查咨询的基础上,总结目前我国数字图书馆发展中存在的问题,探讨问题产生的原因并提出解决办法。  相似文献   

论大众竞技运动与精英竞技运动的协调发展   总被引：4，自引：0，他引：4  

陈勇军  邹国忠  王正伦  王爱丰 《南京体育学院学报(社会科学版)》2003,17(3):23-27

体育与竞技运动是两个不同的概念 ,两者都有普及与提高的问题 ,精英竞技运动的发展不是建立在大众体育和学校体育的基础之上的 ,其发展的基础是竞技运动在全社会的普及。传统的认识存在许多缺陷 ,导致在实践中产生很多偏差。讨论了大众竞技运动与精英竞技运动的异同 ,分析了西方国家管理与发展竞技运动的模式、中国发展竞技运动成功的经验及存在的问题 ,说明了应如何理解所谓大众竞技运动与精英竞技运动协调发展的问题 ,最后从 5个方面探讨了大众竞技运动与精英竞技运动协调发展的基本对策。  相似文献   

面向知识管理的高校图书馆   总被引：19，自引：0，他引：19  

黄晓梅 《大学图书情报学刊》2003,21(3):6-7

章主要引入了知识管理概念、目的、内容，分析知识管理的动态发展，探讨知识管理与高校图书馆业务之向的联系，阐述高校图书馆实施知识管理的措施。  相似文献