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A New Citation Recommendation Strategy Based on Term Functions in Related Studies Section 被引量:2
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作者 Haihua Chen 《Journal of Data and Information Science》 CSCD 2021年第3期75-98,共24页
Purpose:Researchers frequently encounter the following problems when writing scientific articles:(1)Selecting appropriate citations to support the research idea is challenging.(2)The literature review is not conducted... Purpose:Researchers frequently encounter the following problems when writing scientific articles:(1)Selecting appropriate citations to support the research idea is challenging.(2)The literature review is not conducted extensively,which leads to working on a research problem that others have well addressed.The study focuses on citation recommendation in the related studies section by applying the term function of a citation context,potentially improving the efficiency of writing a literature review.Design/methodology/approach:We present nine term functions with three newly created and six identified from existing literature.Using these term functions as labels,we annotate 531 research papers in three topics to evaluate our proposed recommendation strategy.BM25 and Word2vec with VSM are implemented as the baseline models for the recommendation.Then the term function information is applied to enhance the performance.Findings:The experiments show that the term function-based methods outperform the baseline methods regarding the recall,precision,and F1-score measurement,demonstrating that term functions are useful in identifying valuable citations.Research limitations:The dataset is insufficient due to the complexity of annotating citation functions for paragraphs in the related studies section.More recent deep learning models should be performed to future validate the proposed approach.Practical implications:The citation recommendation strategy can be helpful for valuable citation discovery,semantic scientific retrieval,and automatic literature review generation.Originality/value:The proposed citation function-based citation recommendation can generate intuitive explanations of the results for users,improving the transparency,persuasiveness,and effectiveness of recommender systems. 展开更多
关键词 Citation recommendation term function Citation context Related studies section BM25 Word2vec
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Polynomial Functions Composed of Terms with Non-Integer Powers
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作者 Serdar Beji 《Advances in Pure Mathematics》 2021年第10期791-806,共16页
Polynomial functions containing terms with non-integer powers are studied to disclose possible approaches for obtaining their roots as well as employing them for curve-fitting purposes. Several special cases represent... Polynomial functions containing terms with non-integer powers are studied to disclose possible approaches for obtaining their roots as well as employing them for curve-fitting purposes. Several special cases representing equations from different categories are investigated for their roots. Curve-fitting applications to physically meaningful data by the use of fractional functions are worked out in detail. Relevance of this rarely worked subject to solutions of fractional differential equations is pointed out and existing potential in related future work is emphasized. 展开更多
关键词 RATIONAL Irrational Imaginary and Transcendental Powers Roots of Functions with Variables of Non-Integer Powers Curve-Fitting by Functions Incorporating terms with Rational Powers Fractional Differential Equations
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Functions of Metaphorical Use of Address Terms
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作者 Zhanfang Li 《Sino-US English Teaching》 2006年第9期69-73,共5页
Researches in metaphor and addressing have both aroused great interests among scholars. Metaphorical use of address terms will be one focus of this paper. Functions of address terms have been investigated a lot, but e... Researches in metaphor and addressing have both aroused great interests among scholars. Metaphorical use of address terms will be one focus of this paper. Functions of address terms have been investigated a lot, but emotional functions are less emphasized. Therefore, this paper will make a tentative study of how people metaphorically use address terms to express the addresser's affect towards the addressee within the framework of Appraisal Theory. 展开更多
关键词 address terms metaphor function appraisal theory
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A New Approximation to the Jacobian Logarithm Suitable for MAP Decoding in BICM-ID
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作者 Slimane Benmahmoud Ali Djebbari 《Computer Technology and Application》 2013年第5期241-244,共4页
In this paper, a new method to approximate the compensation term in the Jacobian logarithm used by the MAP decoder is proposed. Using the proposed approximation, the complex functions In(.) and exp(.) in the Exact... In this paper, a new method to approximate the compensation term in the Jacobian logarithm used by the MAP decoder is proposed. Using the proposed approximation, the complex functions In(.) and exp(.) in the Exact-log-MAP algorithm can be estimated with high accuracy and lower computational complexity. The efficacy of the proposed approximation is investigated and demonstrated by applying it to iteratively decoded BICM (Bit Interleaved Coded Modulation). 展开更多
关键词 LOG-MAP Bahl-Cocke-Jelinek-Raviv (BCJR) algorithm max FUNCTION Jacobian logarithm correction (compensation)term (function) BICM-ID (Bit Interleaved Coded Modulation with Iterative Decoding).
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