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Citation prediction by leveraging transformers and natural language heuristics

INFORMATION PROCESSING & MANAGEMENT (2024)

Main path analysis considering citation structure and content: Case studies in different domains

Dejian Yu et al.

Summary: Main Path Analysis (MPA) is an effective method for extracting knowledge diffusion paths. This paper proposes a new MPA framework based on citation structure and content. Three indicators are used to adjust edge weight: Structural similarity, Topic similarity, and Sentiment analysis. The study verifies the reliability and feasibility of improved MPA using the bullwhip effect and the Internet of Things domain as examples.

JOURNAL OF INFORMETRICS (2023)

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Article Computer Science, Information Systems

Citation Intent Classification Using Word Embedding

Muhammad Roman et al.

Summary: Citation analysis is an active research field, with a shift towards using deep neural network algorithms instead of traditional statistical approaches. Existing scholarly datasets are suitable for statistical methods but lack citation context information, prompting researchers to propose automated techniques for labeling citation intent.

IEEE ACCESS (2021)

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Article Computer Science, Interdisciplinary Applications