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    Article

    A personalized recommendation algorithm based on large-scale real micro-blog data

    With the arrival of the big data era, the amount of micro-blog users and texts is constantly increasing, and research on personalized recommendation algorithm for micro-blog texts is becoming more and more urg...

    Chaoyi Li, Yangsen Zhang in Neural Computing and Applications (2020)

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    Book and Conference Proceedings

    Chinese Lexical Semantics

    20th Workshop, CLSW 2019, Bei**g, China, June 28–30, 2019, Revised Selected Papers

    Jia-Fei Hong, Yangsen Zhang in Lecture Notes in Computer Science (2020)

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    Chapter and Conference Paper

    Cached Embedding with Random Selection: Optimization Technique to Improve Training Speed of Character-Aware Embedding

    Embedding is widely used in most natural language processing. e.g., neural machine translation, text classification, text abstraction and sentiment analysis etc. Word-based embedding is faster and character-b...

    Yaofei Yang, Hua-** Zhang, Linfang Wu in Intelligent Information and Database Syste… (2020)

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    Chapter and Conference Paper

    Chinese Text Error Correction Suggestion Generation Based on SoundShape Code

    Text error correction is an essential part of text proofreading. This paper presents a method for generating text error correction suggestion based on SoundShape Code. By converting the target words into Soun...

    Hanru Wang, Yangsen Zhang, Lipeng Yang, Congcong Wang in Chinese Lexical Semantics (2020)

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    Chapter and Conference Paper

    A Situation Evaluation System for Specific Events in Social Media

    With the widespread use of social media, social networks have become an important information carrier and platform for users to explore the world. Social networks not only reflect the hot events in society bu...

    Bojia Li, Ruoyu Chen, Yangsen Zhang in Chinese Lexical Semantics (2020)

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    Chapter and Conference Paper

    Microblog Sentiment Classification Method Based on Dual Attention Mechanism and Bidirectional LSTM

    In the information age, the network technology continues to develop. As an emerging social media, Sina Weibo has a huge user base. Every day, hundreds of millions of users express their opinions on hot events...

    Wenjie Wei, Yangsen Zhang, Ruixue Duan, Wen Zhang in Chinese Lexical Semantics (2020)

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    Chapter and Conference Paper

    Optimizing Relation Extraction Based on the Type Tag of Named Entity

    Using the named entity’s type tag to construct a unique vector for a class of named entities can solve the problem that named entities are too scattered in the semantic space. In the relation extraction task, ...

    Yixing Zhang, Yangsen Zhang, Gaijuan Huang, Zhengbin Guo in Chinese Lexical Semantics (2018)

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    Chapter and Conference Paper

    Resolution of Personal Pronoun Anaphora in Chinese Micro-blog

    Anaphora resolution plays an important role in Chinese micro-blog information mining. Based on the linguistic features of personal pronouns in Chinese micro-blog texts, this paper proposes a multi-strategy me...

    Yuanyuan Peng, Yangsen Zhang, Shu**g Huang, Ruoyu Chen in Chinese Lexical Semantics (2018)

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    Chapter and Conference Paper

    HDP-TUB Based Topic Mining Method for Chinese Micro-blogs

    Topic models are important tools for mining the potential topics of text. However, the existing topic model is mostly derived from latent Dirichlet allocation (LDA), which requires the number of topics to be s...

    Yaorong Zhang, Bo Yang, Li Yi, Yi Liu in Natural Language Processing and Chinese Co… (2018)

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    Chapter and Conference Paper

    Applying Chinese Semantic Collocation Knowledge to Semantic Error Reasoning

    The knowledge of Chinese semantic collocation plays an important role in Chinese semantic understanding. Based on the investigation of the existing semantic collocation knowledge base, this article proposes a...

    Yangsen Zhang, Wenjie Wei, Ruoyu Chen, Gaijuan Huang in Chinese Lexical Semantics (2018)

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    Chapter and Conference Paper

    Attention-Based Bi-LSTM for Chinese Named Entity Recognition

    As an integral part of deep learning, attention mechanism and bi-directional long short-term memory (Bi-LSTM) are widely used in the field of NLP (natural language processing) and their effectiveness has been ...

    Kai Zhang, Wei** Ren, Yangsen Zhang in Chinese Lexical Semantics (2018)

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    Chapter and Conference Paper

    Research on Construction Method of Chinese NT Clause Based on Attention-LSTM

    The correct definition and recognition of sentences is the basis of NLP. For the characteristics of Chinese text structure, the theory of NT clause was proposed from the perspective of micro topics. Based on ...

    Teng Mao, Yuyao Zhang, Yuru Jiang in Natural Language Processing and Chinese Co… (2018)

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    Chapter and Conference Paper

    A Classification Method for Chinese Word Semantic Relations Based on TF-IDF and CNN

    The classification of semantic relations between words is an important part of semantic analysis in natural language research. The automatic achievement of this classification is of significance to constructi...

    Teng Mao, Yuanyuan Peng, Yuru Jiang, Yangsen Zhang in Chinese Lexical Semantics (2018)

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    Chapter and Conference Paper

    Chinese Text Proofreading Model of Integration of Error Detection and Error Correction

    In text proofreading area, the error detection and error correction are reversible process to each other. In this paper, considering them in the same angle, we put forward an idea of “scattered string concentr...

    Yizhuo Sun, Yangsen Zhang, Yanhua Zhang in Chinese Lexical Semantics (2016)

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    Chapter and Conference Paper

    Chinese Text Feature Dimension Reduction Based on Semantics

    Feature dimension reduction is an important step in text categorization, but traditional feature dimension reduction method ignores semantic information of features. In order to solve this problem, this paper,...

    Zhenlei Du, Yangsen Zhang, Ruijuan Zheng, Lin Jiang in Chinese Lexical Semantics (2013)

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    Chapter and Conference Paper

    Construction and Implementation of the Quantifier-Noun Collocation Knowledge Base for Proofreading Based on Multiple Knowledge Sources

    Due to specific semantic constraints between quantifiers and nouns and the frequent phenomena of quantifier-noun collocation error in real text, this paper proposes a new model of extracting quantifier-noun co...

    Lin Jiang, Yangsen Zhang, Jun Guan, Zhenlei Du in Chinese Lexical Semantics (2013)

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    Chapter and Conference Paper

    Real Scene Oriented Chinese Text Automatic Proofreading Technology

    Traditional Chinese text automatic proofreading technology is mainly focused on one or more pre-set error types, the proofreading performance in a real scene needs to be improved. This paper proposes a real sc...

    Jian Jiao, Yangsen Zhang in Chinese Lexical Semantics (2013)

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    Chapter and Conference Paper

    Semantic Automatic Error-Detecting for Chinese Text Based on Semantic Dependency Relationship

    Automatic error-detecting for Chinese text is one of the important issues in the field of Chinese Information Processing. The current study of text error-detecting focuses on words-level and syntactic-level, b...

    Jiayuan Li, Yangsen Zhang, **** Zhu, Zewei Zhang in Chinese Lexical Semantics (2013)

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    Chapter and Conference Paper

    A Chinese Corpus with Word Sense Annotation

    This paper presents the construction of a Chinese word sense-tagged corpus. The resulting lexical resource includes mainly three components: 1) a corpus annotated with word senses; 2) a lexicon containing sens...

    Yunfang Wu, Peng **, Yangsen Zhang in Computer Processing of Oriental Languages.… (2006)