Emerging Trends Word2Vec

被引:420
|
作者
Church, Kenneth Ward [1 ]
机构
[1] IBM Corp, Yorktown Hts, NY 10598 USA
关键词
SPACE MODEL;
D O I
10.1017/S1351324916000334
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
My last column ended with some comments about Kuhn and word2vec. Word2vec has racked up plenty of citations because it satisifies both of Kuhn's conditions for emerging trends: (1) a few initial (promising, if not convincing) successes that motivate early adopters (students) to do more, as well as (2) leaving plenty of room for early adopters to contribute and benefit by doing so. The fact that Google has so much to say on 'How does word2vec work' makes it clear that the definitive answer to that question has yet to be written. It also helps citation counts to distribute code and data to make it that much easier for the next generation to take advantage of the opportunities (and cite your work in the process).
引用
收藏
页码:155 / 162
页数:8
相关论文
共 50 条
  • [41] A User Profile Modeling Method Based on Word2Vec
    Hu, Jianqiao
    Jin, Feng
    Zhang, Guigang
    Wang, Jian
    Yang, Yi
    2017 IEEE INTERNATIONAL CONFERENCE ON SOFTWARE QUALITY, RELIABILITY AND SECURITY COMPANION (QRS-C), 2017, : 410 - 414
  • [42] Tuning Word2vec for Large Scale Recommendation Systems
    Chamberlain, Benjamin P.
    Rossi, Emanuele
    Shiebler, Dan
    Sedhain, Suvash
    Bronstein, Michael M.
    RECSYS 2020: 14TH ACM CONFERENCE ON RECOMMENDER SYSTEMS, 2020, : 732 - 737
  • [43] Extending Word2Vec with Domain-Specific Labels
    Svana, Milos
    PROCEEDINGS OF THE 2022 17TH CONFERENCE ON COMPUTER SCIENCE AND INTELLIGENCE SYSTEMS (FEDCSIS), 2022, : 157 - 160
  • [44] Chinese Sentiment Classification Using Extended Word2Vec
    张胜
    张鑫
    程佳军
    王晖
    JournalofDonghuaUniversity(EnglishEdition), 2016, 33 (05) : 823 - 826
  • [45] Using Word2Vec Recommendation for Improved Purchase Prediction
    Esmeli, Ramazan
    Bader-El-Den, Mohamed
    Abdullahi, Hassana
    2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [46] Microblogging Short Text Classification based on Word2Vec
    Zhang, Yonghui
    Liu, Jingang
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON ELECTRONIC, MECHANICAL, INFORMATION AND MANAGEMENT SOCIETY (EMIM), 2016, 40 : 395 - 401
  • [47] Chinese Text Summarization Algorithm Based on Word2vec
    Xu Chengzhang
    Liu Dan
    2018 INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING AND ARTIFICIAL INTELLIGENCE (CCEAI 2018), 2018, 976
  • [48] Text Coverless Information Hiding Based on Word2vec
    Long, Yi
    Liu, Yuling
    CLOUD COMPUTING AND SECURITY, PT IV, 2018, 11066 : 463 - 472
  • [49] A Study of Chinese Document Representation and Classification with Word2vec
    Zhu, Lei
    Wang, Guijun
    Zou, Xiancun
    PROCEEDINGS OF 2016 9TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2016, : 298 - 302
  • [50] Arabic Text Keywords Extraction using Word2vec
    Suleiman, Dima
    Awajan, Arafat A.
    Al Etaiwi, Wael
    2019 2ND INTERNATIONAL CONFERENCE ON NEW TRENDS IN COMPUTING SCIENCES (ICTCS), 2019, : 251 - 257