Survey of Natural Language Processing Techniques in Bioinformatics

被引:31
|
作者
Zeng, Zhiqiang [1 ]
Shi, Hua [1 ]
Wu, Yun [1 ]
Hong, Zhiling [2 ]
机构
[1] Xiamen Univ Technol, Coll Comp & Informat Engn, Xiamen 361024, Peoples R China
[2] Xiamen Univ, Software Sch, Xiamen 361005, Peoples R China
关键词
PROTEIN-PROTEIN INTERACTIONS; MODIFIED MAHALANOBIS DISCRIMINANT; REMOTE HOMOLOGY DETECTION; SEQUENCE-BASED KERNELS; TEXT-MINING SYSTEM; SECONDARY STRUCTURE; FEATURE-SELECTION; SUBCELLULAR-LOCALIZATION; PHYSICOCHEMICAL PROPERTIES; MYCOBACTERIAL PROTEINS;
D O I
10.1155/2015/674296
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Informatics methods, such as text mining and natural language processing, are always involved in bioinformatics research. In this study, we discuss text mining and natural language processing methods in bioinformatics from two perspectives. First, we aim to search for knowledge on biology, retrieve references using text mining methods, and reconstruct databases. For example, protein-protein interactions and gene-disease relationship can be mined fromPubMed. Then, we analyze the applications of text mining and natural language processing techniques in bioinformatics, including predicting protein structure and function, detecting noncoding RNA. Finally, numerous methods and applications, as well as their contributions to bioinformatics, are discussed for future use by text mining and natural language processing researchers.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Phishing Email Detection Using Natural Language Processing Techniques: A Literature Survey
    Salloum, Said
    Gaber, Tarek
    Vadera, Sunil
    Shaalan, Khaled
    [J]. AI IN COMPUTATIONAL LINGUISTICS, 2021, 189 : 19 - 28
  • [2] Techniques Comparison for Natural Language Processing
    Iosifova, Olena
    Iosifov, Ievgen
    Rolik, Oleksandr
    Sokolov, Volodymyr
    [J]. MOMLET+DS 2020: MODERN MACHINE LEARNING TECHNOLOGIES AND DATA SCIENCE WORKSHOP, 2020, 2631
  • [3] A survey of graphs in natural language processing
    Nastase, Vivi
    Mihalcea, Rada
    Radev, Dragomir R.
    [J]. NATURAL LANGUAGE ENGINEERING, 2015, 21 (05) : 665 - 698
  • [4] Natural language processing in finance: A survey
    Du, Kelvin
    Zhao, Yazhi
    Mao, Rui
    Xing, Frank
    Cambria, Erik
    [J]. Information Fusion, 2025, 115
  • [5] Data augmentation techniques in natural language processing
    Pellicer, Lucas Francisco Amaral Orosco
    Ferreira, Taynan Maier
    Costa, Anna Helena Reali
    [J]. APPLIED SOFT COMPUTING, 2023, 132
  • [6] Deep Learning Techniques for Natural Language Processing
    Rodzin, Sergey
    Bova, Victoria
    Kravchenko, Yury
    Rodzina, Lada
    [J]. ARTIFICIAL INTELLIGENCE TRENDS IN SYSTEMS, VOL 2, 2022, 502 : 121 - 130
  • [7] Quantum Natural Language Processing: A Comprehensive Survey
    Varmantchaonala, Charles M.
    Fendji, Jean Louis K. E.
    Schoning, Julius
    Atemkeng, Marcellin
    [J]. IEEE ACCESS, 2024, 12 : 99578 - 99598
  • [8] Perspectivist approaches to natural language processing: a survey
    Frenda, Simona
    Abercrombie, Gavin
    Basile, Valerio
    Pedrani, Alessandro
    Panizzon, Raffaella
    Cignarella, Alessandra Teresa
    Marco, Cristina
    Bernardi, Davide
    [J]. LANGUAGE RESOURCES AND EVALUATION, 2024,
  • [9] Efficient Methods for Natural Language Processing: A Survey
    Treviso, Marcos
    Lee, Ji-Ung
    Ji, Tianchu
    van Aken, Betty
    Cao, Qingqing
    Ciosici, Manuel R.
    Hassid, Michael
    Heafield, Kenneth
    Hooker, Sara
    Raffel, Colin
    Martins, Pedro H.
    Martins, Andre F. T.
    Forde, Jessica Zosa
    Milder, Peter
    Simpson, Edwin
    Slonim, Noam
    Dodge, Jesse
    Strubell, Emma
    Balasubramanian, Niranjan
    Derczynski, Leon
    Gurevych, Iryna
    Schwartz, Roy
    [J]. TRANSACTIONS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, 2023, 11 : 826 - 860
  • [10] Efficient Methods for Natural Language Processing: A Survey
    Treviso, Marcos
    Ji, Tianchu
    Lee, Ji-Ung
    van Aken, Betty
    Cao, Qingqing
    R. Ciosici, Manuel
    Hassid, Michael
    Heafield, Kenneth
    Hooker, Sara
    H. Martins, Pedro
    F. T. Martins, Andre
    Milder, Peter
    Raffel, Colin
    Simpson, Edwin
    Slonim, Noam
    Dodge, Jesse
    Strubell, Emma
    Balasubramanian, Niranjan
    Derczynski, Leon
    Gurevych, Iryna
    Schwartz, Roy
    [J]. TRANSACTIONS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, 2023, 11 (826-860) : 826 - 860