Towards the Named Entity Recognition Methods in Biomedical Field

被引：5

作者：

Sniegula, Anna ^{[1
]}

Poniszewska-Maranda, Aneta ^{[2
]}

Chomatek, Lukasz ^{[2
]}

机构：

[1] Univ Lodz, Dept Informat Econ, Lodz, Poland

[2] Lodz Univ Technol, Inst Informat Technol, Lodz, Poland

来源：

SOFSEM 2020: THEORY AND PRACTICE OF COMPUTER SCIENCE | 2020年 / 12011卷

关键词：

Machine learning; Natural Language Processing; Recurrent neural networks; Named Entity Recognition; Conditional Random Fields; Long-Short Term Memory; Genia corpus;

D O I：

10.1007/978-3-030-38919-2_31

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Natural Language Processing (NLP) is very important in modern data processing taking into consideration different sources, forms and purpose of data as well as information in different areas our industry, administration, public and private life. Our studies concern Natural Language Processing techniques in biomedical field. The increasing volume of information stored in medical health record databases both in natural language and in structured forms is creating increasing challenges for information retrieval (IR) technologies. The paper presents the comparison study of chosen Named Entity Recognition techniques for biomedical field.

引用

页码：375 / 387

页数：13

共 19 条

[1]

Abacha A, 2011, P BIONLP 2011 WORKSH

[2]

[Anonymous], 2017, BRIEF SURVEY TEXT MI

[3]

Baevski A., 2019, Cloze-driven Pretraining of Self-attention Networks

[4]

Finkel J. R., 2005, P 43 ANN M ASS COMPU

[5]

Hatzivassiloglou V, 2001, Bioinformatics, V17 Suppl 1, pS97

[6]

Hochreiter S., 1997, Neural Computation, V9, P1735

[7]

Jurafsky D, 2008, SPEECH LANGUAGE PROC

[8]

Li H, EVALUATING COMBINING, P21

[9]

Meystre S M, 2008, Yearb Med Inform, P128

[10] Named entity recognition over electronic health records through a combined dictionary-based approach [J].

Pomares Quimbaya, Alexandra ;

Sierra Munera, Alejandro ;

Gonzalez Rivera, Rafael Andres ;

Daza Rodriguez, Julian Camilo ;

Munoz Velandia, Oscar Mauricio ;

Garcia Pena, Angel Alberto ;

Labbe, Cyril .

INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS/INTERNATIONAL CONFERENCE ON PROJECT MANAGEMENT/INTERNATIONAL CONFERENCE ON HEALTH AND SOCIAL CARE INFORMATION SYSTEMS AND TECHNOLOGIES, CENTERIS/PROJMAN / HCIST 2016, 2016, 100 :55-61

← 1 2 →