Research on Data Mining Method of TCM Prescription Based on Machine Learning. Issue 2 (June 2021)
- Record Type:
- Journal Article
- Title:
- Research on Data Mining Method of TCM Prescription Based on Machine Learning. Issue 2 (June 2021)
- Main Title:
- Research on Data Mining Method of TCM Prescription Based on Machine Learning
- Authors:
- Wen, Gege
Wen, Pin
Tang, Zukai - Abstract:
- Abstract: This paper uses conditional random field model to mine TCM data. In order to identify the information of prescriptions in ancient Chinese medicine books, the model firstly cleaned and segmented the original text data, then, labels are added according to the selection of TCM characteristics to mark part of the corpus, and according to the demand divided into two parts, the training corpus was used to adjust the parameters of the custom CRF feature template, and the model was generated after adjusting the parameters. The accuracy of the model for entity recognition was verified by using the test corpus. In the end, the feasibility of the conditional random field model in the identification of TCM prescriptions was verified experimentally.
- Is Part Of:
- Journal of physics. Volume 1952:Issue 2(2021)
- Journal:
- Journal of physics
- Issue:
- Volume 1952:Issue 2(2021)
- Issue Display:
- Volume 1952, Issue 2 (2021)
- Year:
- 2021
- Volume:
- 1952
- Issue:
- 2
- Issue Sort Value:
- 2021-1952-0002-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-06
- Subjects:
- Traditional chinese medicine -- conditional random field -- markov random field
Physics -- Congresses
530.5 - Journal URLs:
- http://www.iop.org/EJ/journal/1742-6596 ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1742-6596/1952/2/022033 ↗
- Languages:
- English
- ISSNs:
- 1742-6588
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5036.223000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 17478.xml