LDA-Based Model for Traditional Chinese Medicine Diagnosis

被引：0

作者：

Tan, Qian ^{[1
]}

Zhang, Bin ^{[2
]}

Jiang, Yi ^{[1
]}

Lin, Fan ^{[3
]}

Xu, Zhuxiang ^{[3
]}

机构：

[1] Xiamen Univ, Sch Informat Sci & Technol, Xiamen, Peoples R China

[2] Xiamen Univ, Smart Med Lab Software Sch, Xiamen, Peoples R China

[3] Xiamen Univ, Sch Software, Xiamen, Peoples R China

来源：

2013 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT) | 2013年

关键词：

Traditional Chinese medicine diagnosis and treatment; Potential Lejeune Dirichlet Allocation model; Gibbs sampling; multi-relationship topic;

D O I：

暂无

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

0812 ;

摘要：

Based on Lejeune Dirichlet allocation (LDA) model and multi-relationship topic model in Diagnosis and treatment of traditional Chinese medicine (TCM), the Symptom TCMTreatment Diagnosis (STTD) model is purposedto extract topic structure of symptom, TCM, treatment and diagnosis from TCM clinical datum.This paper uses Gibbs sampling to do parameters reasoning and confirms the optimalnumber of topicsaccording to the average similarity amongtopics. From the experimental results, given the symptoms of patient, STTD model can predicts treatment, result of diagnosis, TCM and the distribution of topic. And it is available for clinical doctors and researchers.

引用

页码：426 / 429

页数：4

共 50 条

[21] Face recognition using LDA-based algorithms
Lu, JW
Plataniotis, KN
Venetsanopoulos, AN
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (01): : 195 - 200
[22] Research on Diagnosis Prediction of Traditional Chinese Medicine Diseases Based on Improved Bayesian Combination Model
Zhang, Zhulv
Li, Jinghua
Zheng, Wanting
Tian, Shaolei
Wu, Yang
Yu, Qi
Zhu, Ling
EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2021, 2021
[23] Interpretation of a Quantitative Diagnosis Model of Traditional Chinese Medicine Syndromes Based on Computer Adaptive Testing
Yao, Simeng
Huang, Zhongyu
Liu, Xianhua
Yan, Qiaofeng
Tang, Jing
Liu, Fengbin
Hou, Zhengkun
EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2022, 2022
[24] Architecture of an FPGA Accelerator for LDA-Based Inference
Ono, Taisuke
Waidyasooriya, Hasitha Muthumala
Hariyama, Masanori
Ishigaki, Tsukasa
2017 18TH IEEE/ACIS INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING (SNDP 2017), 2017, : 357 - 362
[25] Integrative Medicine——Traditional Chinese Medicine,A Model?
Nicola Robinson
Chinese Journal of Integrative Medicine, 2011, (01) : 21 - 25
[26] Integrative Medicine——Traditional Chinese Medicine,A Model?
Nicola Robinson
Chinese Journal of Integrative Medicine, 2011, 17 (01) : 21 - 25
[27] Integrative medicine — Traditional Chinese medicine, A model ?
Nicola Robinson
Chinese Journal of Integrative Medicine, 2011, 17 : 21 - 25
[28] Integrative Medicine - Traditional Chinese Medicine, A Model ?
Robinson, Nicola
CHINESE JOURNAL OF INTEGRATIVE MEDICINE, 2011, 17 (01) : 21 - 25
[29] A symmetric transformation for LDA-based face verification
Marcel, S
SIXTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2004, : 207 - 212
[30] An LDA-Based Approach to Scientific Paper Recommendation
Amami, Maha
Pasi, Gabriella
Stella, Fabio
Faiz, Rim
NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, NLDB 2016, 2016, 9612 : 200 - 210

← 1 2 3 4 5 →