Neural Network-based Decision Support System for Pre-diagnosis of Psychiatric Disorders

被引：0

作者：

Bouaiachi, Yousra ^{[1
]}

Khaldi, Mohamed ^{[1
]}

Azmani, Abdellah ^{[2
]}

机构：

[1] Univ Abdelmalek Essadi, Fac Sci, Lab LIROSA, Tetouan, Morocco

[2] Univ Abdelmalek Essadi, Fac Sci & Tech, Tangier, Morocco

来源：

2014 THIRD IEEE INTERNATIONAL COLLOQUIUM IN INFORMATION SCIENCE AND TECHNOLOGY (CIST'14) | 2014年

关键词：

Neural networks; Medical Data Mining; psychiatric decision system; expert system; artificial intelligence;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Psychiatric disorders are mental conditions affecting emotional, cognitive, affective and behavioral states and causing impairment and suffering. The early and accurate diagnosis of such disorders is crucial for recovery and improvement. Artificial Intelligence is extremely implicated in medical and clinical fields bringing efficient results and solutions. This paper introduces a psychiatric pre-diagnosis approach to simplify the modeling of a decision support system using neural networks. The choice of neural network as a decisional tool is made after a comparative study with Case-Based Reasoning. The efficiency of the pre-diagnosis neural network in our experiment reaches the accuracy of 90% in identifying some categories like psychotic disorders 'category.

引用

页码：102 / 106

页数：5

共 50 条

[1] Neural network based decision support system for diagnosis of esophagitis
Saraf, Santosh S.
Udupi, G. R.
Hajare, Santosh D.
[J]. ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL I, PROCEEDINGS, 2007, : 320 - +
[2] A convolutional neural network-based decision support system for neonatal quiet sleep detection
Abbasi, Saadullah Farooq
Abbasi, Qammer Hussain
Saeed, Faisal
Alghamdi, Norah Saleh
[J]. MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2023, 20 (09) : 17018 - 17036
[3] Cardiovascular Health Pre-Diagnosis Based on a BP Profile Using Artificial Neural Network
Domingo, Jackielyn G.
Geronimo, Sean Harvy S.
Ochoa, Gavril Ryan N.
Vergara, Diane Christelle N.
Serrano, Kanny Krizzy D.
Roxas, Edison A.
dela Cruz, Angelo R.
Bandala, Argel A.
Vicerra, Ryan Rhay P.
[J]. 2017 IEEE 9TH INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY, COMMUNICATION AND CONTROL, ENVIRONMENT AND MANAGEMENT (IEEE HNICEM), 2017,
[4] Driving licensing renewal policy using neural network-based probabilistic decision support system
Awad, Wa'el H.
Herzallah, Randa
[J]. INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2015, 51 (03) : 155 - 163
[5] A deep neural network-based decision support system for intelligent geospatial data analysis in intelligent agriculture system
Zeng, Chunying
Zhang, Fan
Luo, Mingzhong
[J]. SOFT COMPUTING, 2022, 26 (20) : 10813 - 10826
[6] A deep neural network-based decision support system for intelligent geospatial data analysis in intelligent agriculture system
Chunying Zeng
Fan Zhang
Mingzhong Luo
[J]. Soft Computing, 2022, 26 : 10813 - 10826
[7] Myocardial Ischemia Pre-Diagnosis Method Based on Infrared Thermal Imaging and BP Neural Network
Mi Baohong
Hong Wenxue
Song Jialin
Wu Shiming
Hui, Meng
[J]. LASER & OPTOELECTRONICS PROGRESS, 2019, 56 (01)
[8] Weightless Neural Network-Based Fault Diagnosis in Suspension System
Shah, Ronit
Venkatesh, S. Naveen
Balaji, P. Arun
Sugumaran, V
[J]. FME TRANSACTIONS, 2024, 52 (01): : 115 - 127
[9] Artificial Neural Network-Based Decision Support System for Development of an Energy-Efficient Built Environment
Kaklauskas, Arturas
Dzemyda, Gintautas
Tupenaite, Laura
Voitau, Ihar
Kurasova, Olga
Naimaviciene, Jurga
Rassokha, Yauheni
Kanapeckiene, Loreta
[J]. ENERGIES, 2018, 11 (08)
[10] Artificial Neural Network-Based Decision Support for Shrimp Feed Type Classification
Gamara, Rex Paolo C.
Loresco, Pocholo James M.
Neyra, Romano Q.
[J]. 2019 IEEE 11TH INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY, COMMUNICATION AND CONTROL, ENVIRONMENT, AND MANAGEMENT (HNICEM), 2019,

← 1 2 3 4 5 →