Soft Computing for Biomedical Applications and Related Topics

✍ Scribed by Vladik Kreinovich, Nguyen Hoang Phuong

• Publisher: Springer International Publishing;Springer
• Year: 2021
• Tongue: English
• Leaves: 322
• Series: Studies in Computational Intelligence 899
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book presents innovative intelligent techniques, with an emphasis on their biomedical applications. Although many medical doctors are willing to share their knowledge – e.g. by incorporating it in computer-based advisory systems that can benefit other doctors – this knowledge is often expressed using imprecise (fuzzy) words from natural language such as “small,” which are difficult for computers to process. Accordingly, we need fuzzy techniques to handle such words. It is also desirable to extract general recommendations from the records of medical doctors’ decisions – by using machine learning techniques such as neural networks. The book describes state-of-the-art fuzzy, neural, and other techniques, especially those that are now being used, or potentially could be used, in biomedical applications. Accordingly, it will benefit all researchers and students interested in the latest developments, as well as practitioners who want to learn about new techniques.

✦ Table of Contents

Front Matter ....Pages i-ix
Front Matter ....Pages 1-1
Multiagent Smart Communication Based on CI Technology (Kaoru Hirota, Fangyan Dong, Jesus A. Garcia Sanchez)....Pages 3-9
Develop a Prediction Model for Nonmelanoma Skin Cancer Using Deep Learning in EHR Data (Chih-Wei Huang, Alex P. A. Nguyen, Chieh-Chen Wu, Hsuan-Chia Yang, Yu-Chuan (Jack) Li)....Pages 11-18
VectorDefense: Vectorization as a Defense to Adversarial Examples (Vishaal Munusamy Kabilan, Brandon Morris, Hoang-Phuong Nguyen, Anh Nguyen)....Pages 19-35
Artificial Intelligence in Infection Control—Healthcare Institutions Need Intelligent Information and Communication Technologies for Surveillance and Benchmarking (Walter Koller, Andrea Rappelsberger, Birgit Willinger, Gabriel Kleinoscheg, Klaus-Peter Adlassnig)....Pages 37-48
Why Some Non-classical Logics Are More Studied? (Olga Kosheleva, Vladik Kreinovich, Hoang Phuong Nguyen)....Pages 49-59
Why h-Index (Vladik Kreinovich, Olga Kosheleva, Hoang Phuong Nguyen)....Pages 61-65
Accuracy of Data Fusion: Interval (and Fuzzy) Case (Christian Servin, Olga Kosheleva, Vladik Kreinovich)....Pages 67-79
Imputing Missing Values: Reinforcement Bayesian Regression and Random Forest (Shahriar Shakir Sumit, Junzo Watada, Fatema Nasrin, Nafiz Ishtiaque Ahmed, D. R. A. Rambli)....Pages 81-88
From Machine Learning to Knowledge-Based Decision Support—A Predictive-Model-Markup-Language-to-Arden-Syntax Transformer for Decision Trees (Julia Zeckl, Matthias Wastian, Dominik Brunmeir, Andrea Rappelsberger, Sergei B. Arseniev, Klaus-Peter Adlassnig)....Pages 89-99
Front Matter ....Pages 101-101
Semantic Similarity Between Adjectives and Adverbs—The Introduction of a New Measure (Moreno Colombo, Edy Portmann)....Pages 103-116
Evaluation of Robotic Navigation Model Considering Group Norms of Personal Space in Human–Robot Communities (Yotaro Fuse, Hiroshi Takenouchi, Masataka Tokumaru)....Pages 117-125
ESYNDIAG: A Fuzzy Expert System for Eight Syndrome Diagnosis in Traditional Vietnamese Medicine (Hoang Phuong Nguyen, Lam Tung Vu, Thuy Hong Truong, Kaoru Hirota)....Pages 127-139
Manifold Based Data Refinement for Biological Analysis (Dao Nam Anh)....Pages 141-152
Prediction of Wart Treatment Using Deep Learning with Implicit Feature Engineering (Khang Nguyen, Nga Mai, An Nguyen, Binh P. Nguyen)....Pages 153-168
Visualization of Musical Emotions by Colors of Images (Dao Nam Anh)....Pages 169-182
Saliency Guided Image Watermarking for Anti-forgery (Pham Quang Huy, Dao Nam Anh)....Pages 183-195
Big Data for Public Health Surveillance in Vietnam: Challenges and Opportunities (Long Bui, Thai Son Ha, Ngoc Ha Nguyen, Khandmaa Sukhbaatar, My Hanh Bui)....Pages 197-204
A New Computational Method Based on Heterogeneous Network for Predicting MicroRNA-Disease Associations (Thanh Van Thai, Duong Hung Bui, Xuan Tho Dang, Thanh-Phuong Nguyen, Dang Hung Tran, The Dung Luong)....Pages 205-219
An Approach for Building Effective Real Estate Chatbots in Vietnamese (Tuan-Dung Cao, Quang H. Nguyen)....Pages 221-229
Ensemble of Convolutional Neural Networks for the Detection of Prostate Cancer in Multi-parametric MRI Scans (Quang H. Nguyen, Mengnan Gong, Tao Liu, Ou Yang Youheng, Binh P. Nguyen, Matthew Chin Heng Chua)....Pages 231-241
Adaptive Fuzzy Backstepping Sliding Mode Control for Omni Mobile Robot Over Network Control System (Minh Ngoc Pham, Vinh Quang Thai, Duyen Kim Thi Ha, Tien Manh Ngo, Cuong Manh Nguyen, Manh Van Tran et al.)....Pages 243-255
Fuzzy Adaptive Dynamic Surface Control for Omnidirectional Robot (Duyen Kim Thi Ha, Tien Manh Ngo, Minh Ngoc Pham, Vinh Quang Thai, Minh Xuan Phan, Dung Tien Pham et al.)....Pages 257-268
Traffic Light Control at Isolated Intersections in Case of Heterogeneous Traffic (Phan Duy Hung, Do Thai Giang)....Pages 269-280
Block Difference of Inverse Probabilities Features for Chromoendoscopy Image Classification (Viet Dung Nguyen, Thanh Hien Truong, Ha Anh Pho, Le Thu Thao Dao)....Pages 281-288
Hybrid Convolutional Neural Network Ensemble for Activity Recognition in Mobile Phones (Jyh-Huah Chan, Hui-Juin Lim, Ngoc-Son Hoang, Jeong-Hoon Lim, Khang Nguyen, Binh P. Nguyen et al.)....Pages 289-299
Text Mining Analysis of Comments in Thai Language for Depression from Online Social Networks (Pornpimol Chaiwuttisak)....Pages 301-313
Building a X-ray Database for Mammography on Vietnamese Patients and automatic Detecting ROI Using Mask-RCNN (Nguyen Duc Thang, Nguyen Viet Dung, Tran Vinh Duc, Anh Nguyen, Quang H. Nguyen, Nguyen Tu Anh et al.)....Pages 315-329

✦ Subjects

Engineering; Computational Intelligence; Engineering Mathematics; Biomedical Engineering