This book constitutes the refereed proceedings of the 12th Conference on Information Technology and its Applications, CITA 2023, taking place on July 28-29, 2023 in Da Nang City, the most beautiful and livable city in Vietnam. CITA is an annual scientific conference on information technology and its applications in all fields. The main objective of the conference is to create a forum to gather and connect Vietnamese and international researchers, scientists in the fields of information technology and its applications. The book includes 33 papers, selected from 144 papers submitted to CITA 2023 whose authors come from over 20 countries around the world, which were carefully reviewed by at least two members of the Program Committee, with professional advice from reputable scientists in the field of information technology and technology, digital economy such as Prof. Dr.Sc. Ngoc-Thanh Nguyen (Poland), Prof. Dr. Dosam Hwang (Korea), Assoc. Prof. Dr. Le Minh Hoa (UK), and Prof.Dr. Nguyen Thanh Thuy (Vietnam). The acceptance rate of CITA 2023 is about 24%. The papers in the book are organized in the following topical sections: Data Science and Artificial Intelligence; Image and Natural Language Processing; Software Engineering and Information Systems; Network and Communications; and Digital Economy. The accepted and presented papers focus on new trends and challenges facing the information and communication technology as well as digital economy community. If you are scientists, lecturers, doctoral students, we hope that you will find many useful and good quality results from the book for your future research.

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Issue Date	Title	Author(s)
2023-07	A New ConvMixer-Based Approach for Diagnosis of Fault Bearing Using Signal Spectrum	Vu, Manh Hung; Nguyen, Van Quang; Tran, Thi Thao; Pham, Van Truong
2023-07	Differentially-Private Distributed Machine Learning with Partial Worker Attendance: A Flexible and Efficient Approach	Le, Trieu Phong; Tran, Thi Phuong
2023-07	Building Legal Knowledge Map Repository with NLP Toolkits	Ngo, Q. Hung; Nguyen, D. Hien; Le, Khac Nhien An
2023-07	Classification of Ransomware Families Based on Hashing Techniques	Le, Tran Duc; Le, Ba Luong; Dinh, Truong Duy; Pham, Van Dai
2023-07	Towards a New Multi-tasking Learning Approach for Human Fall Detection	Nguyen, Duc Anh; Pham, Cuong; Rob, Argent; Brian, Caulfield; Le, Khac Nhien An
2023-07	A Comparative Study of Wrapper Feature Selection Techniques in Software Fault Prediction	Nguyen, Thanh Long; Ha, Thi Minh Phuong; Nguyen, Thanh Binh
2023-07	Incorporating Natural Language-Based and Sequence-Based Features to Predict Protein Sumoylation Sites	Tran, Thi Xuan; Nguyen, Van Nui; Le, Nguyen Quoc Khanh
2023-07	A Model for Alliance Partner Selection Based on GM (1, 1) and DEA Frameworks - Case of Vietnamese Coffee Industry	Nguyen, Ngoc Thang; Phan, Van Thanh; Duong, Thi Ai Nhi; Le, Thanh Ha; Pham, Thao Vy; Pham, Nghiem Hong Ngoc Bich; Kieu, Thanh Giang
2023-07	Car Detector Based on YOLOv5 for Parking Management	Nguyen, Duy Linh; Vo, Xuan Thuy; Adri, Priadana; Kang-Hyun, Jo
2023-07	Deep Learning-Based Approach for Automatic Detection of Malaria in Peripheral Blood Smear Images	Pham, Vu Thu Nguyet; Nguyen, Quang Chung; Nguyen, Quang Vu; Huynh, Huu Hung
2023-07	An Improved Transfer Learning-Based Approach for Detecting Abnormal Cervical Cells from Pap Smear Microscopic Images	Le, Thi Thu Nga; Pham, Vu Thu Nguyet
2023-07	Emotional Intelligence and Social Media Site Experiences’ Effects on College Choice Behavior: The Mediating Role of Brand Attitude	Dang, Thi Thanh Minh; Le, Phuoc Cuu Long; Tran, Thi Thuy Trinh
2023-07	A Multi Context Decoder-based Network with Applications for Polyp Segmentation in Colonoscopy Images	Tran, Ngoc Du; Nguyen, Dinh Quoc Dai; Nguyen, Ngoc Linh Chi; Pham, Van Truong; Tran, Thi Thao
2023-07	AMG-Mixer: A Multi-Axis Attention MLP-Mixer Architecture for Biomedical Image Segmentation	Le, Hoang Minh Quang; Le, Trung Kien; Pham, Van Truong; Tran, Thi Thao
2023-07	Investigating YOLO Models for Rice Seed Classification	Phan, Thi Thu Hong; Ho, Huu Tuong; Hoang, Thao Nhien
2023-07	Extending OCR Model for Font and Style Classification	Vu, Dinh Nguyen; Nguyen, Tien Dong; Dang, Minh Tuan; Ninh, Thi Anh Ngoc; Nguyen, Vu Son Lam; Nguyen, Viet Anh; Nguyen, Hoang Dang
2023-07	STG-SimVP: Spatiotemporal GAN-Based SimVP for Video Prediction	Le, Trieu Duong; Nguyen, Duc Dung
2023-07	Tritention U-Net: A Modified U-Net Architecture for Lung Tumor Segmentation	Le, Nguyen Hung; Nguyen, Duc Dung; Huynh, Tuong Nguyen; Vo, Thanh Hung
2023-07	Multi-modal with Multiple Image Filters for Facial Emotion Recognition	Huynh, T. Thong; Nguyen, M. My; Pham, T. Phong; Nguyen, T. Nam; Bui, L. Tien; Huynh, Tuong Nguyen; Nguyen, Duc Dung; Vo, Trung Hung
2023-07	Few-Shots Novel Space-Time View Synthesis from Consecutive Photos	Mai, Van Quan; Nguyen, Duc Dung