Contents

Reverse Modeling Support Method for Domain-driven Design ZHONG Chen-Xing, LI Wen-Jun, REN Gui-Jie, RONG Guo-Ping Published July 06, 2022 (19 pages) 2022,33(7):2562-2580 [Abstract(1845)]  [View PDF(3815)2.61 M]

Multi-objective Parallel Attribute Reduction Algorithm in Rough Set WEI Qian-Jin, WEI Ji-Peng, GU Tian-Long, CHANG Liang, WEN Yi-Min Published July 06, 2022 (19 pages) 2022,33(7):2599-2617 [Abstract(1589)]  [View PDF(3823)1.79 M]

Law Article Recommendation Approach Based on Deep Semantic Matching LI Lin, DUAN Wei, ZHOU Dong, YUAN Jing-Ling Published July 06, 2022 (15 pages) 2022,33(7):2618-2632 [Abstract(1992)]  [View PDF(3620)2.01 M]

Object Detection Model for Examination Classroom Based on Cascade Attention and Point Supervision Mechanism TIAN Zhuo-Yu, MA Miao, YANG Kai-Fang Published July 06, 2022 (13 pages) 2022,33(7):2633-2645 [Abstract(1674)]  [View PDF(3481)3.98 M]

Label-correlation-based Common and Specific Feature Selection for Hierarchical Classification LIN Yao-Jin, BAI Sheng-Xing, ZHAO Hong, LI Shao-Zi, HU Qing-Hua Published July 06, 2022 (16 pages) 2022,33(7):2667-2682 [Abstract(1409)]  [View PDF(3479)1.91 M]

Encrypted Malicious Traffic Detection Based on Hidden Markov Model ZOU Fu-Tai, YU Tang-Da, XU Wen-Liang Published July 06, 2022 (16 pages) 2022,33(7):2683-2698 [Abstract(1987)]  [View PDF(5096)1.82 M]

Lightweight Blockchain Authentication Mechanism for Smart Home ZHANG Zhu-Jun, FAN Wei, ZHU Da-Li Published July 06, 2022 (17 pages) 2022,33(7):2699-2715 [Abstract(2059)]  [View PDF(4065)1.71 M]

Class-aware Instance Normalization Mechanism for Face Age Synthesis SHU Xiang-Bo, SHI Cheng-Long, SUN Yun-Lian, TANG Jin-Hui Published July 06, 2022 (13 pages) 2022,33(7):2716-2728 [Abstract(1331)]  [View PDF(3568)13.94 M]

Special Issue's Articles

智能系统的分析和验证专题前言 明仲，张立军，秦胜潮 Published July 06, 2022 (2 pages) 2022,33(7):2365-2366 [Abstract(1802)]  [View PDF(5439)448.45 K]

Review Articles

Survey on Requirements Classification and Formalization of Trustworthy Systems WANG Shu-Ling, ZHAN Bo-Hua, SHENG Huan-Huan, WU Hao, YI Shi-Cheng, WANG Ling-Tai, JIN Xiang-Yu, XUE Bai, LI Jing-Hui, XIANG Shuang-Qing, XIANG Zhan, MAO Bi-Fei Published July 06, 2022 (45 pages) 2022,33(7):2367-2410 [Abstract(3857)]  [View PDF(8169)3.92 M]

Research Progress of Face Recognition Anti-spoofing ZHANG Fan, ZHAO Shi-Kun, YUAN Cao, CHEN Wei, LIU Xiao-Li, CHAO Han-Chieh Published July 06, 2022 (37 pages) 2022,33(7):2411-2446 [Abstract(4314)]  [View PDF(9069)3.23 M]

Special Issue's Articles

Minimal-unsatisfiable-core-driven Local Explainability Analysis for Random Forest MA Shu-Cen, SHI Jian-Qi, HUANG Yan-Hong, QIN Sheng-Chao, HOU Zhe Published July 06, 2022 (18 pages) 2022,33(7):2447-2463 [Abstract(2136)]  [View PDF(5639)1.87 M]

Multi-path Back-propagation Method for Neural Network Verification ZHENG Ye, SHI Xiao-Mu, LIU Jia-Xiang Published July 06, 2022 (18 pages) 2022,33(7):2464-2481 [Abstract(2419)]  [View PDF(44890)2.00 M]

Fairness Verification Method of Tree-based Model Based on Probabilistic Model Checking WANG Yan, HOU Zhe, HUANG Yan-Hong, SHI Jian-Qi, ZHANG Ge-Lin Published July 06, 2022 (17 pages) 2022,33(7):2482-2498 [Abstract(2031)]  [View PDF(5464)1.74 M]

Deep Learning Test Optimization Method Using Multi-objective Optimization MU Yan-Zhou, WANG Zan, CHEN Xiang, CHEN Jun-Jie, ZHAO Jing-Ke, WANG Jian-Min Published July 06, 2022 (27 pages) 2022,33(7):2499-2524 [Abstract(2586)]  [View PDF(6283)2.35 M]

Transfer-based Adversarial Attack with Rectified Adam and Color Invariance DING Jia, XU Zhi-Wu Published July 06, 2022 (16 pages) 2022,33(7):2525-2537 [Abstract(2298)]  [View PDF(5430)1.56 M]

Safe Reinforcement Learning Algorithm and Its Application in Intelligent Control for CPS ZHAO Heng-Jun, LI Quan-Zhong, ZENG Xia, LIU Zhi-Ming Published July 06, 2022 (24 pages) 2022,33(7):2538-2561 [Abstract(2978)]  [View PDF(6078)2.45 M]

Contents

Empirical Study on Restored Code Changes in Code Review WANG Qing-Ye, WAN Zhi-Yuan, LI Shan-Ping, XIA Xin Published July 06, 2022 (20 pages) 2022,33(7):2581-2598 [Abstract(2133)]  [View PDF(5563)2.25 M]

Knowledge Graph Construction Method via Internet-based Collective Intelligence JIANG Yi, ZHANG Wei, WANG Pei, ZHANG Xin-Yue, MEI Hong Published July 06, 2022 (21 pages) 2022,33(7):2646-2666 [Abstract(4254)]  [View PDF(7158)2.44 M]

Review Articles

Survey on Sketch Segmentation Algorithm Based on Deep Learning WANG Jia-Xin, ZHU Zhi-Liang, DENG Xiao-Ming, MA Cui-Xia, WANG Hong-An Published July 06, 2022 (26 pages) 2022,33(7):2729-2752 [Abstract(3710)]  [View PDF(9323)3.07 M]