Contents

非经典条件下的机器学习方法专题前言 高新波，黎铭，李天瑞 Published April 06, 2020 (3 pages) 2020,31(4):909-911 [Abstract(1521)]  [View PDF(3034)388.91 K]

Concept Drift Detection Method Based on Online Performance Test GUO Hu-Sheng, ZHANG Ai-Juan, WANG Wen-Jian Published April 06, 2020 (16 pages) 2020,31(4):932-947 [Abstract(2087)]  [View PDF(3799)1.69 M]

Novel Deep Reinforcement Learning Algorithm Based on Attention-based Value Function and Autoregressive Environment Model LIANG Xing-Xing, FENG Yang-He, HUANG Jin-Cai, WANG Qi, MA Yang, LIU Zhong Published April 06, 2020 (19 pages) 2020,31(4):948-966 [Abstract(3194)]  [View PDF(7493)2.18 M]

Cooperative Prediction Method Based on Dynamic and Static Representation for Crowdfunding ZHANG Kai, ZHAO Hong-Ke, LIU Qi, PAN Zhen, CHEN En-Hong Published April 06, 2020 (14 pages) 2020,31(4):967-980 [Abstract(2147)]  [View PDF(5138)1.59 M]

Weakly Supervised Learning Framework Based on k Labeled Samples FU Zhi, WANG Hong-Jun, LI Tian-Rui, TENG Fei, ZHANG Ji Published April 06, 2020 (10 pages) 2020,31(4):981-990 [Abstract(2403)]  [View PDF(4098)1.09 M]

Similar Manifold Learning Based on Selective Cluster Ensemble for Image Clustering LUO Xiao-Hui, LI Fan-Zhang, ZHANG Li, GAO Jia-Jun Published April 06, 2020 (11 pages) 2020,31(4):991-1001 [Abstract(2035)]  [View PDF(4886)1.24 M]

Conditional Graphical Generative Adversarial Networks LI Chong-Xuan, ZHU Jun, ZHANG Bo Published April 06, 2020 (7 pages) 2020,31(4):1002-1008 [Abstract(1964)]  [View PDF(3872)868.40 K]

Spectral Clustering Based Unsupervised Feature Selection Algorithms XIE Juan-Ying, DING Li-Juan, WANG Ming-Zhao Published April 06, 2020 (16 pages) 2020,31(4):1009-1024 [Abstract(2416)]  [View PDF(5635)2.26 M]

Distant Supervision Neural Network Relation Extraction Base on Noisy Observation YE Yu-Xin, XUE Huan, WANG Lu, OUYANG Dan-Tong Published April 06, 2020 (14 pages) 2020,31(4):1025-1038 [Abstract(2145)]  [View PDF(4663)1.45 M]

Model Parameter Re-optimization for Linear Hashing Based on Similarity Drive NIE Xiu-Shan, LIU Xing-Bo, XI Xiao-Ming, YIN Yi-Long Published April 06, 2020 (12 pages) 2020,31(4):1039-1050 [Abstract(2196)]  [View PDF(3674)1.45 M]

Individual Convergence of NAG with Biased Gradient in Nonsmooth Cases LIU Yu-Xiang, CHENG Yu-Jia, TAO Qing Published April 06, 2020 (12 pages) 2020,31(4):1051-1062 [Abstract(1976)]  [View PDF(3644)1.36 M]

Rule Inference Network Model for Classification HUANG De-Gen, ZHANG Yun-Xia, LIN Hong-Mei, ZOU Li, LIU Zhuang Published April 06, 2020 (16 pages) 2020,31(4):1063-1078 [Abstract(2810)]  [View PDF(4406)1.62 M]

Multi-label Text Classification Method Based on Label Semantic Information XIAO Lin, CHEN Bo-Li, HUANG Xin, LIU Hua-Feng, JING Li-Ping, YU Jian Published April 06, 2020 (11 pages) 2020,31(4):1079-1089 [Abstract(3679)]  [View PDF(7634)1.24 M]

Integrating Latent Item-item Complementarity with Personalized Recommendation Systems SHAO Ying-Wei, ZHANG Min, MA Wei-Zhi, WANG Chen-Yang, LIU Yi-Qun, MA Shao-Ping Published April 06, 2020 (11 pages) 2020,31(4):1090-1100 [Abstract(2648)]  [View PDF(5452)1.17 M]

Graph Convolutional Network for Recommender Systems GE Yao, CHEN Song-Can Published April 06, 2020 (12 pages) 2020,31(4):1101-1112 [Abstract(3608)]  [View PDF(5779)1.34 M]

NP-completeness of d-regular (k,s)-SAT Problem FU Zu-Feng, XU Dao-Yun Published April 06, 2020 (11 pages) 2020,31(4):1113-1123 [Abstract(1486)]  [View PDF(3367)1.16 M]

Active Learning Approach for Crowdsourcing-enhanced Data Cleaning YE Chen, WANG Hong-Zhi, GAO Hong, LI Jian-Zhong Published April 06, 2020 (11 pages) 2020,31(4):1162-1172 [Abstract(1868)]  [View PDF(4459)1.16 M]

Adaptive Online Kernel Density Estimation Method DENG Qi-Lin, QIU Tian-Yu, SHEN Fu-Rao, ZHAO Jin-Xi Published April 06, 2020 (16 pages) 2020,31(4):1173-1188 [Abstract(2401)]  [View PDF(7754)1.73 M]

Spatial Context-aware Mention Target Recommendation Method TANG Xiao-Yue, ZHOU Kang, WANG Kai Published April 06, 2020 (23 pages) 2020,31(4):1189-1211 [Abstract(2063)]  [View PDF(4698)2.33 M]

CHS-BPR: Combining Content-aware and Heterogeneous-aware for Event Recommendation SHANG Yan-Min, CAO Ya-Nan, LIU Yan-Bing Published April 06, 2020 (13 pages) 2020,31(4):1212-1224 [Abstract(1997)]  [View PDF(4286)1.54 M]

Accelerating Core Decomposition in Complex Network on GPUs ZHANG Heng, CUI Qiang, HOU Peng-Peng, WU Yan-Jun, ZHAO Chen Published April 06, 2020 (15 pages) 2020,31(4):1225-1239 [Abstract(1911)]  [View PDF(3999)1.71 M]

Review Articles

Survey of Online Learning Algorithms for Streaming Data Classification ZHAI Ting-Ting, GAO Yang, ZHU Jun-Wu Published April 06, 2020 (20 pages) 2020,31(4):912-931 [Abstract(3437)]  [View PDF(9257)692.47 K]

State-of-the-art Survey of Consensus Mechanisms on DAG-based Distributed Ledger GAO Zheng-Feng, ZHENG Ji-Lai, TANG Shu-Yang, LONG Yu, LIU Zhi-Qiang, LIU Zhen, GU Da-Wu Published April 06, 2020 (19 pages) 2020,31(4):1124-1142 [Abstract(5683)]  [View PDF(8822)1.83 M]

Topic Analysis on Chinese Programming Question and Answer Websites JIANG Jing, Lü Jiang-Feng, ZHANG Li Published April 06, 2020 (19 pages) 2020,31(4):1143-1161 [Abstract(2450)]  [View PDF(5582)1.93 M]