Special Issue's Articles

面向开放场景的鲁棒机器学习专刊前言 陈恩红，李宇峰，邹权 Published April 06, 2022 (3 pages) 2022,33(4):1153-1155 [Abstract(2153)]  [View PDF(5213)282.55 K]

Multi-granularity Inter-class Correlation Based Contrastive Learning for Open Set Recognition ZHU Peng-Fei, ZHANG Wan-Ying, WANG Yu, HU Qing-Hua Published April 06, 2022 (14 pages) 2022,33(4):1156-1169 [Abstract(2766)]  [View PDF(6449)452.28 K]

Unsupervised New-set Domain Adaptation with Self-supervised Knowledge WANG Yun-Yun, SUN Gu-Wei, ZHAO Guo-Xiang, XUE Hui Published April 06, 2022 (14 pages) 2022,33(4):1170-1182 [Abstract(3356)]  [View PDF(6936)433.59 K]

Source Free Robust Domain Adaptation Based on Pseudo Label Uncertainty Estimation WANG Fan, HAN Zhong-Yi, YIN Yi-Long Published April 06, 2022 (16 pages) 2022,33(4):1183-1199 [Abstract(2856)]  [View PDF(7551)612.80 K]

Open Environmental Locality-sensitive Hashing Retrieval for Multiple Distributed Characteristics ZHANG Shi, LAI Hui-Xia, XIAO Ru-Liang, PAN Miao-Xin, ZHANG Lu-Lu, CHEN Wei-Lin Published April 06, 2022 (19 pages) 2022,33(4):1200-1217 [Abstract(2034)]  [View PDF(7711)2.23 M]

Towards Robust Adversarial Training via Dual-label Supervised and Geometry Constraint CAO Liu-Juan, KUANG Hua-Feng, LIU Hong, WANG Yan, ZHANG Bao-Chang, HUANG Fei-Yue, WU Yong-Jian, JI Rong-Rong Published April 06, 2022 (14 pages) 2022,33(4):1218-1230 [Abstract(2277)]  [View PDF(5473)341.35 K]

Adaptive NAG Methods Based on AdaGrad and Its Optimal Individual Convergence LONG Sheng, TAO Wei, ZHANG Ze-Dong, TAO Qing Published April 06, 2022 (15 pages) 2022,33(4):1231-1243 [Abstract(2187)]  [View PDF(6053)708.81 K]

Review Articles

Survey of Tag Recommendation Methods XU Peng-Yu, LIU Hua-Feng, LIU Bing, JING Li-Ping, YU Jian Published April 06, 2022 (23 pages) 2022,33(4):1244-1266 [Abstract(3999)]  [View PDF(11323)1.33 M]

Special Issue's Articles

Multi-label Learning by Exploiting Causal Order of Labels CHEN Jia-Lüe, JIANG Yuan Published April 06, 2022 (8 pages) 2022,33(4):1267-1273 [Abstract(1985)]  [View PDF(5467)246.12 K]

Deep Generative Crowdsourcing Learning with Worker Correlation Utilization LI Shao-Yuan, WEI Meng-Long, HUANG Sheng-Jun Published April 06, 2022 (13 pages) 2022,33(4):1274-1286 [Abstract(1908)]  [View PDF(6055)656.89 K]

Review Articles

Survey on Semi-supervised Classification of Data Streams with Concept Drifts WEN Yi-Min, LIU Shuai, MIAO Yu-Qing, YI Xin-He, LIU Chang-Jie Published April 06, 2022 (30 pages) 2022,33(4):1287-1314 [Abstract(2952)]  [View PDF(8726)801.83 K]

Special Issue's Articles

Confidence-weighted Learning for Feature Evolution LIU Yan-Fang, LI Wen-Bin, GAO Yang Published April 06, 2022 (12 pages) 2022,33(4):1315-1325 [Abstract(1995)]  [View PDF(6165)396.25 K]

Discriminant Feature Learning Based on Stochastic Neighbor Embedding ZHAO Hui, WANG Hong-Jun, PENG Bo, LONG Zhi-Guo, LI Tian-Rui Published April 06, 2022 (13 pages) 2022,33(4):1326-1337 [Abstract(2053)]  [View PDF(5383)294.41 K]

Totally Adaptive 2D Feature Selection Algorithm Based on Discernibility Matrix XIE Juan-Ying, WU Zhao-Zhong Published April 06, 2022 (18 pages) 2022,33(4):1338-1353 [Abstract(1963)]  [View PDF(4929)418.97 K]

Incomplete Multi-view Clustering Algorithm Based on Multi-order Neighborhood Fusion LIU Xiao-Lin, BAI Liang, ZHAO Xing-Wang, LIANG Ji-Ye Published April 06, 2022 (19 pages) 2022,33(4):1354-1372 [Abstract(2233)]  [View PDF(6067)594.48 K]

CMvSC: Knowledge Transferring Based Deep Consensus Network for Multi-view Spectral Clustering ZHANG Yi-Ling, YANG Yan, ZHOU Wei, OUYANG Xiao-Cao, HU Jie Published April 06, 2022 (17 pages) 2022,33(4):1373-1389 [Abstract(2022)]  [View PDF(6154)516.72 K]

Density Peak Clustering Algorithm Based on K-nearest Neighbors and Optimized Allocation Strategy SUN Lin, QIN Xiao-Ying, XU Jiu-Cheng, XUE Zhan-Ao Published April 06, 2022 (20 pages) 2022,33(4):1390-1411 [Abstract(3422)]  [View PDF(7672)1.55 M]

Brain-inspired Large-scale Deep Neural Network System LÜ Jian-Cheng, YE Qing, TIAN Yu-Xin, HAN Jun-Wei, WU Feng Published April 06, 2022 (18 pages) 2022,33(4):1412-1429 [Abstract(3182)]  [View PDF(7090)920.08 K]

ReChorus: Comprehensive, Efficient, Flexible, and Lightweight Framework for Recommendation Algorithms WANG Chen-Yang, REN Yi, MA Wei-Zhi, ZHANG Min, LIU Yi-Qun, MA Shao-Ping Published April 06, 2022 (9 pages) 2022,33(4):1430-1438 [Abstract(2962)]  [View PDF(7733)449.92 K]

Construction Method of Intellectual-property-oriented Scientific and Technological Resources Portrait YANG Jia-Xin, DU Jun-Ping, SHAO Ying-Xia, LI Ang, XI Jun-Qing Published April 06, 2022 (13 pages) 2022,33(4):1439-1450 [Abstract(1998)]  [View PDF(5459)518.70 K]

Shared-bike Demand Prediction Model Based on Station Clustering QIAO Shao-Jie, HAN Nan, YUE Kun, YI Yu-Gen, HUANG Fa-Liang, YUAN Chang-An, DING Peng, Louis Alberto GUTIERREZ Published April 06, 2022 (26 pages) 2022,33(4):1451-1476 [Abstract(2995)]  [View PDF(7092)1.16 M]

Sample Adaptive Policy Planning Based on Predictive Coding LIANG Xing-Xing, MA Yang, FENG Yang-He, ZHANG Yu-Long, ZHANG Long-Fei, LIAO Shi-Jiang, LIU Zhong Published April 06, 2022 (26 pages) 2022,33(4):1477-1500 [Abstract(3105)]  [View PDF(10480)1.31 M]

Semi-supervised Spatiotemporal Transformer Networks for Semantic Segmentation of Surgical Instrument LI Yao-Qian, LI Cai-Zi, LIU Rui-Qiang, SI Wei-Xin, JIN Yue-Ming, HENG Pheng-Ann Published April 06, 2022 (16 pages) 2022,33(4):1501-1515 [Abstract(3006)]  [View PDF(9868)1.46 M]

Image Style Transfering Based on StarGAN and Class Encoder XU Xin-Zheng, CHANG Jian-Ying, DING Shi-Fei Published April 06, 2022 (10 pages) 2022,33(4):1516-1526 [Abstract(2292)]  [View PDF(6012)743.62 K]