Journal of Shandong University(Engineering Science) ›› 2022, Vol. 52 ›› Issue (4): 110-117.doi: 10.6040/j.issn.1672-3961.0.2021.294

Previous Articles    

Bias probability matrix factorization algorithm fused with trust similarity

WANG Bing, MA Wenming*, WU Cong, HAO Yumeng   

  1. School of Computer and Control Engineering, Yantai University, Yantai 264005, Shandong, China
  • Published:2022-08-24

CLC Number: 

  • TP301
[1] TAHMASBI H, JALALI M, SHAKERI H. Modeling user preference dynamics with coupled tensor factorization for social media recommendation[J]. Journal of Ambient Intelligence and Humanized Computing, 2020, 12(7):9693-9712.
[2] LI Y, LIOU J, LI Y. A social recommendation approach for reward-based crowdfunding campaigns[J]. Info-rmation & Management, 2020, 57(7):1-48.
[3] 张琦,柳玲,文俊浩.一种基于领域信任及不信任的奇异值分解推荐算法[J].计算机科学,2019,46(10):27-31. ZHANG Qi, LIU Ling, WEN Junhao. A singular value decomposition recommendation algorithm based on domain trust and distrust[J]. Computer Science, 2019, 46(10):27-31.
[4] YE M, DENG Y. Social recommendation combining trust relationship and distance metric factorization[J]. Journal of Circuits, Systems and Computers, 2020, 29(15):695-706.
[5] 崔春生,王辉,李群.基于用户标签和信任关系的协同过滤推荐算法研究[J].系统科学与数学,2019,39(3):437-448. CUI Chunsheng, WANG Hui, LI Qun. Research on collaborative filtering recommendation algorithm based on user tag and trust relationship[J]. System Science and Mathematics, 2019, 39(3):437-448.
[6] ZHANG X, CHEN X, SENG D, et al. A factored similarity model with trust and social influence for top-n recommendation[J]. International Journal of Computers Communications & Control, 2019, 14(4):590-607.
[7] POONGODI M, VIJAYAKUMAR V, RAWAL V, et al. Recommendation model based on trust relations & user credibility[J]. Journal of Intelligent & Fuzzy Systems, 2019, 36(2):1-8.
[8] 贾诗阳, 宾晟, 孙更新.融合多关系社交信任网络的推荐算法[J].信息与电脑(理论版), 2020, 32(13):40-41. JIA Shiyang, BIN Sheng, SUN Gengxin. A recommendation algorithm integrating mult-relationship social trust network [J]. Information and Computer(Theory Edition), 2020, 32(13):40-41.
[9] LI Y, HSIEH C, LIN L,et al. A social mechanism for task-oriented crowdsourcing recommendations[J]. Decision Support Systems, 2020, 141(1):1-16.
[10] 耿巧梦. 基于用户特征和信任度的推荐算法研究与实现[D]. 西安: 西安电子科技大学, 2019. GENG Qiaomeng. Research and implementation of recommendation algorithm based on user characteristics and trust[D]. Xi'an: Xidian University, 2019.
[11] 王瑞琴, 蒋云良, 李一啸, 等. 一种基于多元社交信任的协同过滤推荐算法[J].计算机研究与发展, 2016, 53(6):1389-1399. WANG Ruiqin, JIANG Yunliang, LI Yixiao,et al. A collaborative filtering recommendation algorithm based on multiple social trusts[J]. Computer Research and Development, 2016, 53(6):1389-1399.
[12] LIU Y, LIANG C, WU J, et al. A knowledge coverage-based trust propagation for recommendation mechanism in social network group decision making[J]. Applied Soft Computing Journal, 2021, 101(1):1-10.
[13] GUO L, LIANG J, ZHU Y, et al. Collaborative filtering recommendation based on trust and emotion[J]. Journal of Intelligent Information Systems, 2019, 53(1):113-135.
[14] 吴清春, 贾彩燕. 一种融合社交关系的矩阵分解推荐模型[J].计算机工程,2020,46(8):72-77. WU Qingchun, JIA Caiyan. A matrix factorization recommendation model integrating social relationships[J]. Computer Engineering, 2020, 46(8):72-77.
[15] ZHANG T, LI W, WANG L, et al. Social recommendation algorithm based on stochastic gradient matrix decom- position in social network[J]. Journal of Ambient Inteligence and Humanized Computing, 2020, 11(2):1-7.
[16] JAMALIM, ESTER M. A matrix factorization technique with trust propagation for recommendation in social networks[C] //Proceedings of the 4th ACM Conference on Recommender Systems. Barcelona, Spain: Association for Computing Machinery, 2010: 135-142.
[17] MA H, YANG H, LYU M, et al. SoRec:social recommendation using probabilistic matrix factorization[C] // Proceedings of the l7th ACM Conference on Information and Knowledge Management. Napa Valley, USA: Association for Computing Machinery, 2008: 931-940.
[18] 卫鼎峰,李梁,柴晶.融合物品信息的社会化推荐算法[J].计算机工程与应用,2021,57(19):198-204. WEI Dingfeng, LI Liang, CHAI Jing. Social recommend- ation algorithm fused with item information[J]. Computer Engineering and Applications, 2021, 57(19):198-204.
[19] WANG X, HE X, WANG M, et al. Neural graph collaborative filtering[C] //Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval. New York, USA: Association for Computing Machinery, 2019: 165-174.
[20] 陈婷, 朱青, 周梦溪, 等.社交网络环境下基于信任的推荐算法[J].软件学报,2017,28(3):721-731. CHEN Ting, ZHU Qing, ZHOU Mengxi, et al. Trust-based recommendation algorithm in social network environment [J]. Journal of Software, 2017, 28(3):721-731.
[21] 逯泽馨. 社会化商务中融合用户信任和相似关系的推荐方法研究[D]. 大连:东北财经大学, 2019. LU Zexin. Research on recommendation method integrating user trust and similar relationships in social commerce[D]. Dalian: Dongbei University of Finance, 2019.
[22] SAJAD A, MAJID M, MOHSEN A. A social recommendation method based on an adaptive neighbor selection mechanism[J]. Information Processing and Management, 2018, 54(4):707-725.
[1] Jucheng YANG,Shujie HAN,Lei MAO,Xiangzi DAI,Yarui CHEN. Review of capsule network [J]. Journal of Shandong University(Engineering Science), 2019, 49(6): 1-10.
[2] Bo FANG,Hongmei CHEN. A novel double strategies evolutionary fruit fly optimization algorithm [J]. Journal of Shandong University(Engineering Science), 2019, 49(3): 22-31.
[3] LIANG Zehua, CUI Yaodong, ZHANG Yu. The one-dimensional cutting stock problem with sequence-dependent cut losses [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(3): 75-80.
[4] WU Hongyan, JI Junzhong. Flower pollination algorithm-based functional module detection in protein-protein interaction networks [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(1): 21-30.
[5] ZHOU Zhijie, ZHAO Fujun, HU Changhua, WANG Li, FENG Zhichao, LIU Taoyuan. Failure prognosis method based on evidential reasoning for aerospace relay [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(5): 22-29.
[6] PEI Xiaobing, CHEN Huifen, ZHANG Baizhan, CHEN Menghui. Improved bi-variables estimation of distribution algorithms for multi-objective permutation flow shop scheduling problem [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(4): 25-30.
[7] REN Yongfeng, DONG Xueyu. An image saliency object detection algorithm based on adaptive manifold similarity [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(3): 56-62.
[8] ZHAI Jiyou, ZHOU Jingbo, REN Yongfeng, WANG Zhijian. A visual saliency detection based on background and foreground interaction [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(2): 80-85.
[9] WU Huimin, WU Jingli. An improved cycle basis algorithm for haplotyping a diploid individual [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(4): 9-14.
[10] ZHU Jie, WANG Jing, LIU Fei, GAO Guandong, DUAN Qing. Object classification method based on component pyramid matching [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(2): 14-21.
[11] WANG Lihong, LI Qiang. A selective ensemble method for traveling salesman problems [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(1): 42-48.
[12] JING Yunge, LI Tianrui. An incremental approach for reduction based on knowledge granularity [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(1): 1-9.
[13] REN Yongfeng, ZHOU Jingbo. An image saliency object detection algorithm based on information diffusion [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2015, 45(6): 1-6.
[14] GAO Yanpu, WANG Xiangdong, WANG Dongqing. Maximum likelihood identification method for a multivariable controlled autoregressive moving average system [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2015, 45(2): 49-55.
[15] LU Wenyang, XU Jiayi, YANG Yubin. LDA-based link prediction in social network [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2014, 44(6): 26-31.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!