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劉小洋,，教授,，博士/博士后,，碩士生導師, CCF杰出會員 。國家級教學成果獎(二等獎)獲得者,；重慶市研究生教育“課程思政”教學名師,；重慶市巴南區(qū)“菁英計劃”高層次創(chuàng)新人才；重慶市研究生聯(lián)合培養(yǎng)基地負責人,；重慶市專業(yè)學位研究生教學案例庫負責人,。

學術(shù)服務：IEEE 、ACM Member,；中國人工智能學會CAAI社會計算與社會智能專委會會員,，中國工業(yè)與應用數(shù)學學會CSIAM復雜網(wǎng)絡與復雜系統(tǒng)專委會會員；中國中文信息學會會員，中國通信學會CIC高級會員,，中國指揮與控制學會網(wǎng)絡科學與工程專委會會員,；重慶市自然科學基金通訊評審專家，《重慶理工大學學報》(自然科學版)青年編委,  教育部學位中心博士/碩士學位論文評議專家,；國際學術(shù)期刊《Applied Sciences-Basel》(SCI, Q2) 客座編輯,。

實驗室網(wǎng)址: https://nsdm.cqut.edu.cn

擔任如下國際國內(nèi)重要期刊審稿人：

[1]《IEEE/ACM Transactions on Networking》

[2]《Computer Networks》

[3]《IEEE Transactions on Cybernetics》

[4]《IEEE Transactions on Industrial Informatics》

[5]《Journal of Computer Science and Technology》

[6]《Journal of Ambient Intelligence and Humanized Computing》

[7]《International Journal of Systems Science》

[8] 《CAAI Transactions on Intelligence Technology》

[9]《Journal of Complex Networks》

[10]《Knowledge-Based Systems》

[11] 《Chaos》

[12]《計算機學報》

[13]《中文信息學報》

[14]《計算機科學》

[15]《計算機科學與探索》

學術(shù)概況：主持/主研國家自然科學基金、國家社會科學基金,、教育部青年基金,、重慶市科技局等國家級與省部級項目30余項。獲得授權(quán)國家發(fā)明專利35項,、計算機軟件著作權(quán)50余項,；出版學術(shù)專著4部。在《IEEE Transactions on Computational Social Systems》,、《The Computer Journal》,、《Journal of Computational Science》、《Physica A》,、《中國科學》,、《計算機學報》、《電子學報》等國內(nèi)外重要刊物發(fā)表學術(shù)論文100余篇（SCI,、EI,、CSCD等收錄)。

2010.03-2013.06, 西北工業(yè)大學, 博士.

2014.12-2017.09, 重慶大學, 博士后.

2017.09-2018.09, The University of Alabama, Postdoctoral Fellow, USA.

2014.12-2015.12, 重慶市教育委員會, 科技處.

2013.07- 至今, 重慶理工大學, 計算機學院, 教授, 碩士生導師.

 復雜網(wǎng)絡與社交網(wǎng)絡分析,、信息傳播,、數(shù)據(jù)挖掘與大數(shù)據(jù)分析、人工智能,、機器學習,、網(wǎng)絡安全等。

E-mail: [email protected]

[1] 劉小洋*,何道兵,劉超,張宜浩.基于時變阻尼運動的社交網(wǎng)絡信息傳播動力學分析[J].中國科學:信息科學, 2021. (卓越期刊, CCF A類)

[2] 劉小洋*,，何道兵. 在線社交網(wǎng)絡的競爭性非線性動力學信息傳播模型研究[J].計算機學報,2020,43(10):1842-1861. (卓越期刊, CCF A類)

[3] 劉小洋*,劉加苗,劉超,張宜浩. 融合字符級滑動窗口和深度殘差網(wǎng)絡的僵尸網(wǎng)絡DGA域名檢測方法[J].電子學報,2021. (卓越期刊, CCF A類)

[4] Xiaoyang Liu, Nan Ding*, Chao Liu, Yihao Zhang, Ting Zhang. Novel social network community discovery method combined local distance with node rank optimization function [J]. Applied Intelligence,2021,1:1-18. (SCI, JCR 1區(qū)) 

[5] Xiaoyang Liu*, Daobing He, Chao Liu. Modeling information dissemination and evolution in time-varying online social network based on thermal diffusion motion [J]. Physica A: statistical mechanics and its applications,2018,510: 456-476. (SCI, JCR 1區(qū))

[6] Daobing He, Xiaoyang Liu*. Novel Competitive Information Propagation Macro Mathematical Model in Online Social Network [J]. Journal of Computational Science, 2020,41:1-21. (SCI, JCR 1區(qū)) 

[7] Yihao Zhang, Xiaoyang Liu. Learning attention embeddings based on memory networks for collaborative recommendation[J]. Expert Systems With Applications,2021,183:183-192. (SCI, JCR 1區(qū))

[8] Xiaoyang Liu*, Daobing He, Linfeng Yang, Chao Liu. A novel negative feedback information dissemination model based on online social network [J]. Physica A: statistical mechanics and its applications, 2019,513: 371-389. (SCI, JCR 1區(qū))

[9] Xiaoyang Liu, Jiamiao Liu. Malicious traffic detection combined deep neural network with hierarchical attention mechanism [J]. Scientific Reports (DOI: https://doi.org/10.1038/s41598-021-91805-z)  (Nature 子刊, SCI, JCR 1區(qū))

[10] Xiaoyang Liu, Chao Liu, Xiaoping Zeng. Online Social Network Emergency Public Event Information Propagation and Nonlinear Mathematical Modeling[J]. Complexity, 2017,6:1-8. (SCI, JCR 1區(qū))

[11] Xiaoyang Liu*, Daobing He. Information Propagation and Public Opinion Evolution Model Based on Artificial Neural Network in Online Social Network [J]. The Computer Journal, Oxford University Press,2020,63(11):1689-1703. (SCI, JCR 2區(qū))

[12] Xiaoyang Liu*, Jiamiao Liu. Novel non-linear dynamics P2P network worm propagation and immune model[J]. IET Information Security, 2019,14(2):175-184. (SCI, JCR 2區(qū))

[13] Xiaoyang Liu*, Daobing He. Nonlinear dynamic information propagation mathematic modeling and analysis based on microblog social network[J]. Social Network Analysis and Mining, 2020,10(1):87-98. (ESCI)

[14] Chao Liu, Xiaoyang Liu, Hongyu Yang, Guangjian Zhang, Qiong Cao, Junjian Huang. New stability results for impulsive neural networks with time delays[J]. Neural Computing and Applications, 2018,1-12. (SCI, JCR 1區(qū))

[15] Xiaoyang Liu*, Daobing He, Chao Liu. Information diffusion nonlinear dynamics modeling and evolution analysis in online social network based on emergency events[J]. IEEE Transactions on Computational Social Systems,2019,6(1):8-19. (SCI)

[16] Chao Liu, Xiaoyang Liu, Zheng Yang, Hongyu Yang, Junjian Huang. New stability results of generalized impulsive functional differential equations[J]. Science China - Information Sciences (Letter), 2020,2:1-3. (SCI, JCR 1區(qū))

[17] Xiaoyang Liu*, Ting Tang, Daobing He. Double-Layer Network Negative Public Opinion Information Propagation Modeling Based on Continuous-Time Markov Chain [J]. The Computer Journal, Oxford University Press,2020,5:1-11. (SCI, JCR 2區(qū)) 

[18] Chao Liu, Dihua Sun, Zheng Yang, Xiaoyang Liu, Hongyu Yang, Junjian Huang. Stabilization of switched neural networks with time-varying delay via bumpless transfer control[J]. Asian Journal of Control,2019,3:1-13. (SCI, JCR 2區(qū)) 

[19] Chao Liu, Zheng Yang, Xiaoyang Liu, Xianying Huang. Stability of delayed switched systems with state-dependent switching[J]. IEEE/CAA Journal of Automatica Sinica, 2019,6(4):1-10. (SCI, JCR 1區(qū))

[20] Guangfeng Liu, Xianying Huang, Xiaoyang Liu, Anzhi Yang. A Novel Aspect-based Sentiment Analysis Network Model Based on Multilingual Hierarchy in Online Social Network[J]. The Computer Journal, 2019,3:1-15. (SCI, JCR 2區(qū))

[21] Chao Liu, Dihua Sun, Xiaoyang Liu. Stability of Variable-Time Impulsive Systems with Delays via Generalized Razumikhin Technique and Application to Impulsive Neural Networks[J]. Neural Processing Letters, 2018,47(2):641-659. SCI, JCR 1區(qū))

[22] Wanping Liu, Chao Liu, Xiaoyang Liu, Yihao Zhang, Zuxue Wei. Modeling the propagation of mobile malware on complex networks[J]. Communications in Nonlinear Science and Numerical Simulation, 2016, 37:249-264. (SCI, JCR 1區(qū))

[23] Chao Liu, Wanping Liu, Xiaoyang Liu, Chuandong Li, Qi Han. Stability of switched neural networks with time delay. Nonlinear Dynamics, 2015, 79(3):2145 -2154. SCI, JCR 1區(qū))

[24] Wanping Liu, Chao Liu, Xiaoyang Liu, Shaoguo Cui, Xianying Huang. Modeling the spread of malware with the influence of heterogeneous immunization[J]. Applied Mathematical Modelling, 2016,40(4): 3141–3152. (SCI, JCR 1區(qū))

[25] Chengyun Song, Weiyi Liu, Zhining Liu, Xiaoyang Liu. User abnormal behavior recommendation via multilayer network[J]. Plos One, 2019,14(12):1-17. (SCI, JCR 1區(qū))

[26] Xiaoyang Liu, Chao Liu. Information Diffusion and Opinion Leader Mathematical Modeling Based on Microblog[J]. IEEE Access, 2018,6(1):34736-34745. (SCI, JCR 1區(qū))

[27] Xiaoyang Liu, Xiaoping Zeng, Chao Liu, Wanping Liu, and Yihao Zhang. The Channel Estimation and Modeling in High Altitude Platform Station Wireless Communication Complex Network[J]. Discrete Dynamics in Nature and Society, 2017,5:1-7. (SCI, JCR 3區(qū))

[28] Chao Liu, ZhengYang, Xiaoyang Liu, Chuandong Li, Guangjian Zhang.Stability of neural networks with delay and variable-time impulses [J]. Neurocomputing, 2016, 171(C):1644-1654. (SCI, JCR 1區(qū))

[29] Xiaoyang Liu, Chao Liu. Wireless Sensor Network Dynamic Mathematics Modeling and Node Localization[J]. Wireless Communications and Mobile Computing, 2018,15-22. (SCI, JCR 2區(qū))

[30] Xiaoyang Liu*, Songyang Wu, Chao Liu, Yihao Zhang. Social network node influence maximization method combined degree discount and local node optimization [J]. Social Network Analysis and Mining, 2021,11(1):1-18. (ESCI)

[1] 國家發(fā)明專利：劉小洋,等. 基于人工神經(jīng)網(wǎng)絡的在線社交網(wǎng)絡信息傳播與輿情演化正向構(gòu)建方法和系統(tǒng),專利號:ZL201811241621.3

[2] 國家發(fā)明專利：劉小洋,等. 一種非線性動力學P2P網(wǎng)絡蠕蟲傳播預測方法,，專利號: ZL 201910462514.1

[3] 國家發(fā)明專利：劉小洋,等. 用于在線社交網(wǎng)絡數(shù)據(jù)挖掘模型數(shù)值機理有效性驗證方法,專利號: ZL 201811352786.8

[4] 國家發(fā)明專利：劉小洋,等. 一種在線社交網(wǎng)絡數(shù)據(jù)競爭性信息提取傳播工作方法,專利號: ZL 201811353286.6

[5] 國家發(fā)明專利：劉小洋,等. 基于在線社交網(wǎng)絡數(shù)據(jù)的競爭性信息宏觀傳播模型提取工作方法,專利號: ZL 2018113532797.6

[6] 國家發(fā)明專利：劉小洋,等. 針對在線社交網(wǎng)絡數(shù)據(jù)提取后的穩(wěn)定性判別方法,專利號: ZL 2018113532988.2

[7] 國家發(fā)明專利：劉小洋,等. 基于在線社交網(wǎng)絡數(shù)據(jù)的競爭性信息傳播概率模型挖掘構(gòu)建方法,專利號: ZL 201811353308.9

[8] 國家發(fā)明專利：劉小洋,等. 一種基于時變阻尼運動的在線社交網(wǎng)絡信息傳播構(gòu)建方法,專利號: ZL 201910086187.4

[9] 國家發(fā)明專利：劉小洋,等. 一種非線性動力學P2P網(wǎng)絡蠕蟲免疫預測方法,，專利號: ZL 201910462524.5

[1] 劉小洋,等. 在線社交網(wǎng)絡突發(fā)事件信息傳播與輿情分析軟件; 登記號:2018SR811384

[2] 劉小洋,等. 一種具有負反饋能力的社交網(wǎng)絡信息傳播分析系統(tǒng); 登記號: 2019SR0061184

[3] 劉小洋,等. 基于熱擴散運動的社交網(wǎng)絡信息傳播分析系統(tǒng); 登記號: 2019SR0067176

[4] 劉小洋,等. 社交網(wǎng)絡論壇輿情演化系統(tǒng); 登記號: 2019SR0067172

[5] 劉小洋,等. 基于無標度網(wǎng)絡特性的在線社交網(wǎng)絡競爭性信息傳播系統(tǒng); 登記號: 2019SR0214307

[6] 劉小洋,等. 基于小世界網(wǎng)絡模型的在線社交網(wǎng)絡信息傳播分析系統(tǒng); 登記號: 2019SR0214301

[7] 劉小洋,等. 一種在線社交網(wǎng)絡節(jié)點中心度計算系統(tǒng); 登記號: 2019SR0214290

[8] 劉小洋,等. 在線社交網(wǎng)絡非線性動力學的競爭性信息傳播系統(tǒng); 登記號: 2019SR0214296

[9] 劉小洋,等. 一種在線社交網(wǎng)絡節(jié)點權(quán)重分析系統(tǒng); 登記號: 2019SR0318756

[10]劉小洋,等.一種社交網(wǎng)絡突發(fā)公共事件案例分析系統(tǒng); 登記號: 2019SR0827178

[11] 劉小洋,等. 社交網(wǎng)絡的突發(fā)事件應急協(xié)調(diào)決策信息處理系統(tǒng); 登記號: 2019SR0827436

[12] 劉小洋,等. 基于Web的社交網(wǎng)絡突發(fā)公共事件信息發(fā)布系統(tǒng); 登記號: 2019SR0827419

[13] 劉小洋,等. 新型冠狀病毒疫情信息傳播分析系統(tǒng); 登記號: 2021SR1158144

[14] 劉小洋,等. 疫情信息數(shù)據(jù)可視化分析系統(tǒng); 登記號: 2021SR1158145

[1] 劉小洋 著. 在線社交網(wǎng)絡信息傳播建模與輿情演化分析. 科學出版社, 2020.3.  ISBN: 978-7-03-064623-1

[2] 劉小洋 著. 社交網(wǎng)絡競爭性信息傳播與用戶行為分析. 電子工業(yè)出版社, 2020.8. ISBN: 978-7-121-39390-7

[3] 劉小洋 著.社交網(wǎng)絡分析. 電子工業(yè)出版社, 2021.5. ISBN: 978-7-121-41064-2

[4] 劉小洋 著.網(wǎng)絡科學與計算.電子工業(yè)出版社, 2022.9. ISBN: 978-7-121-44191-2