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劉小洋 Liu Xiaoyang

教授/ Professor

重慶理工大學(xué) 計(jì)算機(jī)科學(xué)與工程學(xué)院

社交網(wǎng)絡(luò)分析 , 復(fù)雜網(wǎng)絡(luò) , 數(shù)據(jù)挖掘 , 人工智能等

個(gè)人簡(jiǎn)介

劉小洋,,教授,,博士/博士后,,碩士生導(dǎo)師, CCF杰出會(huì)員 。國(guó)家級(jí)教學(xué)成果獎(jiǎng)(二等獎(jiǎng))獲得者,;重慶市研究生教育“課程思政”教學(xué)名師,;重慶市巴南區(qū)“菁英計(jì)劃”高層次創(chuàng)新人才;重慶市研究生聯(lián)合培養(yǎng)基地負(fù)責(zé)人;重慶市專業(yè)學(xué)位研究生教學(xué)案例庫負(fù)責(zé)人,。

學(xué)術(shù)服務(wù):IEEE ,、ACM Member;中國(guó)人工智能學(xué)會(huì)CAAI社會(huì)計(jì)算與社會(huì)智能專委會(huì)會(huì)員,,中國(guó)工業(yè)與應(yīng)用數(shù)學(xué)學(xué)會(huì)CSIAM復(fù)雜網(wǎng)絡(luò)與復(fù)雜系統(tǒng)專委會(huì)會(huì)員,;中國(guó)中文信息學(xué)會(huì)會(huì)員,中國(guó)通信學(xué)會(huì)CIC高級(jí)會(huì)員,,中國(guó)指揮與控制學(xué)會(huì)網(wǎng)絡(luò)科學(xué)與工程專委會(huì)會(huì)員,;重慶市自然科學(xué)基金通訊評(píng)審專家,《重慶理工大學(xué)學(xué)報(bào)》(自然科學(xué)版)青年編委,  教育部學(xué)位中心博士/碩士學(xué)位論文評(píng)議專家,;國(guó)際學(xué)術(shù)期刊《Applied Sciences-Basel》(SCI, Q2) 客座編輯,。

實(shí)驗(yàn)室網(wǎng)址: https://nsdm.cqut.edu.cn

擔(dān)任如下國(guó)際國(guó)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(jì)算機(jī)學(xué)報(bào)》

[13]《中文信息學(xué)報(bào)》

[14]《計(jì)算機(jī)科學(xué)》

[15]《計(jì)算機(jī)科學(xué)與探索》

學(xué)術(shù)概況:主持/主研國(guó)家自然科學(xué)基金、國(guó)家社會(huì)科學(xué)基金,、教育部青年基金,、重慶市科技局等國(guó)家級(jí)與省部級(jí)項(xiàng)目30余項(xiàng)。獲得授權(quán)國(guó)家發(fā)明專利35項(xiàng),、計(jì)算機(jī)軟件著作權(quán)50余項(xiàng),;出版學(xué)術(shù)專著4部。在《IEEE Transactions on Computational Social Systems》,、《The Computer Journal》,、《Journal of Computational Science》、《Physica A》,、《中國(guó)科學(xué)》,、《計(jì)算機(jī)學(xué)報(bào)》、《電子學(xué)報(bào)》等國(guó)內(nèi)外重要刊物發(fā)表學(xué)術(shù)論文100余篇(SCI,、EI,、CSCD等收錄)。

科研與工作經(jīng)歷

2010.03-2013.06, 西北工業(yè)大學(xué), 博士.

2014.12-2017.09, 重慶大學(xué), 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(huì), 科技處.

2013.07- 至今, 重慶理工大學(xué), 計(jì)算機(jī)學(xué)院, 教授, 碩士生導(dǎo)師.

研究領(lǐng)域

 復(fù)雜網(wǎng)絡(luò)與社交網(wǎng)絡(luò)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(jī)器學(xué)習(xí)、網(wǎng)絡(luò)安全等,。

聯(lián)系方式
代表性學(xué)術(shù)論文

[1] 劉小洋*,何道兵,劉超,張宜浩.基于時(shí)變阻尼運(yùn)動(dòng)的社交網(wǎng)絡(luò)信息傳播動(dòng)力學(xué)分析[J].中國(guó)科學(xué):信息科學(xué), 2021. (卓越期刊, CCF A類)

[2] 劉小洋*,,何道兵. 在線社交網(wǎng)絡(luò)的競(jìng)爭(zhēng)性非線性動(dòng)力學(xué)信息傳播模型研究[J].計(jì)算機(jī)學(xué)報(bào),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(jí)滑動(dòng)窗口和深度殘差網(wǎng)絡(luò)的僵尸網(wǎng)絡(luò)DGA域名檢測(cè)方法[J].電子學(xué)報(bào),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)

國(guó)家發(fā)明專利(已授權(quán))

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

[2] 國(guó)家發(fā)明專利:劉小洋,等. 一種非線性動(dòng)力學(xué)P2P網(wǎng)絡(luò)蠕蟲傳播預(yù)測(cè)方法,專利號(hào): ZL 201910462514.1

[3] 國(guó)家發(fā)明專利:劉小洋,等. 用于在線社交網(wǎng)絡(luò)數(shù)據(jù)挖掘模型數(shù)值機(jī)理有效性驗(yàn)證方法,專利號(hào): ZL 201811352786.8

[4] 國(guó)家發(fā)明專利:劉小洋,等. 一種在線社交網(wǎng)絡(luò)數(shù)據(jù)競(jìng)爭(zhēng)性信息提取傳播工作方法,專利號(hào): ZL 201811353286.6

[5] 國(guó)家發(fā)明專利:劉小洋,等. 基于在線社交網(wǎng)絡(luò)數(shù)據(jù)的競(jìng)爭(zhēng)性信息宏觀傳播模型提取工作方法,專利號(hào): ZL 2018113532797.6

[6] 國(guó)家發(fā)明專利:劉小洋,等. 針對(duì)在線社交網(wǎng)絡(luò)數(shù)據(jù)提取后的穩(wěn)定性判別方法,專利號(hào): ZL 2018113532988.2

[7] 國(guó)家發(fā)明專利:劉小洋,等. 基于在線社交網(wǎng)絡(luò)數(shù)據(jù)的競(jìng)爭(zhēng)性信息傳播概率模型挖掘構(gòu)建方法,專利號(hào): ZL 201811353308.9

[8] 國(guó)家發(fā)明專利:劉小洋,等. 一種基于時(shí)變阻尼運(yùn)動(dòng)的在線社交網(wǎng)絡(luò)信息傳播構(gòu)建方法,專利號(hào): ZL 201910086187.4

[9] 國(guó)家發(fā)明專利:劉小洋,等. 一種非線性動(dòng)力學(xué)P2P網(wǎng)絡(luò)蠕蟲免疫預(yù)測(cè)方法,,專利號(hào): ZL 201910462524.5

計(jì)算機(jī)軟件著作權(quán)

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

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

[3] 劉小洋,等. 基于熱擴(kuò)散運(yùn)動(dòng)的社交網(wǎng)絡(luò)信息傳播分析系統(tǒng); 登記號(hào): 2019SR0067176

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

[5] 劉小洋,等. 基于無標(biāo)度網(wǎng)絡(luò)特性的在線社交網(wǎng)絡(luò)競(jìng)爭(zhēng)性信息傳播系統(tǒng); 登記號(hào): 2019SR0214307

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

[7] 劉小洋,等. 一種在線社交網(wǎng)絡(luò)節(jié)點(diǎn)中心度計(jì)算系統(tǒng); 登記號(hào): 2019SR0214290

[8] 劉小洋,等. 在線社交網(wǎng)絡(luò)非線性動(dòng)力學(xué)的競(jìng)爭(zhēng)性信息傳播系統(tǒng); 登記號(hào): 2019SR0214296

[9] 劉小洋,等. 一種在線社交網(wǎng)絡(luò)節(jié)點(diǎn)權(quán)重分析系統(tǒng); 登記號(hào): 2019SR0318756

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

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

[12] 劉小洋,等. 基于Web的社交網(wǎng)絡(luò)突發(fā)公共事件信息發(fā)布系統(tǒng); 登記號(hào): 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(hào): 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(hào): 2021SR1158145

學(xué)術(shù)專著

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

[2] 劉小洋 著. 社交網(wǎng)絡(luò)競(jìng)爭(zhēng)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(luò)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(luò)科學(xué)與計(jì)算.電子工業(yè)出版社, 2022.9. ISBN: 978-7-121-44191-2

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