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Keqin Li (李克勤)
SUNY Distinguished Professor (纽约州立大学讲席教授)
Member of Academia Europaea (The Academy of Europe) (欧洲人文和自然科学院院士)
IEEE Fellow

Department of Computer Science
State University of New York
Science Hall 249
1 Hawk Drive
New Paltz, New York 12561
USA

Phone: (845) 257-3534
Fax: (845) 257-3996
Email: lik@newpaltz.edu


Short Biography (简历)

Professor Keqin Li was born in Songjiang (松江) (a historical and cultural city), Shanghai, China, on May 26, 1963. He grew up in and graduated from the Songjiang County Organ Nursery (松江县级机关托儿所) in 1969. He graduated from Songjiang Zhongshan Elementary School (松江中山小学) (a historically well-known elementary school) in 1975 (reunion with classmates and teachers in 2013), Songjiang No. 2 Middle School (松江二中初中部) in 1978 (reunion with classmates and teachers in 2012), and Shanghai Songjiang No. 2 Senior High School (松江二中高中部) (one of the best high schools in Shanghai) in 1980 (reunion with classmates and teachers in 2011 and 2016). Here are some photos taken during the summer of 2014: [1], [2], [3].

He received the B.S. degree in computer science from Tsinghua University (清华大学), Beijing, China, in 1985, with a thesis entitled "A multiversion concurrency control algorithm for file management in distributed computer systems", and the Ph.D. degree in computer science from the University of Houston, Houston, Texas, USA, in 1990, with a dissertation entitled "Dynamic resource allocation and job scheduling in partitionable mesh connected systems".

He started his research career in 1985. This is his first paper written at the age of 22.

He was an assistant professor (1990-1996), an associate professor (1996-1999), and a full professor (1999-2009) of computer science with the State University of New York at New Paltz. On March 24, 2009, he was appointed by the Board of Trustees of the State University of New York to the rank of SUNY Distinguished Professor, the state university's highest faculty designation. He received the Distinguished Faculty Medallion (杰出教授奖章, specifically commissioned to commemorate this distinction) during the SUNY distinguished dinner and ceremony in Albany, New York, on May 3, 2010. He is a member of the SUNY Distinguished Academy. During 2011-2014, he was an Intellectual Ventures endowed visiting chair professor (清华大学高智讲座教授) at the National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China.

He has published over 840 journal articles, book chapters, and refereed conference papers, with over 570 articles published in 156 different research journals and over 235 publications in 50 different ACM/IEEE transactions and journals. His papers appeared in the inaugural issues of IEEE-TCC (2013) and IEEE-TSUSC (2016). He has also received several best paper awards, including PDPTA 1996, NAECON 1997, IPDPS 2000, ISPA 2016, NPC 2019, ISPA 2019. His papers have been included in the best papers collections of numerous conferences, including HPCS 1997, PMEO-PDS 2002, WMN 2003, PMEO-PDS 2004, IPDPS 2004, PMEO 2008, WWASN 2009, PMEO 2010, APDCM 2010, APDCM 2011, HPGC 2011, PMAM 2014. He holds over 60 patents announced or authorized by the Chinese National Intellectual Property Administration.

On November 24, 2014, Professor Keqin Li was notified by J. Roberto B. de Marca, IEEE President and CEO, that he has been elevated to IEEE Fellow, effective 1 January 2015, with the following citation: "for contributions to parallel and distributed computing". During 1999-2014, only 0.07% (7 out of 10,000) of IEEE members were elevated to the Fellow grade each year. He has been on the IEEE Computer Society Fellow Evaluating Committee (2015-2021).

He is a 2017 recipient of the Albert Nelson Marquis Lifetime Achievement Award (阿尔伯特·尼尔森·马奎斯终身成就奖) for being listed in Marquis Who's Who in Science and Engineering (科学与工程名人录), Who's Who in America (美国名人录), Who's Who in the World (世界名人录), and Who's Who in American Education (美国教育界名人录) for more than 20 consecutive years.

He was a Distinguished Speaker (lecture available at 学堂在线) in the 60th Anniversary Celebration of the Department of Computer Science and Technology at Tsinghua University, his alma mater, on May 22, 2018. He received the Distinguished Alumnus Award (休斯顿大学杰出校友奖) in the 50th Anniversary Celebration of the Computer Science Department at the University of Houston on October 20, 2018.

He is listed in the World's Top 2% Scientists by Stanford University and Elsevier's Mendeley Data and Scopus citation database on August 1, 2021, using a composite indicator that considers and combines six citation metrics for 8,547,891 scientists who have published at least five papers. Based on single-year (2020) impact (2020年度科学影响力排行榜), he is ranked #1 in the US and #3 in the world among 9,831 scientists in his subfield - Distributed Computing (分布式计算领域全美第一名, 全球第三名). Based on career-long impact (终身科学影响力排行榜), he is ranked #3 in the US and #4 in the world in his subfield (分布式计算领域全美第三名, 全球第四名).

On June 17, 2022, Professor Keqin Li was notified by President Marja Makarow that he has been elected to be a Member of Academia Europaea (The Academy of Europe).

He was a founding member of the Board of Directors (1999) and served as the principal of the Mid-Hudson Huaxia Chinese School (赫德逊华夏中文学校校长, 2004-2007) and received the Outstanding Service Award of Huaxia Chinese School, the largest Chinese education organization in overseas China. He was also the president (Chair of Deacon Board) of the Mid-Hudson Chinese Christian Church (2010-2011).

Here are his [Wikipedia] and [DBLP] and [Google Scholar].


Family (家庭)

Professor Li is married with Ling Gao (高玲), a Tsinghua alumna and a senior software engineer in IBM. Here are some of their recent photos taken in Yuelu Academy (established in 976AD during the Northern Song dynasty) during the summer of 2014: [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13], [14], [15], [16], [17], [18], [19], [20], [21], [22], [23], [24], [25], [26], [27], [28], [29], [30].

This is Ling (front, center) in her dance team performance show: "Kite" (风筝) during 2019 Chinese New Year celebration.

They have three children.

Andrew, the oldest, is currently a BP America Assistant Professor (BP讲座助理教授, BP Junior Faculty Endowed Chair, Career Development Chair) of Operations Research at the Tepper School of Business (with 9 Nobel Laureates), Carnegie Mellon University. He received his Ph.D. degree from the Operations Research Center at Massachusetts Institute of Technology (MIT) under the supervision of Professor Vivek F. Farias. He received his B.S. degree (Summa Cum Laude, meaning "with the highest honor" in Latin and GPA top 1%) from Columbia University with a major in financial engineering and a minor in applied mathematics. He is a member of Tau Beta Pi, and a recipient of the Sebastian B. Littauer Award from the Fu Foundation School of Engineering and Applied Science in recognition of his superior achievement and outstanding promise of scholarly and professional achievement in operations research. He is an awardee of National Defense Science and Engineering Graduate (NDSEG) Fellowships.

Andrew is the winner of the MIT ORC Best Ph.D. Student Paper Award in 2017 and INFORMS George Nicholson Student Paper Competition (First Place 国际运筹学与管理科学学会博士论文竞赛第一名) in 2017. This is his award winning paper (and its supplemental materials) published in Management Science. He won the INFORMS Pierskalla Best Paper Award in 2021.

This is Andrew's first paper published in Discrete Mathematics, written at the age of (younger than) 21 with Professor Charles R. Johnson, the Class of 1961 Professor at College of William and Mary, and Andrew's research advisor during a summer research program.

This is Andrew's second paper published in Performance Evaluation, written at the age of (younger than) 22 with Professor Ward Whitt, a member of US National Academy of Engineering, and Andrew's research advisor at Columbia University.

This is Andrew's most recent NeurIPS 2021 paper (9122 submissions, acceptance rate < 1%).

Here is a photo of Andrew and his MIT classmates/friends taken in Spring 2013 in front of their dorm.

Charlotte, the second child, is currently a business development manager at Credit Karma, Inc., San Francisco, CA. She graduated with B.S. degree from Columbia University in May 2015 with a major in engineering management systems and a minor in economics and another minor in entrepreneurship and innovation. She was the secretary (2013-2014) and president (2014-2015) of Columbia Women's Business Society (CWBS), the largest pre-professional group at Columbia University. She was an actuarial consultant in the Actuarial, Rewards & Analytics group of Deloitte Consulting LLP, the largest professional services firm in the world by revenue, during 2015-2018.

Here is Charlotte in the Columbia Lunar Gala Fashion Show during February 2014.

Here is Charlotte running the Cox Providence Marathon in Rhode Island on May 3, 2015: [1], [2], [3], [4], [5], [6], [7]; and the Delaware Marathon on May 7, 2016: [1], [2], [3], [4], [5]; and the Newport Marathon in Newport, Rhode Island on April 15, 2017: [1], [2], [3], [4], [5], [6], [7].

Enjoy Charlotte's recent piano solo: "Fantaisie-Impromptu in C# Minor Op. 66" by Frédéric Chopin (肖邦的升C小调幻想即兴曲).

Christina, the youngest, is a systems developer of Application Development at GNC Holdings LLC (General Nutrition Corporation, 健安喜), Pittsburgh, PA. She graduated with B.S. degree from the College of Engineering at Cornell University in May 2021, with a major in computer science and a minor in music. She was in the Original Cornell Syncopators. This is Christina with Dr. Martha Elizabeth Pollack, the President of Cornell University in the Fall of 2017. This is again Christina with the President and the Jazz band in the Fall of 2019.

Enjoy Christina's piano solo played when she was in high school: "Let It Defy" - A Menzel Medley (arranged by Christina Li from "Defying Gravity" by Stephen Schwartz and "Let It Go" by Robert Lopez and Kristen Anderson-Lopez), and "An American in Paris" (composed by George Gershwin and arranged by William Daly).

Here is a photo taken at home in the 2011 memorial weekend.

Here is a photo taken on the Columbia University campus in the 2011 labor day weekend.

Here is a photo of Andrew and Charlotte taken in the 2013 July 4th weekend along the Charles river, Boston.

Here is a photo of Andrew, Charlotte, and Christina taken at home during Christmas of 2013.

Here is a comparison of Andrew, Charlotte, and Christina between 1999 and 2013.

Here is a photo taken at the end of summer 2014.

Here is a recent photo taken during Christmas of 2019.

Enjoy Professor Li's Baritone Solo: "Lake Baikal" (贝加尔湖畔) [audio] [video], "Just Want to be Ordinary" (只要平凡) [audio] [video], "Shepherd of the Cocoa Sea" (可可托海的牧羊人) [audio] [video].


Photo Album (影集)

Here are some recent photos taken in Liuyang (Pictographic area 湖南浏阳象形风景区), in the spring of 2017; Leishan (Xijiang Miao Village 贵州雷山西江千户苗寨), Anshun (Tunpu, Military Outpost 贵州安顺屯堡人村寨), Anshun (Huangguoshu Waterfalls 贵州安顺黄果树大瀑布), Urumchi (Kazak Village 新疆哈萨克族村庄), Xinjiang (Heaven Lake of Celestial Mountains 新疆天山天池), Urumchi (International Grand Bazaar 新疆乌鲁木齐国际大巴扎), Turpan (Jiaohe Ruins 新疆吐鲁番交河古城遗址), Turpan (Flaming Mountains 新疆吐鲁番火焰山), Zhaoqing (Seven Star Cave 广东肇庆七星岩景区), Zhaoqing (Dinghu Mountain 广东肇庆鼎湖山景区), Tai'an (Mount Tai 山东泰安泰山), Qufu (Confucian Temple 山东曲阜孔庙), Peixian (Hometown of Emperor Liu Bang 江苏沛县刘邦故里), Weishan (Weishan Lake 微山湖), Tianjin (Streetscape 天津), Pingyao (Pingyao Ancient City 山西平遥古城), Aba (Jiuzhai Valley 四川九寨沟), Aba (Fairy Pond 四川九寨沟神仙池), Chengdu (Dujiangyan Irrigation Project 四川都江堰), Hangzhou (West Lake 浙江杭州西湖), Fenghua (Jiang Jieshi's Former Residence 浙江奉化蒋介石故居), Jiaxing (Wuzhen 浙江嘉兴乌镇), in the summer of 2017; Fuzhou (Three Lanes and Seven Alleys in Fuzhou 福州三坊七巷), in the fall of 2017; Changsha (Zhao Mt. 湖南长沙昭山), Changsha (Hunan Provincial Museum 湖南省博物馆), Kunming (Dianchi Lake 滇池), Kunming (Southwestern United University 西南联合大学), Shilin (Stone Forest 云南石林), Luxi (Wugong Mt. 江西芦溪武功山), Guangzhou (Central Business District 广州中央商务区), in the winter of 2017.

Here are more recent photos taken in Wuxi (江苏无锡灵山胜境), Wuxi (Turtle Beach 江苏无锡鼋头渚), Liuyang (Former Residence of Hu Yaobang 湖南浏阳胡耀邦故居), in the spring of 2018; Huhehaote (Streetscape 内蒙古呼和浩特), Huhehaote (Inner Mongolia University 内蒙古大学), Qingshuihe (Laoniu Bay 内蒙古清水河老牛湾), Luoyang (Streetscape 河南洛阳), Luoyang (Longmen Grottoes 河南洛阳龙门石窟), Dengfeng (Shaolin Temple 河南登封少林寺), Changde (Ten Mile Poetry Wall 湖南常德十里诗墙), Exeter, UK (Exeter Cathedral 英国埃克塞特大教堂), Kunming (Yunnan University 云南大学), Lijiang (Ancient Town of Lijiang 云南丽江古镇), Lijiang (Ancient Town of Lijiang 云南丽江古镇), Lijiang (Blue Moon Valley 云南丽江蓝月谷), Lijiang (Yulong Snowmountain 云南丽江玉龙雪山), Beijing (Tsinghua University 清华大学), Enshi (Tenglong Cave 湖北恩施腾龙洞), Enshi (Yunlong Ground Crevice 湖北恩施云龙地缝), Enshi (Grand Canyon 湖北恩施大峡谷), in the summer of 2018; Hangzhou (International Expo Center 杭州国际博览中心), in the fall of 2018; Nanning (Qingxiu Mt. 广西南宁青秀山), Kunming (Golden Temple 云南昆明金殿), Xinhua (Ziquejie Terraced Field 湖南新化紫鹊界梯田), in the winter of 2018.

Here are more recent photos taken in Guangzhou (Shamian Scenic Area 广州沙面), Taoyuan (Taohuayuan Scenic Area 湖南桃花源), in the spring of 2019; Linfen (Mausoleum of Emperor Yao 山西临汾尧帝陵), Linfen (China Gate 山西临汾华门), Jixian (Hukou Waterfall of Yellow River 山西吉县壶口瀑布), Hongtong (Big Pagoda Tree 山西洪洞大槐树), Xiangfen (Taosi Observatory 山西襄汾陶寺观象台), Xiangfen (Dingcun Site 山西襄汾丁村遗址), Quwo (Jinguo Museum 山西曲沃晋国博物馆), Haikou (Leiqiong World Geopark 海南海口雷琼世界地质公园), Haikou (Feng Xiaogang Film Commune 海南海口冯小刚电影公社), Haikou (Haikou Arcaded Streets 海南海口骑楼老街), Wenchang (Tonggu Mountain 海南文昌铜鼓岭), Nanchang (Bayi Memorial Hall 江西南昌八一起义纪念馆), Nanchang (Pseudonym of Zhu Da Memorial Hall 江西南昌八大山人纪念馆), Anyi (Millennium Old Villages 江西安义千年古村群), Yinchuan (Western Xia Imperial Tombs 宁夏银川西夏王陵), Yinchuan (Helan Mountain Rock Painting 宁夏银川贺兰山岩画), Lingwu (The Great Wall of the Ming Dynasty 宁夏灵武明长城), Longhui (Baishui Cave in Yao Township 湖南隆回虎形山瑶族乡白水洞村), Liling (Ceramic Valley 湖南醴陵陶瓷谷), Liling (Lujiang Academy 湖南醴陵渌江书院), Taiyuan (Jin Memorial Temple 山西太原晋祠), Taiyuan (Meng Mt. Buddha 山西太原蒙山大佛), Kunming (Fuxian Lake 云南昆明抚仙湖), Puer (Pu'er Teahouse 云南普洱茶庄), Xishuangbanna (Wild Elephant Valley 云南西双版纳野象谷), Xishuangbanna (Primeval Forest Park 云南西双版纳原始森林公园), Xishuangbanna (Tropical Rainforest Theme Park 云南西双版纳望天树热带雨林主题公园), Xishuangbanna (Tropical Botanical Garden 云南西双版纳中科院热带植物园), Jinghong (Big Golden Pagoda Temple 云南景洪大金塔寺), Jinghong (Imperial Palace of Dai King 云南景洪曼听御花园及傣王行宫), Mengla (Dai Village 云南勐腊曼龙代村傣乡), Zhangjiajie (Glass Bridge 湖南张家界玻璃桥), in the summer of 2019; Suzhou (Tiger Hill 苏州虎丘), in the fall of 2019; Kunming (Shiping Hall 昆明石屏会馆), Dali (Three Towers in Chongsheng Temple 大理崇圣寺三塔), Dali (Dali Ancient City 大理古城), Dali (Nanzhao Island 大理南诏风情岛), Tengchong (Heshun Ancient Village 腾冲和顺古镇), Tengchong (Volcanic Geology Park 腾冲火山地质公园), in the winter of 2019.


Research in COVID-19 (新冠病毒研究)


Recent Books (最近学术著作)


Recent Journal Articles (最近学术期刊论文)

Professor Keqin Li's current research interests include cloud computing, fog computing and mobile edge computing, energy-efficient computing and communication, embedded systems and cyber-physical systems, heterogeneous computing systems, big data computing, high-performance computing, CPU-GPU hybrid and cooperative computing, computer architectures and systems, computer networking, machine learning, intelligent and soft computing.

See [ORCID] for a more comprehensive elaboration of Professor Keqin Li's scientific contributions.

    Publications in 2020

  1. Hui Yin, Zheng Qin, Jixin Zhang, and Keqin Li, "A fine-grained authorized keyword secure search scheme with efficient search permission update in cloud computing," Journal of Parallel and Distributed Computing (Special Issue on Theories, Algorithms and Modeling for Privacy Computing), vol. 135, pp. 56-69, January 2020. [abstract] [pdf]
  2. Jinwen Liang, Zheng Qin, Sheng Xiao, Jixin Zhang, Hui Yin, and Keqin Li, "Privacy-preserving range query over multi-source electronic health records in public cloud," Journal of Parallel and Distributed Computing (Security & Privacy in Social Big Data), vol. 135, pp. 127-139, January 2020. [abstract] [pdf]
  3. Jianhua Jiang, Xi Yang, Xianqiu Meng, and Keqin Li, "Enhance chaotic gravitational search algorithm (CGSA) by balance adjustment mechanism and sine randomness function for continuous optimization problems," Physica A: Statistical Mechanics and its Applications, volume 537, 122621, 1 January 2020. [abstract] [pdf]
  4. Jianhua Jiang, Meirong Xu, Xianqiu Meng, and Keqin Li, "STSA: A sine tree-seed algorithm for complex continuous optimization problems," Physica A: Statistical Mechanics and its Applications, volume 537, 122802, 1 January 2020. [abstract] [pdf]
  5. Yuan Liu, Ningbo Zhu, Kenli Li, Miqing Li, Jinhua Zheng, and Keqin Li, "An angle dominance criterion for evolutionary many-objective optimization," Information Sciences, vol. 509, pp. 376-399, January 2020. [abstract] [pdf]
  6. Zhao Tong, Hongjian Chen, Xiaomei Deng, Kenli Li, and Keqin Li, "A scheduling scheme in cloud computing environment using deep Q-learning," Information Sciences, vol. 512, pp. 1170-1191, February 2020. [abstract] [pdf]
  7. Longlong Liao, Zhibang Yang, Qing Liao, Kenli Li, Keqin Li, Jie Liu, and Qi Tian, "A half precision compressive sensing framework for end-to-end person re-identification," Neural Computing and Applications, vol. 32, no. 4, pp. 1141-1155, February 2020. [abstract] [pdf]
  8. Xiaowei Liu, Kenli Li, Keqin Li, "Attentive semantic and perceptual faces completion using self-attention generative adversarial networks," Neural Processing Letters, vol. 51, no. 1, pp. 211-229, February 2020. [abstract] [pdf]
  9. Zhigang Hu, Hui Xiao, and Keqin Li, 胡志刚, 肖慧, 李克勤, "Virtual machine consolidation algorithm based on multi-objective optimization in cloud computing," 云计算中基于多目标优化的虚拟机整合算法, Journal of Hunan University (Natural Sciences), 湖南大学学报(自然科学版), vol. 47, no. 2, pp. 116-124, February 2020. [abstract] [pdf]
  10. Xiao Fu, Kenli Li, Jing Liu, Keqin Li, Cen Chen, "A two-stage attention aware method for train bearing shed oil inspection based on convolutional neural networks," Neurocomputing, vol. 380, pp. 212-224, 7 March 2020. [abstract] [pdf]
  11. Ying Zhong, Zhiliang Wang, Wenqi Chen, Yifan Chen, Yahui Li, Xia Yin, Xingang Shi, Jiahai Yang, Keqin Li, "HELAD: A novel network anomaly detection model based on heterogeneous ensemble learning," Computer Networks, vol. 169, 107049, 14 March 2020. [abstract] [pdf]
  12. Chenxing Xia, Hanling Zhang, Xiuju Gao, and Keqin Li, "Exploiting background divergence and foreground compactness for salient object detection," Neurocomputing, vol. 383, pp. 194-211, 28 March 2020. [abstract] [pdf]
  13. Wufei Wu, Guoqi Xie, Yang Bai, Jia Zhou, Renfa Li, Keqin Li, "A survey of intrusion detection for in-vehicle networks," IEEE Transactions on Intelligent Transportation Systems, vol. 21, no. 3, pp. 919-933, March 2020. [IEEE Xplore] [pdf]
  14. Jianhua Jiang, Ran Jiang, Xianqiu Meng, Keqin Li, "SCGSA: A sine chaotic gravitational search algorithm for continuous optimization problems," Expert Systems with Applications, vol. 144, 15 April 2020, 113118. [abstract] [pdf]
  15. Guoqi Xie, Gang Zeng, Junqiang Jiang, Chunnian Fan, Renfa Li, and Keqin Li, "Energy management for multiple real-time workflows on cyber-physical cloud systems," Future Generation Computer Systems (Special Issue on Energy Management for Cyber-Physical Cloud Systems), vol. 105, pp. 916-931, April 2020. [abstract] [pdf]
  16. Peijin Cong, Guo Xu, Tongquan Wei, and Keqin Li, "A survey of profit optimization techniques for cloud providers," ACM Computing Surveys, vol. 53, no. 2, Article 26, pp 1-35, April 2020. [abstract] [pdf]
  17. Peijin Cong, Junlong Zhou, Liying Li, Kun Cao, Tongquan Wei, and Keqin Li, "A survey of hierarchical energy optimization for mobile computing: A perspective from devices to the cloud," ACM Computing Surveys, vol. 53, no. 2, Article 38, pp 1-44, April 2020. [abstract] [pdf]
  18. Rahul Yadav, Weizhe Zhang, Keqin Li, Chuanyi Liu, Muhammad Shafiq, Nabin Kumar Karn, "An adaptive heuristic for managing energy consumption and overloaded hosts in a cloud data center," Wireless Networks (Special Issue: Intelligent Resource Management for 5G), vol. 26, no. 3, pp. 1905-1919, April 2020. [abstract] [pdf]
  19. Guiji Li, Manman Peng, Ke Nai, Zhiyong Li, Keqin Li, "Reliable correlation tracking via dual-memory selection model," Information Sciences, vol. 518, pp. 238-255, May 2020. [abstract] [pdf]
  20. Jinyuan Zhao, Zhigang Hu, Bing Xiong, Liu Yang, and Keqin Li, "Modelling and optimization of packet forwarding performance in software-defined WAN," Future Generation Computer Systems, vol. 106, pp. 412-425, May 2020. [abstract] [pdf]
  21. Yuejie Zeng, Lin Xiao, Kenli Li, Jichun Li, Keqin Li, Zhen Jian, "Design and analysis of three nonlinearly activated ZNN models for solving time-varying linear matrix inequalities in finite time," Neurocomputing, vol. 390, pp. 78-87, 21 May 2020. [abstract] [pdf]
  22. Mingxing Duan, Kenli Li, Aijia Ouyang, Khin Nandar Win, Keqin Li, and Qi Tian, "EGroupNet: A feature-enhanced network for age estimation with novel age group schemes," ACM Transactions on Multimedia Computing Communications and Applications, vol. 16, no. 2, article no. 42, May 2020. [abstract] [pdf]
  23. Cen Chen, Kenli Li, Sin Teo, Xiaofeng Zou, Vijay Chandrasekhar, Keqin Li, and Zeng Zeng, "Citywide traffic flow prediction based on multiple gated 3D convolutional neural networks," ACM Transactions on Knowledge Discovery from Data, vol. 14, no. 4, article no. 42, May 2020. [abstract] [pdf]
  24. Di Wu, Xiang Nie, Eskindir Asmare, Dmitri Arkhipov, Zhijing Qin, Renfa Li, Julie McCann, Keqin Li, "Towards distributed SDN: mobility management and flow scheduling in software defined urban IoT," IEEE Transactions on Parallel and Distributed Systems, vol. 31, no. 6, pp. 1400-1418, June 2020. [IEEE Xplore] [pdf]
  25. Yin Zhang, Gai-Ge Wang, Keqin Li, Wei-Chang Yeh, Muwei Jian, and Junyu Dong, "Enhancing MOEA/D with information feedback models for large-scale many-objective optimization," Information Sciences, volume 522, pp. 1-16, June 2020. [abstract] [pdf]
  26. Yuedan Chen, Guoqing Xiao, Fan Wu, Zhuo Tang, and Keqin Li, "tpSpMV: A two-phase large-scale sparse matrix-vector multiplication kernel for manycore architectures," Information Sciences, vol. 523, pp. 279-295, June 2020. [abstract] [pdf]
  27. Xiongwei Fei, Kenli Li, Wangdong Yang, and Keqin Li, "Analysis of energy efficiency of a parallel AES algorithm for CPU-GPU heterogeneous platforms," Parallel Computing, vol. 94-95, 102621, June 2020. [abstract] [pdf]
  28. Pavlo Melnyk, Zhiqiang You, and Keqin Li, "A high-performance CNN method for offline handwritten Chinese character recognition and visualization," Soft Computing, vol. 24, no. 11, pp. 7977-7987, June 2020. [abstract] [pdf]
  29. Yang Liang, Zhigang Hu, and Keqin Li, "Power consumption model based on feature selection and deep learning in cloud computing scenarios," IET Communications, vol. 14, no. 10, pp. 1610-1618, 23 June 2020. [abstract] [pdf]
  30. Yifan Chen, Zhiyong Li, Bo Yang, Ke Nai, and Keqin Li, "A Stackelberg game approach to multiple resources allocation and pricing in mobile edge computing," Future Generation Computer Systems, vol. 108, pp. 273-287, July 2020. [abstract] [pdf]
  31. Zheng Xiao, Liwen Chen, Bangyong Wang, Jiayi Du, and Keqin Li, "Novel fairness-aware co-scheduling for shared cache contention game on chip multiprocessors," Information Sciences, vol. 526, pp. 68-85, July 2020. [abstract] [pdf]
  32. Jianhua Jiang, Xianqiu Meng, Yujun Chen, Chunyan Qiu, Yang Liu, Keqin Li, "Enhancing tree-seed algorithm via feed-back mechanism for optimizing continuous problems," Applied Soft Computing, vol. 92, 106314, 29 pps., July 2020. [abstract] [pdf]
  33. Linlin Zhuo, Kenli Li, Hao Li, Jiwu Peng, and Keqin Li, "An online and generalized non-negativity constrained model for large-scale sparse tensor estimation on multi-GPUs," Neurocomputing, vol. 399, pp. 18-36, 25 July 2020. [abstract] [pdf]
  34. Xu Zhou, Kenli Li, Zhibang Yang, Jing Mei, and Keqin Li, "Efficient approaches to k representative G-skyline queries," ACM Transactions on Knowledge Discovery from Data, vol. 14, no. 5, article no. 58, July 2020. [abstract] [pdf]
  35. Junyan Hu, Kenli Li, Chubo Liu, Anthony Theodore Chronopoulos, and Keqin Li, "Game-based task offloading of Multi-MD with QoS in MEC systems of limited computation capacity," ACM Transactions on Embedded Computing Systems, vol. 19, no. 4, article no. 29, July 2020. [abstract] [pdf]
  36. Guiji Li, Manman Peng, Ke Nai, Zhiyong Li, Keqin Li, "Multi-view correlation tracking with adaptive memory-augmented update model," Neural Computing and Applications, vol. 32, no. 13, pp. 9047-9063, July 2020. [abstract] [pdf]
  37. Surong Xiao, Chubo Liu, Kenli Li, and Keqin Li, "System delay optimization for mobile edge computing," Future Generation Computer Systems, vol. 109, pp. 17-28, August 2020. [abstract] [pdf]
  38. Xin Jin, Qian Jiang, Xing Chu, Xun Lang, Shaowen Yao, Keqin Li, and Wei Zhou, "Brain medical image fusion using L2-norm-based features and fuzzy-weighted measurements in the 2D Littlewood-Paley EWT domain," IEEE Transactions on Instrumentation and Measurement, vol. 69, no. 8, pp. 5900-5913, August 2020. [IEEE Xplore] [pdf]
  39. Yuejie Zeng, Lin Xiao, Qiuyue Zuo, Kenli Li, and Keqin Li, "Solving time-varying linear inequalities by finite-time convergent zeroing neural networks," Journal of the Franklin Institute, vol. 357, no. 12, pp. 8137-8155, August 2020. [abstract] [pdf]
  40. Tao Hu, Chunxia Xiao, Chao Liang, Geyong Min, and Keqin Li, "Generating video animation from single still image in social media based on intelligent computing," Journal of Visual Communication and Image Representation, vol. 71, 102812, August 2020. [abstract] [pdf]
  41. Wenwei Cai, Jiaxian Zhu, Weihua Bai, Weiwei Lin, Naqing Zhou, and Keqin Li, "A cost saving and load balancing task scheduling model for heterogeneous cloud datacenters," Journal of Supercomputing, vol. 76, no. 8, pp. 6113-6139, August 2020. [abstract] [pdf]
  42. Weiwei Lin, Guangxin Wu, Xinyang Wang, and Keqin Li, "An artificial neural network approach to power consumption model construction for servers in cloud data centers," IEEE Transactions on Sustainable Computing (Special Issue on Intelligent Data Analysis for Sustainable Computing), vol. 5, no. 3, pp. 329-340, July-September 2020. [IEEE Xplore] [pdf]
  43. Khin Nandar Win, Kenli Li, Jianguo Chen, Philippe Fournier Viger, Keqin Li, "Fingerprint classification and identification algorithms for criminal investigation: A survey," Future Generation Computer Systems (Special Issue on Big Data Analytics and Artificial Intelligence for Cyber Crime Investigation and Prevention), vol. 110, pp. 758-771, September 2020. [abstract] [pdf]
  44. Guoqi Xie, Gang Zeng, Yuekun Chen, Yang Bai, Zhili Zhou, Renfa Li, and Keqin Li, "Minimizing redundancy to satisfy reliability requirement for a parallel application on service-based heterogeneous systems," IEEE Transactions on Services Computing, vol. 13, no. 5, pp. 871-886, September/October 2020. [abstract] [pdf]
  45. Weiwei Lin, Fang Shi, Wentai Wu, Keqin Li, Guangxin Wu, and Al-Alas Mohammed, "A taxonomy and survey of power models and power modeling for cloud servers," ACM Computing Surveys, vol. 53, no. 5, Article 100, pp 1-41, October 2020. [abstract] [pdf]
  46. Zhao Liu, Kenli Li, Xu Zhou, Ningbo Zhu, and Keqin Li, "Incentive mechanisms for crowdsensing: motivating users to preprocess data for the crowdsourcer," ACM Transactions on Sensor Networks, vol. 16, no. 4, Article 39, pp 1-24, October 2020. [abstract] [pdf]
  47. Nikos Tziritas, Samee U. Khan, Thanasis Loukopoulos, Spyros Lalis, Cheng-Zhong Xu, Keqin Li, Albert Y. Zomaya, "Online inter-datacenter service migrations," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1054-1068, October-December 2020. [abstract] [pdf]
  48. K. Li, "Quantitative modeling and analytical calculation of elasticity in cloud computing," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1135-1148, October-December 2020. [abstract] [pdf] [supplement]
  49. Zhuo Tang, Wen Ma, Kenli Li, and Keqin Li, "A data skew oriented reduce placement algorithm based on sampling," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1149-1161, October-December 2020. [abstract] [pdf]
  50. Sahibzada M. Ali, Muhammad Jawad, M. Usman S. Khan, Kashif Bilal, Jacob Glower, Scott C. Smith, Samee U. Khan, Keqin Li, and Albert Y. Zomaya, "An ancillary services model for data centers and power systems," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1176-1188, October-December 2020. [abstract] [pdf]
  51. Shengmei Luo, Guangyan Zhang, Chengwen Wu, Samee U. Khan, and Keqin Li, "Boafft: distributed deduplication for big data storage in the cloud," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1199-1211, October-December 2020. [abstract] [pdf]
  52. Guoqi Xie, Gang Zeng, Renfa Li, and Keqin Li, "Quantitative fault-tolerance for reliable workflows on heterogeneous IaaS clouds," IEEE Transactions on Cloud Computing, vol. 8, no. 4, pp. 1223-1236, October-December 2020. [abstract] [pdf]
  53. Yi Zhang, Yu Liu, Junlong Zhou, Jin Sun, and Keqin Li, "Slow-movement particle swarm optimization algorithms for scheduling security-critical tasks in resource-limited mobile edge computing," Future Generation Computer Systems, vol. 112, pp. 148-161, November 2020. [abstract] [pdf]
  54. Mincan Li, Chubo Liu, Kenli Li, Xiangke Liao, and Keqin Li, "Multi-task allocation with an optimized quantum particle swarm method," Applied Soft Computing, vol. 96, 106603, November 2020. [abstract] [pdf]
  55. Hongfang Gong, Renfa Li, Jiyao An, Yang Bai, and Keqin Li, "Quantitative modeling and analytical calculation of anelasticity for a cyber-physical system," IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 50, no. 11, pp. 4746-4761, November 2020. [IEEE Xplore] [pdf]
  56. Ruixuan Li, Qi Yang, Xiwu Gu, Weijun Xiao, Keqin Li, "HeteroYARN: A heterogeneous FPGA cluster based on YARN," IEEE Transactions on Parallel and Distributed Systems, vol. 31, no. 12, pp. 2968-2980, December 2020. [abstract] [pdf]
  57. Bin Pu, Ningbo Zhu, Yuan Liu, Kenli Li, Keqin Li, "ED-ACNN: A novel attention convolution neural network based on encoder-decoder framework for human traffic prediction," Applied Soft Computing, vol. 97, Part A, 106688, December 2020. [abstract] [pdf]
  58. Ahmed Fathalla, Ahmad Salah, Kenli Li, Keqin Li, and Piccialli Francesco, "Deep end-to-end learning for price prediction of second-hand items," Knowledge and Information Systems, vol. 62, no. 12, pp. 4541-4568, December 2020. [abstract] [pdf]
  59. Zeshan Hu, Lin Xiao, Kenli Li, Keqin Li, and Jichun Li, "Zeroing neural network with comprehensive performance and its applications to time-varying Lyapunov equation and perturbed robotic tracking," Neurocomputing, vol. 418, pp. 79-90, 22 December 2020. [abstract] [pdf]
  60. Zhongming Fu, Zhuo Tang, Li Yang, Kenli Li, and Keqin Li, "ImRP: A predictive partition method for data skew alleviation in Spark streaming environment," Parallel Computing, volume 100, Article 102699, December 2020. [abstract] [pdf]
  61. K. Li, "Hierarchical pooling strategy optimization for accelerating asymptomatic COVID-19 screening," (加速无症状新冠病毒筛查的分层合并策略优化), IEEE Open Journal of the Computer Society, vol. 1, pp. 276-284, 2020. DOI: 10.1109/OJCS.2020.3036581. [IEEE Xplore] [pdf]

    Publications in 2021

  62. Chubo Liu, Kenli Li, and Keqin Li, "A game approach to multi-servers load balancing with load-dependent server availability consideration," IEEE Transactions on Cloud Computing, vol. 9, no. 1, pp. 1-13, January-March 2021. [IEEE Xplore] [pdf]
  63. Chubo Liu, Kenli Li, Keqin Li, and Rajkumar Buyya, "A new service mechanism for profit maximization of a cloud provider and its users," IEEE Transactions on Cloud Computing, vol. 9, no. 1, pp. 14-26, January-March 2021. [IEEE Xplore] [pdf]
  64. Hui Yin, Zheng Qin, Jixin Zhang, Lu Ou, and Keqin Li, "Achieving secure, universal, and fine-grained query results verification for secure search scheme over encrypted cloud data," IEEE Transactions on Cloud Computing, vol. 9, no. 1, pp. 27-39, January-March 2021. [IEEE Xplore] [pdf]
  65. Yifan Zhang, Kai Niu, Weigang Wu, Keqin Li, and Yu Zhou, "Speeding up VM startup by cooperative VM image caching," IEEE Transactions on Cloud Computing, vol. 9, no. 1, pp. 360-371, January-March 2021. [IEEE Xplore] [pdf]
  66. Yupeng Hu, Yonghe Liu, Wenjia Li, Keqin Li, and Zheng Qin, "Unequal failure protection coding technique for distributed cloud storage systems," IEEE Transactions on Cloud Computing, vol. 9, no. 1, pp. 386-400, January-March 2021. [IEEE Xplore] [pdf]
  67. Yibi Chen, Xiaofeng Zou, Kenli Li, Cen Chen, and Keqin Li, "Multiple local 3D CNN for region-based prediction in smart cities," Information Sciences, vol. 542, pp. 476-491, 4 January 2021. [abstract] [pdf]
  68. Haowen Chen, Qiang Qu, Yexiong Lin, Xia Chen, and Keqin Li, "Authenticity verification on social data outsourcing," Computers & Security, volume 100, 102077, January 2021. [abstract] [pdf]
  69. Zeshan Hu, Lin Xiao, Kenli Li, Keqin Li, Jichun Li, "Performance analysis of nonlinear activated zeroing neural networks for time-varying matrix pseudoinversion with application," Applied Soft Computing, volume 98, Article 106735, January 2021. [abstract] [pdf]
  70. Fan Tang, Chubo Liu, Kenli Li, Zhuo Tang, and Keqin Li, "Task migration optimization for guaranteeing delay deadline with mobility consideration in mobile edge computing," Journal of Systems Architecture, volume 112, 101849, January 2021. [abstract] [pdf]
  71. Lian Chen, Wangdong Yang, Kenli Li, and Keqin Li, "Distributed matrix factorization based on fast optimization for implicit feedback recommendation," Journal of Intelligent Information Systems, vol. 56, no. 1, pp. 49-72, February 2021. [abstract] [pdf]
  72. Jie Liang, Kenli Li, Chubo Liu, and Keqin Li, "Joint offloading and scheduling decisions for DAG applications in mobile edge computing," Neurocomputing, volume 424, pp. 160-171, 1 February 2021. [abstract] [pdf]
  73. Mingxing Duan, Kenli Li, Keqin Li, and Qi Tian, "A novel multi-task tensor correlation neural network for facial attribute prediction," ACM Transactions on Intelligent Systems and Technology, volume 12, no. 1, Article No. 3, pp. 1-22, February 2021. [abstract] [pdf]
  74. Rahul Yadav, Weizhe Zhang, Keqin Li, Chuanyi Liu, Asif Ali Laghari, "Managing overloaded hosts for energy-efficiency in cloud data centers," Cluster Computing, vol. 24, no. 3, pp. 2001-2015, February 2021. [abstract]
  75. K. Li, "Heuristic computation offloading algorithms for mobile users in fog computing," (雾计算中移动用户计算卸载的启发式算法), ACM Transactions on Embedded Computing Systems, vol. 20, no. 2, Article 11, 28 pp., March 2021. [abstract] [pdf]
  76. Pei Li, Ke Liu, Keqin Li, Jianxun Liu, and Dong Zhou, "Estimating user influence ranking in independent cascade model," Physica A: Statistical Mechanics and its Applications, volume 565, Article 125584, 1 March 2021. [abstract] [pdf]
  77. Junyan Hu, Kenli Li, Chubo Liu, Jianguo Chen, and Keqin Li, "Coalition formation for deadline-constrained resource procurement in cloud computing," Journal of Parallel and Distributed Computing, vol. 149, pp. 1-12, March 2021. [abstract] [pdf]
  78. Chen Zhang, Zhuo Tang, Youfei Zuo, Kenli Li, Keqin Li, "A robust generative classifier against transfer attacks based on variational auto-encoders," Information Sciences, vol. 550, pp. 57-70, March 2021. [abstract] [pdf]
  79. Jianguo Chen, Kenli Li, Keqin Li, Philip S. Yu, Zeng Zeng, "Dynamic planning of bicycle stations in dockless public bicycle-sharing system using gated graph neural network," ACM Transactions on Intelligent Systems and Technology, vol. 12, no. 2, Article No. 25, 22 pp., March 2021. [abstract] [pdf]
  80. Yan Ding, Kenli Li, Chubo Liu, Zhuo Tang, and Keqin Li, "Short- and long-term cost and performance optimization for mobile user equipments," Journal of Parallel and Distributed Computing, vol. 150, pp. 69-84, April 2021. [abstract] [pdf]
  81. Can Leng, Sheng You, Yubing Si, Haimei Qing, Jie Liu, Wei-Qing Huang, Keqin Li, "Unraveling the mechanism of near-infrared thermally activated delayed fluorescence of TPA-based molecules: Effect of hydrogen bond steric hindrance," Journal of Physical Chemistry A, vol. 125, no. 14, pp. 2905-2912, April 15, 2021. [abstract] [pdf]
  82. Jingjing Wang, Wenjun Jiang, Kenli Li, and Keqin Li, "Reducing cumulative errors of incremental CP decomposition in dynamic online social networks," ACM Transactions on Knowledge Discovery from Data, vol. 15, no. 3, Article No. 42, pp. 1-33, April 2021. [abstract] [pdf]
  83. Junlong Zhu, Qingtao Wu, Mingchuan Zhang, Ruijuan Zheng, and Keqin Li, "Projection-free decentralized online learning for submodular maximization over time-varying networks," Journal of Machine Learning Research, vol. 22, article 51, 42 pp., 2021. [abstract] [pdf]
  84. Huiwen Cheng, Bo Liu, Weiwei Lin, Zehua Ma, Keqin Li, and Ching-Hsien Hsu, "A survey of energy saving technologies in cloud data centers," Journal of Supercomputing, vol. 77, pp. 13385-13420, April 2021. [abstract] [pdf]
  85. Zhuo Tang, Wei Lv, Kenli Li, and Keqin Li, "An intermediate data partition algorithm for skew mitigation in Spark computing environment," IEEE Transactions on Cloud Computing, vol. 9, no. 2, pp. 461-474, April-June 2021. [IEEE Xplore] [pdf]
  86. Chengxi Gao, Victor C.S. Lee, and Keqin Li, "D-SRTF: distributed shortest remaining time first scheduling for data center networks," IEEE Transactions on Cloud Computing, vol. 9, no. 2, pp. 562-575, April-June 2021. [IEEE Xplore] [pdf]
  87. K. Li, "On the profits of competing cloud service providers: A game theoretic approach," (竞争性云服务提供商的利润之博弈论方法), Journal of Computer and System Sciences, volume 117, pp. 130-153, May 2021. [abstract] [pdf]
  88. Guoqi Xie, Wenhong Ma, Hao Peng, Renfa Li, and Keqin Li, "Price performance-driven hardware cost optimization under functional safety requirement in large-scale heterogeneous distributed embedded systems," IEEE Transactions on Industrial Electronics, vol. 68, no. 5, pp. 4485-4497, May 2021. [pdf]
  89. Bo Zhang, Zeng Zeng, Xiupeng Shi, Jianxi Yang, Bharadwaj Veeravalli, and Keqin Li, "A novel cooperative resource provisioning strategy for multi-cloud load balancing," Journal of Parallel and Distributed Computing, vol. 152, pp. 98-107, June 2021. [abstract] [pdf]
  90. Cheng Xie, Ting Zeng, Hongxin Xiang, Keqin Li, Yun Yang, and Qing Liu, "Class knowledge overlay to visual feature learning for zero-shot image classification," Computer Vision and Image Understanding, volume 207, article 103206, June 2021. [abstract] [pdf]
  91. Juan Chen, Xinxin Qi, Feihao Wu, Jianbin Fang, Yong Dong, Yuan Yuan, Zheng Wang, and Keqin Li, "More bang for your buck: Boosting performance with capped power consumption," Tsinghua Science and Technology (Special Issue on High Performance Computing), vol. 26, no. 3, pp. 370-383, June 2021. [abstract] [IEEE Xplore] [pdf]
  92. Weihong Chen, Guoqi Xie, Renfa Li, and Keqin Li, "Execution cost minimization scheduling algorithms for deadline-constrained parallel applications on heterogeneous clouds", Cluster Computing, vol. 24, no. 2, pp. 701-715, June 2021. [abstract] [pdf]
  93. Zhibang Yang, Xu Zhou, Kenli Li, Yunjun Gao, and Keqin Li, "Progressive approaches to flexible group skyline queries," Knowledge and Information Systems, vol. 63, no. 6, pp. 1471-1496, June 2021. [abstract] [pdf]
  94. Tiansheng Huang, Weiwei Lin, Wentai Wu, Ligang He, Keqin Li, and Albert Y. Zomaya, "An efficiency-boosting client selection scheme for federated learning with fairness guarantee," IEEE Transactions on Parallel and Distributed Systems (Special Section on Parallel and Distributed Computing Techniques for AI, ML, and DL), vol. 32, no. 7, pp. 1552-1564, July 2021. [arXiv] [IEEE Xplore] [pdf]
  95. Chubo Liu, Fan Tang, Kenli Li, Zhuo Tang, and Keqin Li, "Distributed task migration optimization in MEC by extending multi-agent deep reinforcement learning approach," IEEE Transactions on Parallel and Distributed Systems, vol. 32, no. 7, pp. 1603-1614, July 2021. [IEEE Xplore] [pdf]
  96. Hao Li, Zixuan Li, Kenli Li, Fan Wu, Jan S. Rellermeyer, Lydia Chen, and Keqin Li, "SGD Tucker: A novel stochastic optimization strategy for scalable parallel sparse Tucker decomposition," IEEE Transactions on Parallel and Distributed Systems, vol. 32, no. 7, pp. 1828-1841, July 2021. [IEEE Xplore] [pdf] [supplement]
  97. Yangfan Li, Cen Chen, Kenli Li, Xu Zhou, and Keqin Li, "Modeling temporal patterns with dilated convolutions for multivariate time series forecasting," ACM Transactions on Knowledge Discovery from Data, vol. 16, no. 1, Article No. 14, pp. 1-22, July 2021. [abstract] [pdf]
  98. Junyan Hu, Kenli Li, Chubo Liu, and Keqin Li, "A game-based price bidding algorithm for multi-attribute cloud resource provision," IEEE Transactions on Services Computing, vol. 14, no. 4, pp. 1111-1122, July-August 2021. [abstract] [pdf]
  99. Zhenli He, Kenli Li, Keqin Li, and Wei Zhou, "Server configuration optimization in mobile edge computing: A cost-performance tradeoff perspective," Software: Practice and Experience (Special Issue on Elastic Computing from Edge to the Cloud Environments), vol. 51, no. 9, pp. 1847-1981, September 2021. [abstract] [pdf]
  100. Xiongwei Fei, Kenli Li, Wangdong Yang, and Keqin Li, "Velocity-aware parallel encryption algorithm with low energy consumption for streams," IEEE Transactions on Big Data, vol. 7, no. 4, pp. 619-631, September 2021. [IEEE Xplore] [pdf]
  101. Ronghui Cao, Kenli Li, Zuo Tang, and Keqin Li, "HMGOWM: A hybrid decision mechanism for automating migration of virtual machines," IEEE Transactions on Services Computing, vol. 14, no. 5, pp. 1397-1410, September/October 2021. [abstract] [pdf]
  102. Gui Li, Gai-Ge Wang, Junyu Dong, Wei-Chang Yeh, and Keqin Li, "DLEA: A dynamic learning evolution algorithm for many-objective optimization," Information Sciences, vol. 574, pp. 567-589, October 2021. [abstract] [pdf]
  103. Jianguo Chen, Kenli Li, Keqin Li, and Philip S. Yu, "Dynamic bicycle dispatching of dockless public bicycle-sharing systems using multi-objective reinforcement learning," ACM Transactions on Cyber-Physical Systems (Special Issue on Artificial Intelligence and Cyber-Physical Systems), vol. 5, no. 4, Article No. 34, pp. 1-24, October 2021. [abstract] [pdf]
  104. Jianguo Chen, Kenli Li, Zhaolei Zhang, Keqin Li, and Philip S. Yu, "A survey on applications of artificial intelligence in fighting against COVID-19," ACM Computing Surveys, vol. 54, no. 8, Article No. 158, pp. 1-32, October 2021. [abstract] [pdf]
  105. Kun Cao, Tongquan Wei, Mingsong Chen, Keqin Li, and Jian Weng, "Exploring reliable edge-cloud computing for service latency optimization in sustainable cyber-physical systems," Software: Practice and Experience (Special Issue on Software and Hardware Co-Design for Sustainable Cyber-Physical Systems), vol. 51, no. 11, pp. 2225-2237, November 2021. [abstract] [pdf]
  106. Can Leng, Kenli Li, Zean Tian, Yubing Si, Huang Huang, Junfeng Li, Jie Liu, Wei-Qing Huang, Keqin Li, "Theoretical study of cellulose II nanocrystals with different exposed facets," Scientific Reports, vol. 11, Article number: 21871, 8 November 2021. [abstract] [pdf]
  107. Jing Liu, Peng Wang, Jiantao Zhou, and Keqin Li, "McTAR: A multi-trigger checkpointing tactic for fast task recovery in MapReduce," IEEE Transactions on Services Computing, vol. 14, no. 6, pp. 1824-1836, Nov.-Dec. 2021. [abstract] [pdf]
  108. Hua Ma, Zhigang Hu, Keqin Li, and Haibin Zhu, "Variation-aware cloud service selection via collaborative QoS prediction," IEEE Transactions on Services Computing, vol. 14, no. 6, pp. 1954-1969, Nov.-Dec. 2021. [abstract] [pdf]
  109. Yufeng Zhang, Wangdong Yang, Kenli Li, Dahai Tang, Keqin Li, "Performance analysis and optimization for SpMV based on aligned storage formats on an ARM processor," Journal of Parallel and Distributed Computing, vol. 158, pp. 126-137, December 2021. [abstract] [pdf]
  110. Jie Liang, Kenli Li, Chubo Liu, and Keqin Li, "Are task mappings with highest frequency of servers so good? A case study on heterogeneous earliest finish time (HEFT) algorithm," Journal of Systems Architecture (Special Issue on High-Performance-Computing-Communications for Cyber-Physical-Social Systems), volume 121, 102311, December 2021. [abstract] [pdf]
  111. Jianfang Li, Degui Xiao, Keqin Li, and Jiazhi Li, "Graph matching for marker labelling and missing marker reconstruction with bone constraint by LSTM in optical motion capture," IEEE Access, vol. 9, pp. 34868-34881, 2021 [IEEE Xplore] [pdf]

    Publications in 2022

  112. K. Li, "Distributed and individualized computation offloading optimization in a fog computing environment," (雾计算环境下分布式和个性化的计算卸载优化), Journal of Parallel and Distributed Computing, vol. 159, pp. 24-34, January 2022. [abstract] [pdf]
  113. Tongfeng Weng, Kenli Li, Xu Zhou, Peng Peng, and Keqin Li, "Efficient distributed approaches to core maintenance on large dynamic graphs," IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 1, pp. 129-143, January 2022. [IEEE Xplore] [pdf]
  114. Xiaowei Liu, Jianguo Chen, Lei Yang, Siyang Yu, Keqin Li, "Region-to-boundary deep learning model with multi-scale feature fusion for medical image segmentation," Biomedical Signal Processing and Control, volume 71, part A, 103165, January 2022. [abstract] [pdf]
  115. Hao Li, Kenli Li, and Keqin Li, "An online and scalable model for generalized sparse non-negative matrix factorization in industrial applications on multi-GPU," IEEE Transactions on Industrial Informatics, vol. 18, no. 1, pp. 437-447, January 2022. [IEEE Xplore] [pdf]
  116. Jiwu Peng, Kenli Li, Jianguo Chen, and Keqin Li, "HEA-PAS: A hybrid energy allocation strategy for parallel applications scheduling on heterogeneous computing systems," Journal of Systems Architecture, vol. 122, 102329, January 2022. [abstract] [pdf]
  117. Bingxue Qiao, Jing Liu, Chubo Liu, Yikun Hu, Kenli Li, and Keqin Li, "Task migration computation offloading with low delay for mobile edge computing in vehicular networks," Concurrency and Computation: Practice and Experience, vol. 34, no. 1, 13 pp., 10 January 2022. [abstract] [pdf]
  118. Guoqi Xie, Xiongren Xiao, Hao Peng, Yunbo Han, Renfa Li, and Keqin Li, "A survey of low-energy parallel scheduling algorithms," IEEE Transactions on Sustainable Computing, vol. 7, no. 1, pp. 27-46, January-March, 2022. [IEEE Xplore]
  119. Jingjing Wang, Wenjun Jiang, Kenli Li, Guojun Wang, and Keqin Li, "Incremental group-level popularity prediction in online social networks," ACM Transactions on Internet Technology, vol. 22, no. 1, Article No. 20, pp. 1-26, February 2022. [abstract] [pdf]
  120. Yan Wang, Kenli Li, Xia Deng, Keqin Li, "Performance-aware cache management for energy-harvesting nonvolatile processors," Journal of Supercomputing, vol. 78, no. 3, pp. 3425-3447, February 2022. [abstract] [pdf]
  121. Zhao Liu, Xu Zhou, Kenli Li, Ningbo Zhu, Yunjun Gao, and Keqin Li, "Multi-stage complex task assignment in spatial crowdsourcing," Information Sciences, vol. 586, pp. 119-139, March 2022. [abstract] [pdf]
  122. Jina Zhang, Shichao Luo, Yan Qiang, Juanjuan Zhao, Yuling Tian, Xiaojiao Xiao, Xingxu Li, Keqin Li, "Edge constraint and location mapping for liver tumor segmentation from non-enhanced images," Computational and Mathematical Methods in Medicine, vol. 2022, Article ID 1248311, 15 pages, 9 Mar 2022. [abstract] [pdf]
  123. Zixuan Li, Hao Li, Kenli Li, Fan Wu, Lydia Chen, and Keqin Li, "Locality sensitive hash aggregated nonlinear neighborhood matrix factorization for online sparse big data analysis," ACM/IMS Transactions on Data Science, vol. 2, no. 4, Article 37, March 2022. [abstract] [pdf]
  124. Zhao Tong, Xiaomei Deng, Jing Mei, Bilan Liu, Jinhui Cai, and Keqin Li, "Response time and energy consumption co-offloading with SLRTA algorithm in cloud-edge collaborative computing," Future Generation Computer Systems, vol. 129, pp. 64-76, April 2022. [abstract] [pdf]
  125. Xiaowei Liu, Yikun Hu, Jianguo Chen, Keqin Li, "Shape and boundary-aware multi-branch model for semi-supervised medical image segmentation," Computers in Biology and Medicine, vol. 143, 105252, April 2022. [abstract] [pdf]
  126. Si Chen, Guoqi Xie, Renfa Li, and Keqin Li, "Uncertainty theory based partitioning for cyber-physical systems with uncertain reliability analysis," ACM Transactions on Design Automation of Electronic Systems, vol. 27, no. 3, Article No. 23, pp. 1-19, May 2022. [abstract] [pdf]
  127. Yongde Zhang, Fagui Liu, Bin Wang, Weiwei Lin, Guoxiang Zhong, and Keqin Li, "A multi-output prediction model for physical machine usage in cloud data centers," Future Generation Computer Systems, vol. 130, pp. 292-306, May 2022. [abstract] [pdf]
  128. Siwang Zhou, Yi Lian, Daibo Liu, Hongbo Jiang, Yonghe Liu, and Keqin Li, "Compressive sensing based distributed data storage for mobile crowdsensing," ACM Transactions on Sensor Networks, vol. 18, no. 2, Article No. 25, pp. 1-21, May 2022. [abstract] [pdf]
  129. Song Wang, Huan Zhao, Yunbo Wang, Jing Huang, and Keqin Li, "Cross-modal image-text search via efficient discrete class alignment hashing," Information Processing & Management, vol. 59, no. 3, 102886, May 2022. [abstract] [pdf]
  130. Jian Lin, Xiangfei Zeng, Jianxun Liu, and Keqin Li, "Angular bisector insertion algorithm for solving small-scale symmetric and asymmetric traveling salesman problem," Journal of Combinatorial Optimization, vol. 43, pp. 235-252, May 2022. [abstract] [pdf]
  131. Sen Fang, Mingxing Duan, Kenli Li, and Keqin Li, "Facial makeup transfer with GAN for different aging faces," Journal of Visual Communication and Image Representation, volume 85, 103464, May 2022. [abstract] [pdf]
  132. Zeshan Hu, Kenli Li, Lin Xiao, Mingxing Duan, and Keqin Li, "Adams-Bashforth type discrete time zeroing neural networks solving time-varying complex Sylvester equation with enhanced robustness," IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 52, no. 5, pp. 3287-3298, May 2022. (impact factor = 9.309, acceptance rate = 10%) [IEEE Xplore]
  133. Zhou Zhou, Kenli Li, Jemal Abawajy, Morshed Chowdhury, Fangmin Li, Mohammad Shojafar, Keqin Li, "An adaptive energy-aware stochastic task execution algorithm in virtualized networked datacenters," IEEE Transactions on Sustainable Computing, vol. 7, no. 2, pp. 371-385, April-June 2022. [IEEE Xplore] [pdf]
  134. Yan Ding, Kenli Li, Chubo Liu, and Keqin Li, "A potential game theoretic approach to computation offloading strategy optimization in end-edge-cloud computing," IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 6, pp. 1503-1519, June 2022. [IEEE Xplore] [pdf]
  135. Yaqin Liu, Chubo Liu, Jing Liu, Yikun Hu, Kenli Li, and Keqin Li, "Mobility-aware and code-oriented partitioning computation offloading in multi-access edge computing," Journal of Grid Computing, vol. 20, no. 2, Article number 11, June 2022. [abstract] [pdf]
  136. Yibi Chen, Yikun Hu, Keqin Li, Chai Kiat Yeo, and Kenli Li, "Approximate personalized propagation for unsupervised embedding in heterogeneous graphs," Information Sciences, vol. 600, pp. 287-300, July 2022. [abstract] [pdf]
  137. Hui Yin, Yangfan Li, Fangmin Li, Hua Deng, Wei Zhang, and Keqin Li, "An efficient and access policy-hidden keyword search and data sharing scheme in cloud-assisted IoT," Journal of Systems Architecture: Embedded Software Design, volume 128, 102533, July 2022. [abstract] [pdf]
  138. Yupeng Hu, Linjun Wu, Zhuojun Chen, Yun Huang, Xiaolin Xu, Jiliang Zhang, and Keqin Li, "STT-MRAM-based reliable weak PUF," IEEE Transactions on Computers, vol. 71, no. 7, pp. 1564-1574, July 2022. [IEEE Xplore] [pdf]
  139. Zailong Chen, Shenghong Yang, Chubo Liu, Yikun Hu, Kenli Li, Keqin Li, "EPMC: Efficient parallel memory compression in deep neural network training," Neural Computing and Applications, vol. 34, pp. 757-769, August 2022. [abstract] [pdf]
  140. Zailong Chen, Chubo Liu, Kenli Li, Keqin Li, "LAP: Latency-aware automated pruning with dynamic-based filter selection," Neural Networks, vol. 152, pp. 407-418, August 2022. [abstract] [pdf]
  141. Peiying Lin, Yangfan Li, Wensheng Luo, Xu Zhou, Yuanyuan Zeng, Kenli Li, Keqin Li, "Personalized query techniques in graphs: A survey," Information Sciences, vol. 607, pp. 961–1000, August 2022. [abstract] [pdf]
  142. K. Li, "Non-clairvoyant and randomized online task offloading in mobile edge computing," (移动边缘计算中非透视和随机在线任务卸载), International Journal of Parallel, Emergent and Distributed Systems, vol. 37, no. 4, pp. 413-424, 2022. [abstract] [pdf]
  143. Zhenli He, Kenli Li, and Keqin Li, "Cost-efficient server configuration and placement for mobile edge computing," IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 9, pp. 2198-2212, September 2022. [IEEE Xplore] [pdf]
  144. Jie Feng, Lei Liu, Qingqi Pei, and Keqin Li, "Min-max cost optimization for efficient hierarchical federated learning in wireless edge networks," IEEE Transactions on Parallel and Distributed Systems (Special Section on Parallel and Distributed Computing Techniques for AI, ML and DL), vol. 33, no. 11, pp. 2687-2700, November 2022. [IEEE Xplore] [pdf]
  145. Mingxue Ouyang, Jianqing Xi, Weihua Bai, and Keqin Li, "Band-area application container and artificial fish swarm algorithm for multi-objective optimization in Internet-of-things cloud," IEEE Access, volume 10, pp. 16408-16423, 2022. [IEEE Xplore] [pdf]

    Publications in 2023

  146. Yupeng Hu, Wenxin Kuang, Zheng Qin, Kenli Li, Jiliang Zhang, Yansong Gao, Wenjia Li, Keqin Li, "Artificial intelligence security: Threats and countermeasures," ACM Computing Surveys, vol. 55, no. 1, article no. 20, pp 1-36, January 2023. [abstract] [pdf]
  147. Xin Jin, Dongming Zhou, Qian Jiang, Xing Chu, Shaowen Yao, Keqin Li, and Wei Zhou, "How to analyze the neurodynamic characteristics of pulse coupled neural networks? A theoretical analysis and case study of intersecting cortical model," IEEE Transactions on Cybernetics, in press. [IEEE Xplore]
  148. Junqi Li, Weiwei Lin, Fan Shi, and Keqin Li, 李俊祺, 林伟伟, 石方, 李克勤, "An energy efficient VM consolidation method based on hybrid swarm intelligence," 基于混合群智能的节能虚拟机整合方法, Journal of Software (软件学报), in press.
  149. Qiuyue Zuo, Kenli Li, Lin Xiao, and Keqin Li, "Robust finite-time zeroing neural networks with fixed & varying parameters for solving dynamic generalized Lyapunov equation," IEEE Transactions on Neural Networks and Learning Systems, in press. [IEEE Xplore]
  150. Lihong Peng, Chang Wang, Xiongfei Tian, Liqian Zhou, Keqin Li, "Finding lncRNA-protein interactions based on deep learning with dual-net neural architecture," IEEE/ACM Transactions on Computational Biology and Bioinformatics, in press. [IEEE Xplore]
  151. Qiuyue Zuo, Kenli Li, Lin Xiao, Yaonan Wang, and Keqin Li, "On generalized zeroing neural network under discrete and distributed time delays and its application to dynamic Lyapunov equation," IEEE Transactions on Systems, Man, and Cybernetics: Systems, in press. (Impact Factor = 13.451, Acceptance Rate = 10%) [IEEE Xplore]
  152. Libing Deng, Guoqi Xie, Yunbo Han, Renfa Li, and Keqin Li, "A survey of automotive Ethernet modeling and design methodologies: from AVB to TSN," ACM Computing Surveys, in press.
  153. K. Li, "Profit maximization in a federated cloud by optimal workload management and server speed setting," (通过最优负载管理和服务器速度设置在联合云中实现利润最大化), IEEE Transactions on Sustainable Computing, DOI 10.1109/TSUSC.2021.3126666, in press. [IEEE Xplore] [pdf]
  154. Jun Zhao, Xiaosong Zhou, Guohua Shi, Kai Song, Ning Xiao, Yulan Ma, Juanjuan Zhao, Rui Hao, and Keqin Li, "Semantic consistency generative adversarial network for cross-modality domain adaptation in ultrasound thyroid nodule classification," Applied Intelligence, in press.
  155. Peng Wang, Kenli Li, Bin Xiao, and Keqin Li, "Multi-objective optimization for joint task offloading, power assignment, and resource allocation in mobile edge computing," IEEE Internet of Things Journal, in press. [IEEE Xplore]
  156. Wensheng Luo, Xu Zhou, Kenli Li, Yunjun Gao, Keqin Li, "Efficient influential community search in large uncertain graphs," IEEE Transactions on Knowledge and Data Engineering, in press. [IEEE Xplore]
  157. Shichao Luo, Jina Zhang, Ning Xiao, Yan Qiang, Keqin Li, Juanjuan Zhao, Liang Meng, Ping Song, "DAS-Net: A lung nodule segmentation method based on adaptive dual-branch attention and shadow mapping," Applied Intelligence, in press.
  158. Yan Ding, Kenli Li, Chubo Liu, Zhuo Tang, and Keqin Li, "Budget-constrained service allocation optimization for mobile edge computing," IEEE Transactions on Services Computing, in press. [IEEE Xplore]
  159. Jiwu Peng, Kenli Li, and Keqin Li, "Reliability/performance-aware scheduling for parallel applications with energy constraints on heterogeneous computing systems," IEEE Transactions on Sustainable Computing, in press. [IEEE Xplore]
  160. Tiansheng Huang, Weiwei Lin, Li Shen, Keqin Li, and Albert Y. Zomaya, "Stochastic client selection for federated learning with volatile clients," IEEE Internet of Things Journal, in press. [IEEE Xplore]
  161. Ningchao Ge, Zheng Qin, Peng Peng, Mingdao Li, Keqin Li, Lei Zou, "A cost-driven top-K queries optimization approach on federated RDF systems," IEEE Transactions on Big Data, in press. [IEEE Xplore]
  162. Wei Liang, Yuhui Li, Kun Xie, Dafang Zhang, Kuan-Ching Li, Alireza Souri, and Keqin Li, "Spatial-temporal aware inductive graph neural network for C-ITS data recovery," IEEE Transactions on Intelligent Transportation Systems (Special Issue on Graph-Based Machine Learning for ITS), in press. [IEEE Xplore]
  163. Fei Peng, Wen-yan Jiang, Min Long, and Keqin Li, "A reversible watermarking for 2D engineering graphics based on difference expansion with adaptive interval partitioning," IEEE Transactions on Dependable and Secure Computing, in press. [IEEE Xplore]
  164. Tian Wang, Junlong Zhou, Liying Li, Gongxuan Zhang, Keqin Li, Xiaobo Sharon Hu, "Deadline and reliability aware multiserver configuration optimization for maximizing profit," IEEE Transactions on Parallel and Distributed Systems, in press. [IEEE Xplore]
  165. Zhao Tong, Jinhui Cai, Jing Mei, Kenli Li, Keqin Li, "Dynamic energy-saving offloading strategy guided by Lyapunov optimization for IoT devices," IEEE Internet of Things Journal, in press. [IEEE Xplore]
  166. Liang Li, Siwei Wang, Xinwang Liu, En Zhu, Li Shen, Kenli Li, and Keqin Li, "Local sample-weighted multiple kernel clustering with consensus discriminative graph," IEEE Transactions on Neural Networks and Learning Systems, in press.
  167. Yuntao Shou, Wei Ai, Tao Meng, Yuqi Li, Sihan Yang, and Keqin Li, "Conversational emotion recognition studies based on graph convolutional neural networks and a dependent syntactic analysis," Neurocomputing, in press.
  168. Huan Zhao, Song Wang, and Keqin Li, "Discrete joint semantic alignment hashing for cross-modal image-text search," IEEE Transactions on Circuits and Systems for Video Technology, in press.
  169. Zihao Zeng, Chubo Liu, Kenli Li, and Keqin Li, "AccTFM: An effective intra-layer model parallelization strategy for training large-scale transformer-based models," IEEE Transactions on Parallel and Distributed Systems, in press.

Best Paper Awards (最佳论文奖)


Recent International Conferences (最近国际学术会议)

Professor Li is a

天行健, 君子以自强不息;
地势坤, 君子以厚德载物.