JIAO Lianmeng


http://teacher.nwpu.edu.cn/en/jiaolianmeng

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The basic information

JIAO Lianmeng

School of Automation

Postgraduate

Doctor

Associate Professor

jiaolianmeng@nwpu.edu.cn

029-88431306

General Introduction

I received the B.E., M.E. and Ph.D. degrees in control science and engineering from Northwestern Polytechnical University, Xi'an, China, in 2009, 2012 and 2016 respectively and the Ph.D. degree in information science and technology from Université de Technologie de Compiègne, Compiègne, France, in 2016.

I am an Associate  Professor with the School of Automation, Northwestern Polytechnical University, Xi'an, China. I have authored/co-authored of two books, more than 40 peer-reviewed journal and conference papers. My research interests include information fusion, belief function theory and its application in machine learning and decision making.

I have been served as section chair of the 12th International Conference on Intelligent Unmanned Systems, organization committee member of the 4th School on Belief Functions and their Applications, and editorial board member of several peer reviewed journals including PLOS One and American Journal of Artificial Intelligence.


Education Experience

2013/09 – 2016/05, Department of Computer Engineering,Université de Technologie de Compiègne, Doctor

2011/09 – 2016/06, School of Automation,Northwestern Polytechnical University, Doctor  

2009/09 – 2012/04, School of Automation,Northwestern Polytechnical University, Master

2008/09 – 2009/07, School of Automation,Northwestern Polytechnical University, Bachelor  

2008/09 – 2009/07, Honors College,Northwestern Polytechnical University, Bachelor   

Work Experience

2019/12 – now,       School of Automation,Northwestern Polytechnical University, Associate Professor/ Master Superviser

2016/06 – 2019/12, School of Automation,Northwestern Polytechnical University, Assistant Professor

Scientific Research

Research Interests:

Machine learning, Data Mining, Information fusion, Belief function theory

Modeling and inference of complex systems with uncertainty 

Academic Achievements

Journal papers

1.       Geng Xiaojiao, Liang Yan, Jiao Lianmeng*. ARC-SL: Association rule-based classification with soft labels. Knowledge-Based Systems, vol.225, 107116, 2021.

2.       Geng Xiaojiao, Liang Yan, Jiao Lianmeng*. EARC: Evidential association rule-based classification. Information Sciences, vol.547, pp.202-222, 2021.

3.       Geng Xiaojiao, Liang Yan, Jiao Lianmeng*. Multi-frame decision fusion based on evidential association rule mining for target identification. Applied Soft Computing, vol.94, 106460, 2020.

4.       Qiao Dianfeng, Liang Yan*Jiao Lianmeng*. Boundary Detection-Based Density Peaks Clustering. IEEE Access, vol.7, pp.152755-152765, 2019.

5.       Jiao Lianmeng*, Geng Xiaojiao, Pan Quan. EEkNN: k-nearest neighbor classifier with an evidential editing procedure for training samples. Electronics, vol.8, 592, 2019.

6.       Jiao Lianmeng, Geng Xiaojiao*, Pan Quan. Compact belief rule base learning for classification with evidential clustering. Entropy, vol.21, 443, 2019.

7.       Jiao Lianmeng, Geng Xiaojiao*, Pan Quan. BPkNN: k-nearest neighbor classifier with pairwise distance metrics and belief function theory. IEEE Access, vol.7, pp.48935-48947, 2019.

8.       Feng Xiaoxue, Liang Yan*Jiao Lianmeng, He Chongyang. JIE for a class of MD systems. IET Signal Processing, vol.11, pp.647-656, 2017.

9.       Jiao Lianmeng*, Denoeux Thierry, Pan Quan. A hybrid belief rule-based classification system based on uncertain training data and expert knowledge. IEEE Transactions on Systems, Man and Cybernetics: Systems, vol.46, pp.1711-1723, 2016.

10.    Jiao Lianmeng*, Pan Quan, Liang Yan, Feng Xiaoxue, Yang Feng. Combining sources of evidence with reliability and importance for decision making. Central European Journal of Operations Research, vol.24, pp.87-106, 2016.

11.    Jiao Lianmeng, Pan Quan*, Denoeux Thierry, Liang Yan, Feng Xiaoxue. Belief rule-based classification system: Extension of FRBCS in belief functions framework. Information Sciences, vol.309, pp.26-49, 2015.

12.    Jiao Lianmeng, Pan Quan*, Feng Xiaoxue. Multi-hypothesis nearest-neighbor classifier based on class-conditional weighted distance metric. Neurocomputing, vol.151, pp.1468-1476, 2015.

13.    Feng Xiaoxue*, Snoussi Hichem, Liang Yan, Jiao LianmengConstrained extended Kalman filter for individual localization in wireless body sensor networks, Sensors, vol.14, pp. 21195-21212, 2014.

14.    Feng Xiaoxue, Liang Yan*, Zhou Lin, Jiao Lianmeng. Joint mode identification and localization improvement of OTHR with forward-based receivers. IET Radar, Sonar & Navigation, vol.8, pp.490-500, 2014.

15.    Feng Xiaoxue, Liang Yan*Jiao Lianmeng. Joint state estimation and mode identification based on MCMC-Gibbs sampling for OTHR. Acta Aeronautica et Astronautica Sinica, vol.35, pp.2299-2306, 2014. (in Chinese) 

16.    Feng Xiaoxue, Liang Yan*Jiao Lianmeng, Zhou Lin. Mode identification and positioning accuracy improvement using forward-based receivers for OTHR. Acta Aeronautica et Astronautica Sinica, vol.34, pp.2590-2598, 2013. (in Chinese) 

17.    Feng Xiaoxue*, Liang Yan, Jiao LianmengBio-inspired optimisation approach for data association in target tracking, International Journal of Wireless and Mobile Computing, vol.6, pp.299-304, 2013.

18.    Liang Yan*, Feng Xiaoxue, Yang Feng, Jiao Lianmeng. The distributed infectious disease model and its application to collaborative sensor wakeup of wireless sensor networks, Information Sciences, vol.223, pp.192-204, 2013.

19.    Guo Shanpeng*, Liang Yan, Jiao Lianmeng, Yang Feng, Lan Hua. Research on modeling of computer generated forces system. Computer Measurement & Control, vol.20, pp.2257-2260 , 2012. (in Chinese)

20.    Jiao Lianmeng*, Yang Feng, Guo Shanpeng, Pan Quan. Research on waypoint flight simulation based on tactical maneuver set. Computer Simulation, vol.28, pp.73-76, 2011. (in Chinese)


Conference papers

1.       Yang Haoyu, Jiao Lianmeng*, Pan Quan. A survey on interpretable clustering. 40th Chinese Control Conference, Shanghai, China, July, 2021.

2.       Ma Haonan, Jiao Lianmeng*, Pan Quan. Hybrid classification by integrating expert knowledge and data: Literature review. 40th Chinese Control Conference, Shanghai, China, July, 2021.

3.       Wang Feng, Jiao Lianmeng*, Pan Quan. A survey on unsupervised transfer clustering. 40th Chinese Control Conference, Shanghai, China, July, 2021.

4.       Geng Xiaojiao, Liang Yan, Jiao Lianmeng*. Evidential association classification for high-dimensional data. 6th International Conference on Cloud Computing and Big Data Analytics, Chengdu, China, April, 2021. (Best Presentation Award)

5.       Jiao Lianmeng, Geng Xiaojiao, Pan Quan. A compact belief rule-based classification system with evidential clustering, 5th International Conference on Belief FunctionsCompiègne, France, September, 2018. 

6.       Jiao Lianmeng, Geng Xiaojiao, Pan Quan, Wang Xiaoxu. A compact belief rule-based classifier with interval-constrained clustering, 21st International Conference on Information Fusion, Cambridge, UK, July, 2018. 

7.       Jiao Lianmeng, Geng Xiaojiao, Pan Quan. An extended evidential reasoning algorithm for multiple attribute decision analysis with uncertainty, 2017 IEEE International Conference on Systems, Man, and Cybernetics, Banff, Canada, October, 2017. 

8.       Jiao Lianmeng, Denoeux Thierry, Pan Quan. Evidential editing k-nearest neighbor classifier. 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, Compiègne, France, July, 2015. 

9.       Jiao Lianmeng, Denoeux Thierry, Pan Quan. Fusion of pairwise nearest-neighbor classifiers based on pairwise-weighted distance metric and Dempster-Shafer theory. 17th International Conference on Information Fusion, Salamanca, Spain, July, 2014. 

10.    Jiao Lianmeng, Pan Quan, Feng Xiaoxue, Yang Feng. An evidential k-nearest neighbor classification method with weighted attributes. 16th International Conference on Information Fusion, Istanbul, Turkey, July, 2013.

11.    Feng Xiaoxue, Liang Yan, Jiao LianmengMAP joint identification and estimation for over-the-horizon radar. 32nd Chinese Control Conference, Xi'an, China, July, 2013.

12.    Gui Yang, Pan Quan, Jiao Lianmeng, Yang Feng. A Multi-source intelligence fusion methodology for early-warning system based on evidential reasoning algorithm. 32nd Chinese Control Conference, Xi'an, China, July, 2013.

13.    Jiao Lianmeng, Pan Quan, Feng Xiaoxue, Yang Feng. A belief-rule-based inference method for carrier battle group recognition. 11th Chinese Intelligent Automation Conference, Yangzhou, China, August, 2013.

14.    Jiao Lianmeng, Pan Quan, Liang Yan, Yang Feng. A nonlinear tracking algorithm with range-rate measurements based on unbiased measurement conversion. 15th International Conference on Information Fusion, Singapore, July, 2012. 

15.    Feng Xiaoxue, Liang Yan, Jiao Lianmeng. Converted Measurement Kalman filter with nonlinear equality constrains. 15th International Conference on Information Fusion, Singapore, July, 2012.

16.    Jiao Lianmeng, Pan Quan, Feng Xiaoxue, Yang Feng. A robust converted measurement Kalman filter for target tracking. 31st Chinese Control Conference, Hefei, China, July, 2012. 

17.    Feng Xiaoxue, Liang Yan, Jiao Lianmeng. On multi-paths effect of OTHR return signals. 31st Chinese Control Conference, Hefei, China, July, 2012.

18.    Feng Xiaoxue, Liang Yan, Zhou Lin, Jiao Lianmeng. Coordinate transformation for OTHR with target height. 31st Chinese Control Conference, Hefei, China, July, 2012.

19.    Jiao Lianmeng, Pan Quan, Feng Xiaoxue, Yang Feng. A belief-rule-based inference methodology for aircraft carrier battle group recognition. 4th Chinese Information Fusion Conference, Wuhan, China, 2012. (in Chinese) 

20.    Feng Xiaoxue, Jiao Lianmeng, Liang Yan. Research on Multi-paths effect of OTHR Return Signals. 3rd Chinese Information Fusion Conference, Xi'an, China, 2011. (in Chinese) 

21.    Jiao Lianmeng, Feng Xiaoxue, Yang Feng, Pan Quan. Research on target tracking with converted measurements Kalman filter. 3rd Chinese Information Fusion Conference, Xi'an, China, 2011. (in Chinese) 

 

Social Appointments

Editorial Board Member of PlOS One (since 2020) 

Editorial Board Member of the American Journal of Artificial Intelligence (since 2019) 

Section Chair of the 40th Chinese Control Conference  (CCC'2021)

Section Chair of the 12th International Conference on Intelligent Unmanned Systems (ICIUS'2016)

Organization Committee Member of the 4rth School on Belief Functions and their Applications (BFAS'2017)

Team Information

I am affiliated with the LABORATORY OF INFORMATION FUSION TECHNOLOGY (LIFT), MINISTRY OF EDUCATION,CHINA

Admission Information

Master positions in machine learning, data mining and information fusion are available throughout the whole year. Please send me your CV if you have good background and great passion in research.

E-mail: jiaolianmeng@nwpu.edu.cn