趙鳴博教授

趙鳴博，IEEE和CCF高級(jí)會(huì)員，現(xiàn)在東華大學(xué)信息科學(xué)與技術(shù)學(xué)院自動(dòng)化專業(yè)任教授、博導(dǎo)。2013年在香港城市大學(xué)獲得博士學(xué)位，導(dǎo)師周偉誠(chéng)教授（IEEE Fellow，國(guó)際電氣與電子工程師協(xié)會(huì)），后繼續(xù)在香港城市大學(xué)從事博士后研究，2016年加入東華大學(xué)信息科學(xué)與技術(shù)學(xué)院，歷任教授、博導(dǎo)、數(shù)字化紡織服裝技術(shù)教育部工程研究中心副主任。目前主要從事機(jī)器學(xué)習(xí)、人工智能方面的研究，包括判決學(xué)習(xí)度量、基于流形學(xué)習(xí)的圖像檢索方法研究以及深度學(xué)習(xí)特征提取等。近五年來(lái)，IEEE Trans等國(guó)際人工智能主流期刊和會(huì)議上發(fā)表論文80余篇，著書章節(jié)2篇，授權(quán)美國(guó)發(fā)明專利1項(xiàng)，授權(quán)國(guó)內(nèi)發(fā)明專利5項(xiàng)，主持國(guó)家自然科學(xué)基金面上項(xiàng)目等科研項(xiàng)目3項(xiàng)，作為骨干參與國(guó)家科技重大科技專項(xiàng)1項(xiàng)。到目前為止，Google-scholar引用約為4000次，H-index為32。在國(guó)內(nèi)外具有一定的影響力。

研究方向：

1、  深度學(xué)習(xí)

2、  人工智能

3、  視覺(jué)語(yǔ)言大模型

4、  多媒體信息檢索

榮譽(yù)及獲獎(jiǎng)情況：

1、  東華大學(xué)勵(lì)志計(jì)劃

2、  2023年度中國(guó)紡織工業(yè)聯(lián)合會(huì)紡織高等教育教學(xué)成果獎(jiǎng)二等獎(jiǎng)（排名第二）

近年來(lái)承擔(dān)的主要科研項(xiàng)目：

1、    基于魯棒圖排序的大規(guī)模圖像檢索方法的研究 (61601112)，國(guó)家自然科學(xué)基金青年項(xiàng)目，19萬(wàn)，01/2017-12/2019，主持，結(jié)題

2、    基于端對(duì)端深度特征表達(dá)和圖網(wǎng)絡(luò)排序的海量圖像檢索方法研究 (61971121)，國(guó)家自然科學(xué)基金面上項(xiàng)目，55萬(wàn)01/2020，12/2023，主持，結(jié)題

3、    世界絲綢互動(dòng)地圖關(guān)鍵技術(shù)研發(fā)和示范(2019YFC1521300)，國(guó)家重點(diǎn)研發(fā)計(jì)劃子課題，130萬(wàn)，01/2020-12/2022，作為骨干參與，驗(yàn)收。

近年來(lái)發(fā)表的代表性論著、專利：

主要文章列表請(qǐng)參閱：

1、  DBLP: http://dblp.uni-trier.de/pers/hd/z/Zhao:Ming=Bo

2、  Google Scholar: https://scholar.google.com/citations?user=3X2iuacAAAAJ

3、  Publons: https://publons.com/researcher/3577804/mingbo-zhao/

論文

1、Mingbo Zhao, Tommy W. S. Chow, Peng Tang, Route selection for cabling considering cost minimization and earthquake survivability via a semi-supervised probabilistic model. IEEE Trans on Industrial Informatics, accepted and to be appeared

2、Peng Tang, Mingbo Zhao (Corr. Author), Tommy W. S. Chow, Locality alignment discriminant analysis for visualizing regional English, Neural Processing Letters, vol. 43, no. 1, pp. 295-307, 2016 (Impact factor: 1.448)

3、Wenlong Cheng, Tommy W. S. Chow, Mingbo Zhao (Corr. Author), Locality constrained-$l_p$ sparse subspace clustering for image clustering, neurocomputing, vol. 205, pp.22-31, 2016

4、Zhao Zhang, Fanzhang Li, Mingbo Zhao, Joint low-rank and sparse principal feature coding for enhanced robust representation and visual classification, IEEE Trans. on Image Processing, vol. 25, no. 6, pp. 2429-2443, 2016

5、Mingbo Zhao, Tommy W. S. Chow, Zhao Zhang, Zhou Wu, Learning from normalized local and global discriminative information for semi-supervised regression and dimensionality reduction. Information Sciences, vol. 324, no. 10, pp. 286-309, 2015

6、Mingbo Zhao, Tommy W. S. Chow, Zhao Zhang, Bing Li, Automatic image annotation via compact graph based semi-supervised learning. Knowledge Based Systems, vol. 76, pp. 148-165, 2015

7、Mingbo Zhao, Bing Li, Zhou Wu, Choujun Zhan, Image classification via least squares semi-supervised discriminant analysis with flexible kernel regression for out-of-sample extension. Neurocomputing, vol. 153, pp. 96-107, 2015

8、Mingbo Zhao, Zhou Wu, Choujun Zhan, Peng Tang, Semi-supervised image classification based on local and global regression. IEEE Signal Processing Letters, vol. 22, no. 10, pp. 1666-1670, 2015

9、Zhang Zhao, Mingbo Zhao, Tommy W. S. Chow, Graph based constrained semi-supervised learning framework via propagation over adaptive neighborhood. IEEE Trans. on Knowledge and Data Engineering, vol. 27, no. 9, pp. 2362-2376, 2015

10、Zhang Zhao, Shuicheng Yan, Mingbo Zhao, Fanzhang Li, Bilinear low-rank coding framework and extension for robust image recovery and feature representation. Knowledge based System, vol. 86, pp. 143-157, 2015

11、Mingbo Zhao, Zhao Zhang, Tommy W. S. Chow, Bing Li, Soft Label based Linear Discriminant Analysis for Image Recognition and Retrieval, Computer Vision and Image Understanding, vol. 121, pp. 86-99, 2014a

12、Mingbo Zhao, Zhao Zhang, Tommy W. S. Chow, Bing Li, A General Soft Label based Linear Discriminant Analysis for Semi-supervised Dimension Reduction, Neural Networks, vol. 55, pp. 83-97, 2014b

13、Mingbo Zhao, Rosa, H. M. Chan, Tommy W. S. Chow and Peng Tang, Compact Graph based Semi-supervised Learning for Medical Diagnosis in Alzheimer’s Disease, IEEE Signal Processing Letters, vol. 21, no. 10, pp. 1192-1196, 2014

14、Mingbo Zhao, Xiaohang Jin, Zhao Zhang, Bing Li, Fault Diagnosis of Rolling Element Bearings via Discriminative Subspace Learning: Visualization and Classification, Expert System with Applications, vol. 7, no. 1, pp. 3391-3401, 2014a

15、Xiaohang Jin, Mingbo Zhao, Tommy W. S. Chow, Motor Bearing Fault Diagnosis using Trace Ratio Linear Discriminant Analysis. IEEE Trans. on Industrial Electronics, vol. 61, no. 5, pp. 2441-2451, 2014b

16、Zhao Zhang,Mingbo Zhao, Bing Li, Peng Tang, and Fan-Zhang Li.Simple Yet Effective Color Principal and Discriminant Feature Extraction for Representing and Recognizing Color Images. Neurocomputing,vol.149, pp.1058–1073, 2015

17、Peng Tang, Mingbo Zhao (Corr. Author), Tommy W. S. Chow, Text Style Analysis Using Trace Ratio Criterion Patch Alignment Embedding, Neurocomputing, vol. 136, pp. 201-212, 2014

18、Zhao Zhang, Shuicheng Yan, Mingbo Zhao (Corr. Author), Similarity Preserving Low-Rank Representation for Enhanced Data Representation and Effective Subspace Learning. Neural Networks, vol. 52, pp. 81-94, 2014

19、Mingbo Zhao, Rosa H. M. Chan, Peng Tang, Tommy W. S. Chow and Savio W. H. Wong, Trace Ratio Linear Discriminant Analysis for Medical Diagnosis: A Case Study of Dementia, IEEE Signal Processing Letters, vol. 20, no. 5, pp. 431-434, 2013

20、Zhang Zhao, Mingbo Zhao, Tommy W. S. Chow, Binary- and Multi-class Group Sparse Canonical Correlation Analysis for Feature Extraction and Classification. IEEE Trans. on Knowledge and Data Engineering, vol. 25, no. 10, pp. 2192-2205, 2013

21、Mingbo Zhao, Zhao Zhang, Tommy W. S. Chow, Trace ratio criterion based generalized discriminative learning for semi-supervised dimensionality reduction. Pattern Recognition, vol. 45, no. 4, pp. 1482-1499, 2012

22、Mingbo Zhao, Tommy W. S. Chow, Zhao Zhang, Random Walk based Fuzzy Linear Discriminant Analysis for Dimensionality Reduction, Soft Computing, vol. 16, no. 8, pp. 1393-1409, 2012

23、Zhao Zhang, Mingbo Zhao, Tommy W. S. Chow, Constrained large margin local projection algorithms and extensions for multimodal dimensionality reduction. Pattern Recognition, vol. 45, no. 12, pp. 4466-4493, 2012a

24、Zhao Zhang, Mingbo Zhao, Tommy W. S. Chow, Marginal semi-supervised sub-manifold projections with informative constraints for dimensionality reduction and recognition, Neural Networks, vol. 36, no. 12, pp. 97-111, 2012b

專利

1、Tommy W. S. Chow, Mingbo Zhao, Determining faulty nodes via label propagation within a wireless sensor network, no. US 14/184.916, Aug. 2015.

主要學(xué)術(shù)兼職：

1、 IEEE高級(jí)會(huì)員（2019.8~現(xiàn)在, no. 91255912, Shanghai Section）

2、中國(guó)計(jì)算機(jī)協(xié)會(huì)（CCF）高級(jí)會(huì)員（2021.9~現(xiàn)在，no. 67267S）

3、中國(guó)計(jì)算機(jī)學(xué)會(huì)人工智能與模式識(shí)別專委會(huì)委員、中國(guó)人工智能學(xué)會(huì)模式識(shí)別專委會(huì)委員、中國(guó)自動(dòng)化學(xué)會(huì)成立模式識(shí)別與機(jī)器智能專委會(huì)委員

4、國(guó)際自然科學(xué)基金面上評(píng)審人；中國(guó)博士后科學(xué)基金面上評(píng)審人

5、擔(dān)任SCI期刊IEEE Trans. on Consumer Electronics副主編（2023.7~）

6、擔(dān)任SCI模式識(shí)別與人工智能國(guó)際期刊International Journal of Pattern Recognition and Artificial Intelligence副主編

7、擔(dān)任SCI期刊Mathematics副主編

8、北大核心期刊、CCF中文期刊B類《計(jì)算機(jī)工程》青年編委和領(lǐng)域編委 (Topic Editor)

9、Lead Guest Editor（首席特刊編委）for Special Issue of IEEE Trans. on Consumer Electronics: Generative Artificial Intelligence with Applications on Consumer Electronics, 2023

10、Lead Guest Editor（首席特刊編委）for Special Issue of IEEE Trans. on Consumer Electronics: Multimedia Sensing and Computing for Consumer Electronics, 2022

11、Lead Guest Editor（首席特刊編委）for the Special Issue of Neural Computing and Applications: New Trends of Neural Computing for Advanced Applications 2020;

12、國(guó)際人工智能大會(huì)AAAI 2024/2023/2022高級(jí)程序委員會(huì)委員(Senior Program Member)

13、國(guó)際多媒體領(lǐng)域大會(huì)ACM Multimedia 2023/2022/2021領(lǐng)域主席（Area Chair）

國(guó)際交流與合作：

IEEE International Symposium on Product Compliance Engineering-Asia, 2023, General Co-Chair

E-MAIL：mzhao4@dhu.edu.cn