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教授
鲍建海 陈永川
甘在会 高维东
季 青 李康伟
邵井海 沈瑞鹏
孙笑涛 唐昊
王凤雨 汪更生
吴华明 余讯
张勇 周明铄
宗传明
客座教授
Peter Paule
副教授
陈鑫 戴 嵩
郭嘉祥 何玲
胡二彦 黄兴
康浩 黎怀谦
潘宇 唐鹏飞
田文义 魏华影
杨松 于翔
朱斐
讲师
邓英俊 范逸璇
宋基建 吴秉杰
徐润东 张宇
博士后
蒋枭 2022-2025
赵奕 2024-2027
办公室
刘阳 马长莹
钟小平
郭嘉祥 副教授    
应用数学中心教师 主 页 http://cam.tju.edu.cn/~guo
  电 话:
  邮 箱: jiaxiang.guo@tju.edu.cn

研究方向:

机器学习, 组合数学

教育经历:

  2007.09-2011.06吉林大学数学与应用数学本科/学士
  2011.09-2016.06南开大学应用数学研究生/博士

代表性论文与著作:

[1] Wei X#, Guo A J X#*, Sun S H, Wei M Y, Yu W. Levenshtein Distance Embedding with Poisson Regression for DNA Storage, The 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024).

[2] Guo A J X, Liang C, Hou Q-H. Deep Squared Euclidean Approximation to the Levenshtein Distance for DNA Storage, International Conference on Machine Learning (ICML 2022), PMLR, 2022: 8095-8108.

[3] Zhang G, Xu S, Li J, Guo A J X*. Group-based network pruning via nonlinear relationship between convolution filters, Applied Intelligence, 2022.

[4] Guo A J X, Qi H. Using Artificial Neural Networks to Model Errors in Biochemical Manipulation of DNA Molecules, IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2021.

[5] Guo A J X, Zhu F. Improving Deep Hyperspectral Image Classification Performance with Spectral Unmixing, Signal Processing, 183 (2021): 107949.

[6] Zhao X, Liang Y, Guo A J X*, Zhu F. Classification of small-scale hyperspectral images with multi-source deep transfer learning, Remote Sensing Letters, vol. 11, no. 4, pp. 303-312, 2020.

[7] Liang Y, Zhao X, Guo A J X*, Zhu F. Hyperspectral Image Classification with Deep Metric Learning and Conditional Random Field. IEEE Geoscience and Remote Sensing Letters, vol. 17, no. 6, pp. 1042-1046, June 2020.

[8] Guo A J X, Zhu F. A CNN-based Spatial Feature Fusion Algorithm for Hyperspectral Imagery Classification. IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 9, pp. 7170-7181, Sep. 2019

[9] Guo A J X, Zhu F. Spectral-spatial feature extraction and classification by ANN supervised with center loss in hyperspectral imagery[J]. IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 3, pp. 1755-1767, Mar. 2019.

[10] Fan N J Y#, Guo A J X#. On 1234-nesting Kazhdan-Lusztig R-polynomials for the symmetric group.[J]. Communications in Algebra 46.2 (2018): 644-652.

[11] Chen W Y C#, Guo A J X#, Guo P L#, et al. s-inversion Sequences and P-Partitions of type B[J]. SIAM Journal on Discrete Mathematics 30.3 (2016): 1632-1643.

[12] Chen W Y C#, Fan N J Y#, Guo A J X#, et al. Combinatorial proof of the inversion formula on the Kazhdan-Lusztig R-polynomials[J]. Mathematische Zeitschrift, 2014, 277(3-4): 1017-1025.