头像

Yinsheng Zhang

phd Associate professor |

Discipline:

Post:

Research direction:

Tutors Categories:

GraduateSchool: Zhejiang University

Office Tel:

Location:

PostCode:

Email: oo@zju.edu.cn

About

B.S. - PH.D. in Zhejiang University. Engage in the theoretical and applied research in data science, decision support, and artificial intelligence, and published more than 40 papers. Published 12 JCR Q1 papers as first author or corresponding author (including 4 CAS Q1 top papers) and 4 national first-level society journal papers. PI of 2 National Natural Science Foundation projects and 1 sub-project of the National Key R&D Program, and participated in formulating 7 national and group standards. 

Research Direction

Theoretical and applied research in data science, machine learning, information systems, decision support, and artificial intelligence

Social Service Field

[1] Supported by the National High Technology Research and Development Program of China (863 Program), I participated as a key technical contributor in the research and development of clinical decision support systems for top-tier hospitals in China, including 301 Hospital. From 2012 to 2022, I led the construction of a regional screening and telemedicine platform for pediatric retinopathy, covering 33,000 pediatric patients across more than 50 primary healthcare institutions in Guangdong and Fujian provinces. In 2023, I was awarded the Science and Technology Award by the China Medical Education Association (Award No. 2023KCY-D2-19-02).

[2] Supported by the Major Research Plan of the National Natural Science Foundation of China and the National Key Research and Development Program, I conducted applied research on bigdata value discovery and domain-specific empowerment. The relevant achievements were included in the recommendation list of the Research Transformation Center of the National Natural Science Foundation of China in 2021.


Education

Bachelor's Degree: 2003-2008, Zhejiang University.

Ph.D: 2008-2015, Zhejiang University.


2006.06-2006.07: Washington University (Seattle, WA), Outreach program.

2019.02-2020.02: University of Illinois Urbana-Champaign (Champaign, IL), Visiting Scholar

Work Experience

2015-now: Zhejiang Gongshang University, Teacher.

Professional Services and Positions Held

Honors and Awards

[1] During my tenure as MIS deputy dean, I engaged in the the application and successful accreditation of the provincial first-class undergraduate program, 2021.

[2] Participant in the development of the Big Data and Knowledge Engineering course, which was accredited as a national first-class undergraduate course, 2020.

[3] Instructor of the National College Student Innovation and Entrepreneurship Training Program, 2019.

[4] First-class Prize in the Provincial Class A Competition for University Students, 2020.

[5] Tri-education Advanced Individual (Education, Teaching, and Management), 2022.

[6] Second-class Prize in Science and Technology Innovation, China Medical Education Association, 2023 (Award No. 2023KCY-D2-10-02).

[7] Invention and Entrepreneurship Achievement Award, China Invention Association, 2024 (Award No. 2024-CAICG-2-E63).

[8] Excellent in Annual Performance Appraisal for Faculty and Staff, 2017, 2020, 2022, 2023, and 2024.

Graduate Courses

Undergraduate Courses

Big Data and Knowledge Engineering, C Programming Language, SPSS Statistical Analysis, Big Data Analysis Methods and Applications, Data Statistics and Visualization, Database Principles and Applications, Fundamentals of Data Science

Publications

[1] Matrix Factorization Based Dimensionality Reduction Algorithms - A  Comparative Study on Spectroscopic Profiling Data [J]. Analytical  Chemistry, SCI, IF 8.008. JCR Q1, 2022, doi:  10.1021/acs.analchem.2c01922, First Author

[2] Adaptive compressed  sensing of Raman spectroscopic profiling data for discriminative tasks  [J]. Talanta, SCI, IF 6.556. JCR Q1, 2020, doi:  10.1016/j.talanta.2019.120681, First Author

[3] Fruit freshness  detection based on multi-task convolutional neural network[J]. Current  Research in Food Science, SCI, IF 7, JCR Q1, 2024, doi:  10.1016/j.crfs.2024.100733, First Author

[4] Machine  learning-assisted MALDI-TOF MS toward rapid classification of milk  products[J]. Journal of Dairy Science, SCI, JCR Q1, 2024,  doi:10.3168/jds.2024-24886, Correpondence

[5] Mobilizing Clinical  Decision Support to Facilitate Knowledge Translation: A Case Study in  China[J]. Computers in Biology and Medicine, SCI, IF 7.7, JCR Q1, 2015,  doi: 10.1016/j.compbiomed.2015.02.013, First Author

[6] Cheese  brand identification with Raman spectroscopy and sparse group LASSO [J],  Journal of Food Composition and Analysis, 2025, SCI, IF 4.6, JCR Q2,  doi: 10.1016/j.jfca.2025.107371, First Author

[7] A unified  classifiability analysis framework based on meta-learner and its  application in spectroscopic profiling data [J]. Applied Intelligence,  SCI, IF 5.019. JCR Q1, 2021, doi: 10.1007/s10489-021-02810-8, First  Author

[8] Spectroscopic Profiling-based Geographic Herb  Identification by Neural Network with Random Weights [J]. Spectrochimica  Acta Part A: Molecular and Biomolecular Spectroscopy, SCI, IF 4.831.  JCR Q1, 2022, doi: 10.1016/j.saa.2022.121348, First Author

[9]  Studying yogurt fermentation dynamics using multi-task feature selection  [J], Journal of Food Composition and Analysis, 2025, SCI, IF 4.6, JCR  Q2, doi: 10.1016/jfca.2025.108160, First Author

[10] Variational  Auto-Encoder based Deep Compressed Sensing on Raman Spectroscopy [J].  Smart Agricultural Technology. IF 6.3, JCR Q1 2025, doi:  10.1016/j.atech.2025.101387, First Author

[11] Rapid Raman  Spectroscopy Analysis Assisted with Machine Learning: A Case Study on  Radix Bupleuri[J], Journal of the Science of Food and Agriculture, SCI,  JCR Q1, 2025, 105(4), doi:10.1002/jsfa.14012, Correpondence

[12]  Quantification of cow milk in adulterated goat milk using Raman  spectroscopy and machine learning[J]. Microchemical Journal, 2025, SCI,  IF 5, JCR Q1, doi: 10.1016/j.microc.2025.114319, First Author

[13]  Secured telemetry based on time-variant sensing matrix – An empirical  study of spectroscopic profiling[J]. Smart Agricultural Technology. IF  6.3, JCR Q1, 2023,10(5), DOI: 10.1016/j.atech.2023.100268, First Author

[14]  On the latent distribution of logistic regression — An empirical study  on spectroscopic profiling datasets. Machine Learning with Applications  [J]. 2025, 22, SCI, IF 4.9, JCR Q1, doi: 10.1016/j.mlwa.2025.100712,  First Author

[15] Building an Information Infrastructure of  Spectroscopic Profiling Data for Food-Drug Quality and Safety Management  [J]. Enterprise Information Systems, SCI/EI, IF 4.407, JCR Q2, 2019,  doi: 10.1080/17517575.2019.1684567, First Author

[16]  Morphological Rule-Constrained Object Detection of Key Structures in  Infant Fundus Image [J]. IEEE/ACM Transactions on Computational Biology  and Bioinformatics, SCI, IF 3.702, JCR Q1, 2023, doi:  10.1109/TCBB.2023.3234100, First Author

[17] Peach variety  detection using VIS-NIR spectroscopy and deep learning[J]. Computers and  Electronics in Agriculture, SCI, IF 8.3, JCR Q1, 2020, DOI:  10.1016/j.compag.2020.105553. co-author

[18] Enhanced data  preprocessing with novel window function in Raman spectroscopy:  Leveraging feature selection and machine learning for raspberry origin  identification[J]. Spectrochimica Acta Part A: Molecular and  Biomolecular Spectroscopy, 中科院2区, SCI, IF 4.3. JCR Q1, 2024, doi:  10.1016/j.saa.2024.124913. co-author

[19] Comparative Analysis  Reveals Novel Changes in Plasma Metabolites and Metabolomic Networks of  Infants With Retinopathy of Prematurity [J]. IOVS, SCI, IF 4.925, JCR  Q1, 2022, 63(28), doi: 110.1167/iovs.63.1.28. co-author

[20]  Geographical origin identification of dendrobium officinale based on  NNRW-stacking ensembles. Machine Learning with Applications [J]. 2024,  SCI, IF 4.9, JCR Q1, doi: 10.1016/j.mlwa.2024.100594, First Author

[21]  A Knowledge Representation Method Based on Two-Layer Modeling for  Constructing Medical Knowledge Base[J].Chinese Journal of Biomedical  Engineering. 2017,36(5):573-579,DOI:  10.3969/j.issn.0258-8021.2017.05.009, First Author

[22] Impurity  detection of juglans using deep learning and machine vision[J].  Computers and Electronics in Agriculture, 2020, IF 8.3, JCR Q1, DOI:  /10.1016/j.compag.2020.105764. co-author

[23] A Knowledge  Representation and Translation Framework Towards Standard Care[J].  Chinese Journal of Biomedical Engineering. 2014,33(2), First Author

[24]  Medical Knowledgebase Integration and Coordinated Application based on  the Workflow Management Technology [J]. Chinese Journal of Hospital  Administration,2016,32(11):833-836,DOI:  10.3760/cma.j.issn.1000-6672.2016.11.013, First Author

[25] Fruit  Freshness Detection Explainable Model based on Attention Mechanism [J].  Journal of Chinese Institute of Food Science and Technology, 2024,  DOI:10.16429/j.1009-7848.2024.10.003, First Author


Scientific Research Projects

Enterprises-funded research project

Books

Softwares

Patents

Teaching Papers

Teaching Projects

Textbooks

Teaching Rewards

Others

You can access the teacher's

homepage by scanning the QR code

Total visits:10
11:18