ReCast: Reliability-aware Codebook-assisted Lightweight Time Series Forecasting
AAAI Conference on Artificial Intelligence · AAAI · CCF-A
People / Profile
李雪梅
副主任 / 教授 / 博导
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Biography
个人简介
山东大学教授,副主任,博/硕士生导师,前沿交叉研究中心副主任,山大-有人物联网新一代信息技术研究中心主任。目前主要研究领域为智能图形图像处理、智能计算、时间序列分析与信息可视化。在国内外有影响的杂志和学术会议上发表相关论文40余篇。主持国家自然科学基金项目3项,横向课题2项,并参与多项国家自然科学基金重点及面上项目。获教育部科技进步二等奖、省科技进步一、二等奖各1项,全国大学生软件创新大赛一等奖和最具创业潜力奖。中国工业与应用数学学会CD&C专委会委员,中国图学学会计算机图学专业委员会委员,中国图学学会图学大数据专业委员会委员兼副秘书长。
Research Areas
研究方向
时间序列分析智能图形图像处理计算机辅助几何设计计算机图形学
Personal Publications
已发表论文
Common Pattern Prior-Driven Semi-Supervised Medical Image Segmentation
IEEE Transactions on Medical Imaging · TMI · 一区 · CCF-B
Deformable 1D Directional Convolution with Bidirectional Offsets for Oriented Object Detection
Remote Sensing · RS · 二区
ERN: An edge reconstruction network for image super-resolution diffusion model
Knowledge-Based Systems · KBS · 一区 · CCF-B
ICMBS-Former: Skin Lesion Segmentation via Boundary-Region Collaborative Optimization
Expert Systems with Applications · Expert Syst Appl · 一区 · CCF-C
TD-HCN: A Trend-Driven Hypergraph Convolutional Networks for Stock Recommendation
Neural Networks · 二区 · CCF-B
用于超像素分割的边缘增强状态空间模型
计算机学报 · CJC · CCF-A
迈向可靠学习: 半监督医学图像分割的锚定与控制方法
中国科学:信息科学 · SSI · CCF-A
MDWConv:CNN based on multi-scale atrous pyramid and depthwise separable convolution for long time series forecasting
Neural Networks · Neural Networks · 二区 · CCF-B
MPR-Net:Multi-Scale Pattern Reproduction Guided Time Series Forecasting
International Joint Conference on Artificial Intelligence · IJCAI · CCF-A
Reliable Cross-modal Alignment via Prototype Iterative Construction
ACM International Conference on Multimedia · MM · CCF-A
TSCG: Efficient grouped channel interaction for multivariate time series forecasting
Expert Systems with Applications · Expert Syst Appl · 一区 · CCF-C
Driven by textual knowledge: A Text-View Enhanced Knowledge Transfer Network for lung infection region segmentation
Medical Image Analysis · Med Image Anal · 一区 · CCF-C
Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation
IEEE Conference on Computer Vision and Pattern Recognition · CVPR · CCF-A
高精度边界驱动与图像内容自适应的超像素分割方法
中国科学:信息科学 · SSI
Bridging the Modality Gap: Dimension Information Alignment and Sparse Spatial Constraint for Image-Text Matching
ACM International Conference on Multimedia · MM · CCF-A
DR-GAT: Dynamic routing graph attention network for stock recommendation
Information Sciences · INS · 一区 · CCF-B
Diff-MGR: Dynamic causal graph attention and pattern reproduction guided diffusion model for multivariate time series probabilistic forecasting
Information Sciences · INS · 一区 · CCF-B
MDF-DMC: A stock prediction model combining multi-view stock data features with dynamic market correlation information
Expert Systems with Applications · ESWA · 一区 · CCF-C
MWDINet: A multilevel wavelet decomposition interaction network for stock price prediction
Expert Systems with Applications · ESWA · 一区 · CCF-C
Multi-scale convolution enhanced transformer for multivariate long-term time series forecasting
Neural Networks · Neural Networks · 二区 · CCF-B
MultiWaveNet: A long time series forecasting framework based on multi-scale analysis and multi-channel feature fusion
Expert Systems with Applications · ESWA · 一区 · CCF-C
TFformer: A time–frequency domain bidirectional sequence-level attention based transformer for interpretable long-term sequence forecasting
Pattern Recognition · PR · 二区 · CCF-B
U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting
Proceedings of the AAAI Conference on Artificial Intelligence · AAAI · 一区 · CCF-A
Pointer Meter Reading Recognition by Joint Detection and Segmentation
Applied Sciences · Appl. Sci. · 四区
A representation learning framework for stock movement prediction
Applied Soft Computing · ASOC · 一区
A stock rank prediction method combining industry attributes and price data of stocks
Information Processing and Management · IPM · 一区 · CCF-B
Asset correlation based deep reinforcement learning for the portfolio selection
Expert Systems with Applications · ESWA · 一区
COVID19-MLSF: A multi-task learning-based stock market forecasting framework during the COVID-19 pandemic
Expert Systems with Applications · ESWA · 一区 · CCF-C
Dynamic graph construction via motif detection for stock prediction
Information Processing and Management · IPM · 一区 · CCF-B
Stock ranking prediction using a graph aggregation network based on stock price and stock relationship information
Information Sciences · INS · 一区 · CCF-B
High quality superpixel generation through regional decomposition
IEEE Transactions on Circuits and Systems for Video Technology · IEEE TCSVT · 一区 · CCF-B
A Stock Price Prediction Method based on Meta-Learning and Variational Mode Decomposition
Knowledge-Based Systems · KBS · 一区 · CCF-C
A hierarchical attention network for stock prediction based on attentive multiview news learning
Neurocomputing · Neurocomputing · 一区 · CCF-C
Fuzzy hypergraph network for recommending top-K profitable stocks
Information Sciences · INS · 一区 · CCF-B
An Efficient FCM-Based Method for Image Refinement Segmentation
The Visual Computer · The Visual Computer · 四区 · CCF-C
Detail preserving image denoising with patch-based structure similarity via sparse representation and SVD
Computer Vision and Image Understanding · CVIU · CCF-B
Image Smoothing Based on Global Sparsity Decomposition and a Variable Parameter
Computational Visual Media · CVM · 三区 · CCF-C
A Medical Image Segmentation Method with Anti-noise and Bias-field Correction
IEEE Access · IEEE Access · 二区
Adaptive iterative global image denoising method based on SVD
IET Image Processing · IET Image Processing · 三区 · CCF-C
Single-Image Super-Resolution Based on Local Biquadratic Spline with Edge Constraints and Adaptive Optimization in Transform Domain
The Visual Computer · The Visual Computer · 四区 · CCF-C
Two-stage Image Smoothing Based on Edge-patch Histogram Equalization and Patch Decomposition
IET Image Processing · IET Image Processing · 三区 · CCF-C
Sketch simplification guided by complex agglomeration
Science China Information Sciences · Sci. China Inf. Sci. · 一区
Weighted Superpixel Segmentation
The Visual Computer · The Visual Computer · CCF-C
Adaptive Texture-Preserving Denoising Method Using Gradient Histogram and Nonlocal Self-Similarity Priors
IEEE Transactions on Circuits and Systems for Video Technology · TCSVT · 一区
Image Smoothing Based on Image Decomposition and Sparse High Frequency Gradient
Journal of Computer Science and Technology · Journal of Computer Science and Technology · CCF-B
Formula for computing knots with minimum stress and stretching energies
Science China Information Sciences · Sci. China Inf. Sci. · 一区
A modied fuzzy c-means algorithm for brain MR image segmentation and bias field correction
Journal of Computer Science and Technology · JCST · CCF-B
Image interpolation algorithm on a triangular grid
Computer Aided Drafting, Design and Manufacturing · CADDM
特征约束的多实例图像超分辨率
计算机辅助设计与图形学学报 · JCAD · CCF-A
A fast and robust FCM algorithm with local information for image segmentation
Innovative Computing, Information and Control Express Letters · ICIC-EL
Salt and pepper noise removal in surveillance video based on low-rank matrix recovery
Computational Visual Media · CVM · CCF-C
Discussion on relationship between minimal energy and curve shapes
Applied Mathematics-A Journal of Chinese Universities Series B · APPL MATH SER B · 四区
Non-homogeneous mesh resizing with feature preserved
Journal of Information and Computational Science · JICS
Local computation of curve interpolation knots with quadratic precision
Computer-Aided Design · CAD · 二区
纹理无关的轮胎裂纹检测算法
计算机辅助设计与图形学学报 · JCAD · CCF-A
Color homogenization of the color cryosection images based on color transfer
Research Journal of Applied Sciences,Engineering and Technology · Res. J. Appl. Sci. Eng. Technol.
Graph cuts image segmentation in a hexagonal-image processing framework
Journal of Computational Information Systems · JCIS · 二区
基于组合方法对图像的双三次多项式拟合
中国科学 · SSI · 一区
Active contour method combining local fitting energy and global fitting energy dynamically
Lecture Notes in Computer Science · LNCS
Cubic Surface Fitting to Image by Combination
中国科学( F辑) · SSI · 一区
Enlarging Image with bilinear polynomial precision
2nd International Conference on Intellectual Technique in Industrial Practice · ITIP 2010
Image Interpolation via Combining Patches based on Point-sampling and new Edge-directed Ideas
The 3rd International Congress on Image and Signal Processing (CISP'10) · CISP
Selecting knots locally for curve interpolation with quadratic precision
Lecture Notes in Computer Science · LNCS
Fitting to Image by Piecewise Bi-cubic Surface
International Conference on Computer-Aided Design and Computer Graphics · CAD/GRAPHICS
A Modification to MC Algorithm Using Data Mining Technique
International Conference on Fuzzy Systems and Knowledge Discovery · FSKD
Education
教育经历
山东大学
博士