Publications

scMultiNODE: Integrative Model for Multi-Modal Temporal Single-Cell Data
Measuring single-cell genomic profiles at different timepoints enables our understanding of cell development. This understanding is …
Jiaqi Zhang, Manav Chakravarthy, Ritambhara Singh
DOI
Sparse and Smooth Additive Isotonic Model in High-Dimensional Settings
Smooth additive isotonic models (SAIM) are used in trend analysis to model the response of nonparametric smooth monotone prediction …
Jiaqi Zhang, Yiqin Wang, Meng Wang, Beilun Wang
scNODE: Generative Model for Temporal Single Cell Transcriptomic Data Prediction
Measurement of single-cell gene expression at different timepoints enables the study of cell development. However, due to the resource …
Jiaqi Zhang, Erica Larschan, Jeremy Bigness, Ritambhara Singh
DOI
Evaluating the Complexity of Gene Co-expression Estimation for Single-cell Data
With the rapid advance of single-cell RNA sequencing (scRNA-seq) technology, understanding biological processes at a more refined …
Jiaqi Zhang, Ritambhara Singh
DOI
Fast and Scalable Learning of Sparse Changes in High-Dimensional Graphical Model Structure
We focus on the problem of estimating the change in the dependency structures of two p-dimensional Gaussian Graphical models (GGMs). …
Beilun Wang, Jiaqi Zhang, Haoqing Xu, Te Tao
DOI
Monkey plays Pac-Man with compositional strategies and hierarchical decision-making
Humans can often handle daunting tasks with ease by developing a set of strategies to reduce decision-making into simpler problems. The …
Qianli Yang, Zhongqiao Lin, Wenyi Zhang, Jianshu Li, Xiyuan Chen, Jiaqi Zhang, Tianming Yang
DOI
Cascade and Fusion: A Deep Learning Approach for Camouflaged Object Sensing
The demand for the sensor-based detection of camouflage objects widely exists in biological research, remote sensing, and military …
Kaihong Huang, Chunshu Li, Jiaqi Zhang, Beilun Wang
DOI
Scalable Estimator for Multi-task Gaussian Graphical Models Based in an IoT Network
Recently, the Internet of Things (IoT) receives significant interest due to its rapid development. But IoT applications still face two …
Beilun Wang, Jiaqi Zhang, Yan Zhang, Meng Wang, Sen Wang
DOI
Quadratic Sparse Gaussian Graphical Model Estimation Method for Massive Variables
We consider the problem of estimating a sparse Gaussian Graphical Model with a special graph topological structure and more than a …
Jiaqi Zhang, Meng Wang, Qinchi Li, Sen Wang, Xiaojun Chang, Beilun Wang
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