Lingru Cai

A noise-immune Kalman filter for short-term traffic flow forecasting

Lingru Cai, Zhanchang Zhang, Junjie Yang et al. · Physica A Statistical Mechanics and its Applications · 2019 · 116 citations

Traffic Flow, Traffic Prediction, Traffic Model +3

JOWMDroid: Android malware detection based on feature weighting with joint optimization of weight-mapping and classifier parameters

Lingru Cai, Yao Li, Zhi Xiong · Computers & Security · 2020 · 99 citations

Joint Optimization, Mobile Security, Classifier Parameters +3

A Sample-Rebalanced Outlier-Rejected $k$ -Nearest Neighbor Regression Model for Short-Term Traffic Flow Forecasting

Lingru Cai, Yidan Yu, Shuangyi Zhang et al. · IEEE Access · 2020 · 78 citations · Full text

Forecasting Methodology, Network Flows, Engineering +14

A noise-immune LSTM network for short-term traffic flow forecasting

Lingru Cai, Mingqin Lei, Shuangyi Zhang et al. · Chaos An Interdisciplinary Journal of Nonlinear Science · 2020 · 67 citations

Network Flows, Engineering, Machine Learning +13

SVRGSA: a hybrid learning based model for short‐term traffic flow forecasting

Lingru Cai, Qian Chen, Weihong Cai et al. · IET Intelligent Transport Systems · 2019 · 62 citations

Forecasting Methodology, Gravitational Search Algorithm, Machine Learning +13