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08/26/2023
Estimation and Hypothesis Testing of Derivatives in Smoothing Spline ANOVA Models
This article studies the derivatives in models that flexibly characteriz...
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05/24/2023
6G Enabled Advanced Transportation Systems
The 6th generation (6G) wireless communication network is envisaged to b...
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05/23/2023
Integrated Sensing and Communication based Outdoor Multi-Target Detection, Tracking and Localization in Practical 5G Networks
The 6th generation (6G) wireless networks will likely to support a varie...
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05/23/2023
A Vision and An Evolutionary Framework for 6G: Scenarios, Capabilities and Enablers
With the standardization and commercialization completed at an unforesee...
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05/03/2023
Hybrid Active-Passive IRS Assisted Energy-Efficient Wireless Communication
Deploying active reflecting elements at the intelligent reflecting surfa...
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02/24/2023
Statistical Inference with Stochastic Gradient Methods under φ-mixing Data
Stochastic gradient descent (SGD) is a scalable and memory-efficient opt...
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07/04/2022
Minimax Optimal Deep Neural Network Classifiers Under Smooth Decision Boundary
Deep learning has gained huge empirical successes in large-scale classif...
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04/25/2022
Adaptive actuation of magnetic soft robots using deep reinforcement learning
Magnetic soft robots have attracted growing interest due to their unique...
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06/07/2021
Calibrating multi-dimensional complex ODE from noisy data via deep neural networks
Ordinary differential equations (ODEs) are widely used to model complex ...
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05/21/2021
Online Statistical Inference for Parameters Estimation with Linear-Equality Constraints
Stochastic gradient descent (SGD) and projected stochastic gradient desc...
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05/20/2021
Distributed Adaptive Nearest Neighbor Classifier: Algorithm and Theory
When data is of an extraordinarily large size or physically stored in di...
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04/30/2021
A Path to Smart Radio Environments: An Industrial Viewpoint on Reconfigurable Intelligent Surfaces
With both the standardization and commercialization completed in an unfo...
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12/23/2020
CN-Celeb: multi-genre speaker recognition
Research on speaker recognition is extending to address the vulnerabilit...
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11/09/2020
A Computationally Efficient Classification Algorithm in Posterior Drift Model: Phase Transition and Minimax Adaptivity
In massive data analysis, training and testing data often come from very...
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04/30/2020
On Deep Instrumental Variables Estimate
The endogeneity issue is fundamentally important as many empirical appli...
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11/20/2019
Statistical Inference on Partially Linear Panel Model under Unobserved Linearity
A new statistical procedure, based on a modified spline basis, is propos...
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02/05/2019
Optimal Nonparametric Inference via Deep Neural Network
Deep neural network is a state-of-art method in modern science and techn...
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01/24/2019
Optimal Nonparametric Inference under Quantization
Statistical inference based on lossy or incomplete samples is of fundame...
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10/10/2018