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中国科学院数学与系统科学研究院机构知识库
KMS Of Academy of mathematics and systems sciences, CAS
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Nonlinear quantum neuron: A fundamental building block for quantum neural networks
期刊论文
PHYSICAL REVIEW A, 2020, 卷号: 102, 期号: 5, 页码: 8
Authors:
Yan, Shilu
;
Qi, Hongsheng
;
Cui, Wei
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Submit date:2021/01/14
An Adaptive Surrogate Modeling Based on Deep Neural Networks for Large-Scale Bayesian Inverse Problems
期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2020, 卷号: 28, 期号: 5, 页码: 2180-2205
Authors:
Yan, Liang
;
Zhou, Tao
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Submit date:2021/01/14
Bayesian inverse problems
deep neural networks
multi-fidelity surrogate modeling
Markov chain Monte Carlo
NeuralEE: A GPU-Accelerated Elastic Embedding Dimensionality Reduction Method for Visualizing Large-Scale scRNA-Seq Data
期刊论文
FRONTIERS IN GENETICS, 2020, 卷号: 11, 页码: 8
Authors:
Xiong, Jiankang
;
Gong, Fuzhou
;
Wan, Lin
;
Ma, Liang
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Submit date:2021/01/14
single-cell RNA sequencing
elastic embedding
neural networks
large-scale
stochastic optimization
parametric models
generalizable models
Quantifying the generalization error in deep learning in terms of data distribution and neural network smoothness
期刊论文
NEURAL NETWORKS, 2020, 卷号: 130, 页码: 85-99
Authors:
Jin, Pengzhan
;
Lu, Lu
;
Tang, Yifa
;
Karniadakis, George Em
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Submit date:2021/01/14
Neural networks
Generalization error
Learnability
Data distribution
Cover complexity
Neural network smoothness
Output Tracking of Boolean Control Networks
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2020, 卷号: 65, 期号: 6, 页码: 2730-2735
Authors:
Zhang, Xiao
;
Wang, Yuanhua
;
Cheng, Daizhan
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Submit date:2020/09/23
Controllability
Indexes
Trajectory
Open loop systems
Artificial neural networks
Tracking loops
Control theory
Boolean control network (BCN)
control invariant subset
output tracking
semitensor product (STP)
set controllability
Prediction of mechanical properties of micro-alloyed steels via neural networks learned by water wave optimization
期刊论文
NEURAL COMPUTING & APPLICATIONS, 2020, 卷号: 32, 期号: 10, 页码: 5583-5598
Authors:
Liu, Ao
;
Li, Peng
;
Sun, Weiliang
;
Deng, Xudong
;
Li, Weigang
;
Zhao, Yuntao
;
Liu, Bo
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Submit date:2020/06/30
Neural networks
Water wave optimization
Meta-Lamarckian learning
Prediction of mechanical properties
Interval forecasting of exchange rates: a new interval decomposition ensemble approach
期刊论文
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 页码: 28
Authors:
Sun, Shaolong
;
Wang, Shouyang
;
Wei, Yunjie
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Submit date:2020/05/24
Exchange rate forecasting
Interval-valued data
Autoregressive model
Neural networks
Bivariate empirical mode decomposition
Probe Efficient Feature Representation of Gapped K-mer Frequency Vectors from Sequences Using Deep Neural Networks
期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2020, 卷号: 17, 期号: 2, 页码: 657-667
Authors:
Cao, Zhen
;
Zhang, Shihua
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Submit date:2020/05/24
DNA
Bioinformatics
Kernel
Feature extraction
Support vector machines
Genomics
Task analysis
Bioinformatics
machine learning
gapped k-mer
deep neural network
transcription factor binding site prediction
Better Approximations of High Dimensional Smooth Functions by Deep Neural Networks with Rectified Power Units
期刊论文
COMMUNICATIONS IN COMPUTATIONAL PHYSICS, 2020, 卷号: 27, 期号: 2, 页码: 379-411
Authors:
Li, Bo
;
Tang, Shanshan
;
Yu, Haijun
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Submit date:2020/05/24
Deep neural network
high dimensional approximation
sparse grids
rectified linear unit
rectified power unit
rectified quadratic unit
Building quantum neural networks based on a swap test
期刊论文
PHYSICAL REVIEW A, 2019, 卷号: 100, 期号: 1, 页码: 9
Authors:
Zhao, Jian
;
Zhang, Yuan-Hang
;
Shao, Chang-Peng
;
Wu, Yu-Chun
;
Guo, Guang-Can
;
Guo, Guo-Ping
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Submit date:2020/01/10