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1

A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications

Liu, Sijia, Chen, Pin-Yu, Kailkhura, Bhavya, Zhang, Gaoyuan, Hero III, Alfred O., Varshney, Pramod K.

Journal:

IEEE Signal Processing Magazine

Year:

2020

File:

PDF, 1.54 MB

2020

2

[IEEE 2017 IEEE International Conference on Data Mining Workshops (ICDMW) - New Orleans, LA (2017.11.18-2017.11.21)] 2017 IEEE International Conference on Data Mining Workshops (ICDMW) - Principled Multilayer Network Embedding

Liu, Weiyi, Chen, Pin-yu, Yeung, Sailung, Suzumura, Toyotaro, Chen, Lingli

Year:

2017

Language:

english

File:

PDF, 2.44 MB

english, 2017

3

Accelerated Distributed Dual Averaging Over Evolving Networks of Growing Connectivity

Liu, Sijia, Chen, Pin-Yu, Hero, Alfred O.

Journal:

IEEE Transactions on Signal Processing

Year:

2018

Language:

english

File:

PDF, 1.38 MB

english, 2018

4

Clinical Utility of Reflex UroVysion Testing of Atypical Urine Cytology Specimens

Chauhan, Suman, Aly, Fatima Zahra, Paal, Edina, Chen, Wen, Przybocki, Jean, Perera, Pin-Yu, Liu, Min-Ling, Lichy, Jack H.

Journal:

Journal of the American Society of Cytopathology

Year:

2012

Language:

english

File:

PDF, 83 KB

english, 2012

5

Evaluation of the vehicle contributions of metals to indoor environments

Kuo, Chung-Yih, Wang, Jing-Ya, Liu, Wan-Tzu, Lin, Pin-Yu, Tsai, Ching-Tsan, Cheng, Man-Ting

Journal:

Journal of Exposure Science and Environmental Epidemiology

Year:

2012

Language:

english

File:

PDF, 453 KB

english, 2012

6

Considering Angle Selection When Using Ultrasound Electrode Displacement Elastography to Evaluate Radiofrequency Ablation of Tissues

Xia, Jingjing, Li, Qiang, Chen, Pin-Yu, Zhou, Zhuhuang, Wang, Chiao-Yin, Liu, Hao-Li, Teng, Jianfu, Tsui, Po-Hsiang

Journal:

BioMed Research International

Year:

2014

Language:

english

File:

PDF, 4.33 MB

english, 2014

7

[IEEE 2008 Eighth International Conference on Intelligent Systems Design and Applications (ISDA) - Kaohsuing, Taiwan (2008.11.26-2008.11.28)] 2008 Eighth International Conference on Intelligent Systems Design and Applications - Using Resampling for Optimizing Continuous Queries in Wireless Sensor Networks

Hwang, San-Yih, Liu, Pin-Yu, Lee, Chien-Hsiang

Year:

2008

Language:

english

File:

PDF, 260 KB

english, 2008

8

Bias-Variance Tradeoff of Graph Laplacian Regularizer

Chen, Pin-Yu, Liu, Sijia

Journal:

IEEE Signal Processing Letters

Year:

2017

Language:

english

File:

PDF, 350 KB

english, 2017

9

[IEEE ICASSP 2017 - 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - New Orleans, LA, USA (2017.3.5-2017.3.9)] 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Distributed optimization for evolving networks of growing connectivity

Liu, Sijia, Chen, Pin-Yu, Hero, Alfred O.

Year:

2017

Language:

english

File:

PDF, 4.08 MB

english, 2017

10

Genome Architecture Mediates Transcriptional Control of Human Myogenic Reprogramming

Liu, Sijia, Chen, Haiming, Ronquist, Scott, Seaman, Laura, Ceglia, Nicholas, Meixner, Walter, Chen, Pin-Yu, Higgins, Gerald, Baldi, Pierre, Smale, Steve, Hero, Alfred, Muir, Lindsey A., Rajapakse, Ind

Journal:

Year:

2018

Language:

english

File:

PDF, 9.76 MB

english, 2018

11

Upregulated expression of STAT3/IL-17 in patients with systemic lupus erythematosus

Chen, Shih-Yao, Liu, Ming-Fei, Kuo, Pin-Yu, Wang, Chrong-Reen

Journal:

Clinical Rheumatology

Year:

2019

File:

PDF, 995 KB

2019

12

Learning Graph Topological Features via GAN

Liu, Weiyi, Chen, Pin-yu, Yu, Fucai, Suzumura, Toyotaro, Hu, Guangmin

Journal:

Year:

2019

Language:

english

File:

PDF, 6 KB

english, 2019

13

Upregulated expression of STAT3/IL-17 in patients with systemic lupus erythematosus

Chen, Shih-Yao, Liu, Ming-Fei, Kuo, Pin-Yu, Wang, Chrong-Reen

Journal:

Clinical Rheumatology

Year:

2019

Language:

english

File:

PDF, 995 KB

english, 2019

14

[IEEE 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP) - Anaheim, CA, USA (2018.11.26-2018.11.29)] 2018 IEEE Global Conference on Signal and Information Processing (GlobalSIP) - ZEROTH-ORDER STOCHASTIC PROJECTED GRADIENT DESCENT FOR NONCONVEX OPTIMIZATION

Liu, Sijia, Li, Xingguo, Chen, Pin-Yu, Haupt, Jarvis, Amini, Lisa

Year:

2018

Language:

english

File:

PDF, 592 KB

english, 2018

15

[IEEE ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, AB (2018.4.15-2018.4.20)] 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Zeroth-Order Diffusion Adaptation Over Networks

Chen, Jie, Liu, Sijia, Chen, Pin-Yu

Year:

2018

File:

PDF, 1.77 MB

2018

16

[IEEE ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, AB (2018.4.15-2018.4.20)] 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Zeroth-Order Diffusion Adaptation Over Networks

Chen, Jie, Liu, Sijia, Chen, Pin-Yu

Year:

2018

Language:

english

File:

PDF, 1.77 MB

english, 2018

17

The M476W/Q482H mutation of procaspase-8 restored caspase-8-mediated apoptosis

Li, Ming, Le Wei,, Zhang, Xue-Mei, Zhang, Ying-Jun, Jiang, Jie, Liu, Pin-Yue

Journal:

Biochemical and Biophysical Research Communications

Year:

2019

Language:

english

File:

PDF, 935 KB

english, 2019

18

[ACM Press the 25th ACM SIGKDD International Conference - Anchorage, AK, USA (2019.08.04-2019.08.08)] Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining - KDD '19 - Recent Progress in Zeroth Order Optimization and Its Applications to Adversarial Robustness in Data Mining and Machine Learning

Chen, Pin-Yu, Liu, Sijia

Year:

2019

Language:

english

File:

PDF, 826 KB

english, 2019

19

[IEEE ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, AB (2018.4.15-2018.4.20)] 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - FIRST-ORDER BIFURCATION DETECTION FOR DYNAMIC COMPLEX NETWORKS

Liu, Sijia, Chent, Pin-Yu, Rajapakse, Indika, Hero, Alfred

Year:

2018

Language:

english

File:

PDF, 1007 KB

english, 2018

20

hpGAT: High-order Proximity Informed Graph Attention Network

Liu, Zhining, Liu, Weiyi, Chen, Pin-yu, Zhuang, Chenyi, Song, Chengyun

Journal:

Year:

2019

Language:

english

File:

PDF, 6.91 MB

english, 2019

21

[IEEE 2019 IEEE International Conference on Image Processing (ICIP) - Taipei, Taiwan (2019.9.22-2019.9.25)] 2019 IEEE International Conference on Image Processing (ICIP) - When Causal Intervention Meets Adversarial Examples and Image Masking for Deep Neural Networks

Yang, Chao-Han Huck, Liu, Yi-Chieh, Chen, Pin-Yu, Ma, Xiaoli, Tsai, Yi-Chang James

Year:

2019

Language:

english

File:

PDF, 9.71 MB

english, 2019

22

Corrections to “Learning Graph Topological Features via GAN”

Liu, Weiyi, Chen, Pin-Yu, Yu, Fucai, Suzumura, Toyotaro, Hu, Guangmin, Cooper, Hal, Oh, Min-Hwan, Yeung, Sailung

Journal:

Year:

2019

Language:

english

File:

PDF, 1.27 MB

english, 2019

23

Corrections to “Learning Graph Topological Features via GAN”

Liu, Weiyi, Chen, Pin-Yu, Yu, Fucai, Suzumura, Toyotaro, Hu, Guangmin, Cooper, Hal, Oh, Min-Hwan, Yeung, Sailung

Journal:

Year:

2019

File:

PDF, 1.27 MB

2019

24

[IEEE 2019 IEEE/CVF International Conference on Computer Vision (ICCV) - Seoul, Korea (South) (2019.10.27-2019.11.2)] 2019 IEEE/CVF International Conference on Computer Vision (ICCV) - On the Design of Black-Box Adversarial Examples by Leveraging Gradient-Free Optimization and Operator Splitting Method

Zhao, Pu, Liu, Sijia, Chen, Pin-Yu, Hoang, Nghia, Xu, Kaidi, Kailkhura, Bhavya, Lin, Xue

Year:

2019

File:

PDF, 15.97 MB

2019

25

[IEEE 2020 54th Annual Conference on Information Sciences and Systems (CISS) - Princeton, NJ, USA (2020.3.18-2020.3.20)] 2020 54th Annual Conference on Information Sciences and Systems (CISS) - Guaranteed Convergence of Training Convolutional Neural Networks via Accelerated Gradient Descent

Zhang, Shuai, Wang, Meng, Liu, Sijia, Chen, Pin-Yu, Xiong, Jinjun

Year:

2020

File:

PDF, 803 KB

2020

26

[IEEE ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Barcelona, Spain (2020.5.4-2020.5.8)] ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Towards an Efficient and General Framework of Robust Training for Graph Neural Networks

Xu, Kaidi, Liu, Sijia, Chen, Pin-Yu, Sun, Mengshu, Ding, Caiwen, Kailkhura, Bhavya, Lin, Xue

Year:

2020

File:

PDF, 270 KB

2020

27

F1 ATP synthase Î² subunit is a putative receptor involved in white spot syndrome virus infection in shrimp by binding with viral envelope proteins VP51B and VP150

Liu, Wang-Jing, Chang, Yun-Shiang, Chen, Pin-Yu, Wu, Shu-Ping

Journal:

Developmental & Comparative Immunology

Year:

2020

File:

PDF, 1.08 MB

2020

28

Improved Linear Convergence of Training CNNs With Generalizability Guarantees: A One-Hidden-Layer Case

Zhang, Shuai, Wang, Meng, Xiong, Jinjun, Liu, Sijia, Chen, Pin-Yu

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2020

File:

PDF, 2.01 MB

2020

29

[IEEE 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - Seattle, WA, USA (2020.6.13-2020.6.19)] 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - Towards Verifying Robustness of Neural Networks Against A Family of Semantic Perturbations

Mohapatra, Jeet, Weng, Tsui-Wei, Chen, Pin-Yu, Liu, Sijia, Daniel, Luca

Year:

2020

File:

PDF, 353 KB

2020

30

AutoZOOM: Autoencoder-Based Zeroth Order Optimization Method for Attacking Black-Box Neural Networks

Tu, Chun-Chen, Ting, Paishun, Chen, Pin-Yu, Liu, Sijia, Zhang, Huan, Yi, Jinfeng, Hsieh, Cho-Jui, Cheng, Shin-Ming

Journal:

Proceedings of the AAAI Conference on Artificial Intelligence

Year:

2019

File:

PDF, 5.78 MB

2019

31

Lnc-ATG9B-4 aggravates progress of hepatocellular carcinoma through cell proliferation and migration by upregulating CDK5

Li, Ming, Wei, Le, Liu, Pin-Yue, Zhang, Xue-Mei, Liu, Fang, Yang, Fen, Hu, Xiang-Shang, Mo, Zhong-Cheng

Journal:

Experimental Biology and Medicine

Year:

2020

File:

PDF, 1.07 MB

2020

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