Data-driven Science

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Sorted by most recent date added to the index first, which may not be the same as publication date order.

2025 journal article

Exploring Function Granularity for Serverless Machine Learning Application with GPU Sharing

ACM SIGMETRICS Performance Evaluation Review.

By: X. Hui  n, Y. Xu * & X. Shen n 

topics (OpenAlex): Cloud Computing and Resource Management; Data Stream Mining Techniques; IoT and Edge/Fog Computing
Source: ORCID
Added: July 1, 2025

2025 article

Localization of Stationary and Moving Radiation Sources Using a Feedforward Neural Network with an Array of Sensors

Edwards, C., Smith, R. C., Mattingly, J., & Wilson, A. G. (2025, April 13). NUCLEAR TECHNOLOGY, Vol. 4.

By: C. Edwards n, R. Smith n , J. Mattingly n & A. Wilson n 

author keywords: Neural network; source localization; radiation detector
topics (OpenAlex): Target Tracking and Data Fusion in Sensor Networks; Infrared Target Detection Methodologies; Advanced Optical Sensing Technologies
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: ORCID, Web Of Science, NC State University Libraries
Added: April 11, 2025

2025 article

Generalizing Reuse Patterns for Efficient DNN on Microcontrollers

PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 2, ASPLOS 2025, pp. 451–466.

By: J. Liu n, B. Ren * & X. Shen n 

author keywords: real-time machine learning; compiler optimization
topics (OpenAlex): Advanced Neural Network Applications; Neural Networks and Applications; Human Pose and Action Recognition
Sources: ORCID, Web Of Science, NC State University Libraries
Added: March 27, 2025

2025 journal article

Exploring Function Granularity for Serverless Machine Learning Application with GPU Sharing

PROCEEDINGS OF THE ACM ON MEASUREMENT AND ANALYSIS OF COMPUTING SYSTEMS, 9(1).

By: X. Hui n, Y. Xu * & X. Shen n 

author keywords: Computer systems organization; Cloud Computing; Computing methodologies; Planning and scheduling
topics (OpenAlex): Cloud Computing and Resource Management; Distributed and Parallel Computing Systems; Blockchain Technology Applications and Security
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: ORCID, Web Of Science, NC State University Libraries
Added: March 10, 2025

2025 article

VARIATIONAL ANALYSIS OF PROXIMAL COMPOSITIONS AND INTEGRAL PROXIMAL MIXTURES

Combettes, P. l., Cornejo, D. j., & Combettes, P. L. (2025, February). EVOLUTION EQUATIONS AND CONTROL THEORY.

By: P. Combettes* , D. Cornejo n & P. Combettes

author keywords: Convex function; integral proximal mixture; proximal composition; proximal expectation; variational analysis
topics (OpenAlex): Numerical methods in inverse problems; Sparse and Compressive Sensing Techniques; Optimization and Variational Analysis
Sources: Web Of Science, NC State University Libraries
Added: March 3, 2025

2025 article

Accelerating GNNs on GPU Sparse Tensor Cores through N:M Sparsity-Oriented Graph Reordering

PROCEEDINGS OF THE 2025 THE 30TH ACM SIGPLAN ANNUAL SYMPOSIUM ON PRINCIPLES AND PRACTICE OF PARALLEL PROGRAMMING, PPOPP 2025, pp. 16–28.

By: J. Chen n, H. Sung n, R. Zhang n, A. Li*  & X. Shen n 

author keywords: GNN; Sparsity; GPU; Graph Reorder
topics (OpenAlex): Graph Theory and Algorithms; Advanced Graph Neural Networks; Parallel Computing and Optimization Techniques
Sources: ORCID, Web Of Science, NC State University Libraries
Added: February 28, 2025

2024 article

DACO: Pursuing Ultra-low Power Consumption via DNN-Adaptive CPU-GPU CO-optimization on Mobile Devices

2024 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION, DATE.

By: Y. Wu *, C. Wu *, G. Yuan, Y. Li *, W. Guo*, J. Rao *, X. Shen n , B. Ren *, Y. Wang *

co-author countries: Australia 🇦🇺 Bangladesh 🇧🇩 China 🇨🇳
author keywords: DVFS; Heterogeneous; DNN; Power management
topics (OpenAlex): Parallel Computing and Optimization Techniques; Caching and Content Delivery; Green IT and Sustainability
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: February 10, 2025

2024 article

Comparing Risks for Binomial Reliability Assurance Test Planning

Kim, H., & Wilson, A. G. (2024, December 14). APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, Vol. 12.

By: H. Kim n & A. Wilson n 

author keywords: assurance reliability demonstration test; Bayesian; experimental design; sequential probability ratio test
topics (OpenAlex): Software Reliability and Analysis Research; Risk and Safety Analysis; Advanced Statistical Process Monitoring
Sources: ORCID, Web Of Science, NC State University Libraries
Added: December 14, 2024

2024 journal article

PROXIMITY OPERATORS OF PERSPECTIVE FUNCTIONS WITH NONLINEAR SCALING

SIAM JOURNAL ON OPTIMIZATION, 34(4), 3212–3234.

By: L. Briceno-Arias *, P. Combettes n  & F. Silva *

co-author countries: Chile 🇨🇱 France 🇫🇷
author keywords: convex analysis; convex optimization; perspective function; proximity operator
topics (OpenAlex): Advanced Numerical Analysis Techniques; Point processes and geometric inequalities; Numerical methods in inverse problems
Sources: Web Of Science, NC State University Libraries
Added: November 12, 2024

2024 journal article

Enabling Efficient Deep Learning on MCU With Transient Redundancy Elimination

IEEE TRANSACTIONS ON COMPUTERS, 73(12), 2649–2663.

By: J. Liu  n, F. Zhang *, J. Guan *, H. Sung n, X. Guo *, S. Long *, X. Du *, X. Shen n 

co-author countries: China 🇨🇳
author keywords: Microcontrollers; Redundancy; Vectors; Transient analysis; Accuracy; Computational modeling; Convolution; MCU; deep learning; compiler optimization; edge AI; heterogeneous systems; approximate computing
topics (OpenAlex): Neural Networks and Applications; Embedded Systems Design Techniques; Fault Detection and Control Systems
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: ORCID, Web Of Science, NC State University Libraries
Added: November 7, 2024

2024 article

Hilbert direct integrals of monotone operators

Bui, M. N., & Combettes, P. L. (2024, May 21). CANADIAN JOURNAL OF MATHEMATICS-JOURNAL CANADIEN DE MATHEMATIQUES, Vol. 5.

By: M. Bui & P. Combettes* 

author keywords: Integration of set-valued mappings; measurable vector field; monotone operator; optimization; variational analysis
topics (OpenAlex): Numerical methods in inverse problems; Matrix Theory and Algorithms; Optimization and Variational Analysis
Sources: Web Of Science, NC State University Libraries
Added: September 23, 2024

2024 journal article

The geometry of monotone operator splitting methods

ACTA NUMERICA, 33, 487–632.

By: P. Combettes* 

author keywords: 47H05; 90C48; 90C46; 47H09; 90C25
topics (OpenAlex): Matrix Theory and Algorithms; Differential Equations and Numerical Methods; Advanced Mathematical Modeling in Engineering
Sources: Web Of Science, NC State University Libraries
Added: September 23, 2024

2024 article

Integral Resolvent and Proximal Mixtures

Bui, M. N., & Combettes, P. L. (2024, August 24). JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, Vol. 8.

By: M. Bui* & P. Combettes n 

co-author countries: Austria 🇦🇹
author keywords: Hilbert direct integral; Integral proximal mixture; Integral resolvent mixture; Monotone operator; Proximal expectation; Resolvent expectation
topics (OpenAlex): Numerical methods in inverse problems; Sparse and Compressive Sensing Techniques; Fractional Differential Equations Solutions
Sources: Web Of Science, NC State University Libraries
Added: September 3, 2024

2024 article

ESG: Pipeline-Conscious E.icient Scheduling of DNN Workflows on Serverless Platforms with Shareable GPUs

PROCEEDINGS OF THE 33RD INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE PARALLEL AND DISTRIBUTED COMPUTING, HPDC 2024.

By: X. Hui n, Y. Xu *, Z. Guo n  & X. Shen n 

author keywords: Cloud computing; Serverless Computing; Quality of Service; Function-as-a-Service; Resource Management; Resource Allocation; Resource E.ciency; Machine Learning for Systems; Deep Learning
topics (OpenAlex): Distributed and Parallel Computing Systems; Cloud Computing and Resource Management; Brain Tumor Detection and Classification
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: ORCID, Web Of Science, NC State University Libraries
Added: September 1, 2024

2024 book

Emerging Hazards in Commercial Aviation—Report 2

By: C. Aviation Safety, T. Board & E. Sciences

topics (OpenAlex): Risk and Safety Analysis; Occupational Health and Safety Research; Chemical Safety and Risk Management
Source: ORCID
Added: September 1, 2024

2024 book

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

By: C. Nuclear War, B. Mathematical Sciences, Nuclear, C. International Security, D. Engineering, D. Earth, Policy, E. Sciences

Contributors: W. Ostendorff, A. Wilson , E. Pate-Cornell, V. Bier, E. Bunn, N. Cooke, R. Jeanloz, R. Mies ...

topics (OpenAlex): Nuclear Issues and Defense; Nuclear and radioactivity studies
Source: ORCID
Added: July 8, 2024

2024 article

Data Enclave: A Data-Centric Trusted Execution Environment

2024 IEEE INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE COMPUTER ARCHITECTURE, HPCA 2024, pp. 218–232.

By: Y. Xu *, J. Pangia n, C. Ye *, Y. Solihin * & X. Shen n 

co-author countries: China 🇨🇳
author keywords: Memory Security; Memory Architecture Trusted; Execution Environments
topics (OpenAlex): Advanced Data Storage Technologies; Security and Verification in Computing; Cloud Data Security Solutions
Sources: Web Of Science, NC State University Libraries
Added: July 1, 2024

2024 journal article

From FMECA to Decision: A Fully Bayesian Reliability Process

MILITARY OPERATIONS RESEARCH, 29(1).

By: A. Hollis* , T. Moore, A. Wilson*  & N. Clark

topics (OpenAlex): Risk and Safety Analysis
Sources: Web Of Science, NC State University Libraries
Added: June 11, 2024

2024 article

SmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile

PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 3, ASPLOS 2024, pp. 916–931.

By: W. Niu *, M. Sanim*, Z. Shu *, J. Guan *, X. Shen n , M. Yin *, G. Agrawal *, B. Ren *

topics (OpenAlex): IoT and Edge/Fog Computing; Wireless Body Area Networks; Opportunistic and Delay-Tolerant Networks
Sources: ORCID, Web Of Science, NC State University Libraries
Added: May 1, 2024

2024 article

WISEGRAPH: Optimizing GNN with Joint Workload Partition of Graph and Operations

PROCEEDINGS OF THE 2024 EUROPEAN CONFERENCE ON COMPUTER SYSTEMS, EUROSYS 2024, pp. 1–17.

By: K. Huang *, J. Zhai *, L. Zheng *, H. Wang *, Y. Jin *, Q. Zhang *, R. Zhang *, Z. Zheng *, Y. Yi *, X. Shen n 

co-author countries: China 🇨🇳 United Kingdom of Great Britain and Northern Ireland 🇬🇧 Korea (Republic of) 🇰🇷
author keywords: Efficient training method; Graph neural network; Parallelism
topics (OpenAlex): Advanced Graph Neural Networks; Graph Theory and Algorithms; Machine Learning in Materials Science
Sources: ORCID, Web Of Science, NC State University Libraries
Added: April 22, 2024

2024 article

A Perturbation Framework for Convex Minimization and Monotone Inclusion Problems with Nonlinear Compositions

Briceno-Arias, L. M., & Combettes, P. L. (2023, October 17). MATHEMATICS OF OPERATIONS RESEARCH, Vol. 10.

By: L. Briceno-Arias * & P. Combettes n 

co-author countries: Chile 🇨🇱
author keywords: convex optimization; duality; monotone operator; nonlinear composition; perturbation theory; proximal method; splitting algorithm
topics (OpenAlex): Optimization and Variational Analysis; Advanced Optimization Algorithms Research; Mathematical Inequalities and Applications
Sources: Web Of Science, NC State University Libraries
Added: January 2, 2024

2024 journal article

The geometry of monotone operator splitting methods (to appear, available on arxiv)

Acta Numerica.

Contributors: P. Combettes 

Source: ORCID
Added: November 3, 2023

2023 article

Finding Reusable Machine Learning Components to Build Programming Language Processing Pipelines

SOFTWARE ARCHITECTURE. ECSA 2022 TRACKS AND WORKSHOPS, Vol. 13928, pp. 402–417.

By: P. Flynn *, T. Vanderbruggen *, C. Liao *, P. Lin *, M. Emani * & X. Shen n 

author keywords: reusable datasets; reusable machine learning; programming language processing; interoperable pipelines
topics (OpenAlex): Software Engineering Research; Software Testing and Debugging Techniques; Software System Performance and Reliability
Sources: Web Of Science, NC State University Libraries
Added: October 21, 2024

2023 book

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

By: C. Nuclear War, B. Mathematical Sciences, Nuclear, C. International Security, D. Engineering, D. Earth, Policy, E. Sciences

topics (OpenAlex): Nuclear Issues and Defense; Nuclear and radioactivity studies
Source: ORCID
Added: July 8, 2024

2023 book

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

By: C. Nuclear War, B. Mathematical Sciences, Nuclear, C. International Security, D. Engineering, D. Earth, Policy, E. Sciences

topics (OpenAlex): Nuclear Issues and Defense; Nuclear and radioactivity studies
Source: ORCID
Added: July 8, 2024

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