239 entries « 1 of 5 »

2020

239.

Krishnakumar, A; Arda, S E; Goksoy, A A; Mandal, S K; Ogras, U Y; Sartor, A L; Marculescu, R

Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems (Journal Article)

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 39 (11), pp. 4064-4077, 2020.

(Links | BibTeX | Tags: Embedded Systems, Featured, Systems)

238.

Davis, Brian; Bhatt, Umang; Bhardwaj, Kartikeya; Marculescu, Radu; Moura, José MF

On network science and mutual information for explaining deep neural networks (Inproceedings)

ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8399–8403, IEEE 2020.

(Links | BibTeX | Tags: Networks)

237.

Arda, Samet; Anish, NK; Goksoy, Ahmet Alper; Mack, Joshua; Kumbhare, Nirmal; Sartor, Anderson Luiz; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

DS3: A system-level domain-specific system-on-chip simulation framework (Journal Article)

IEEE Transactions on Computers, 2020.

(Links | BibTeX | Tags: Embedded Systems, Featured, SmallNoC, Systems)

236.

Chen, Wei; Bhardwaj, Kartikeya; Marculescu, Radu

FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning (Journal Article)

The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) , 2020.

(Links | BibTeX | Tags: Edge AI, Federated Learning)

235.

Topirceanu, Alexandru; Udrescu, Mihai; Marculescu, Radu

Centralized and decentralized isolation strategies and their impact on the COVID-19 pandemic dynamics (Journal Article)

arXiv preprint arXiv:2004.04222, 2020.

(Links | BibTeX | Tags: Epidemics, Networks)

234.

Sartor, Anderson L; Krishnakumar, Anish; Arda, Samet E; Ogras, Umit Y; Marculescu, Radu

HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs (Journal Article)

IEEE Computer Architecture Letters, 19 (1), pp. 63–67, 2020.

(Links | BibTeX | Tags: Embedded Systems, Systems)

233.

Farcas, Allen-Jasmin; Li, Guihong; Bhardwaj, Kartikeya; Marculescu, Radu

A Hardware Prototype Targeting Distributed Deep Learning for On-Device Inference (Inproceedings)

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 398–399, 2020.

(Links | BibTeX | Tags: Edge AI, Model Compression & Optimization)

232.

Krishnakumar, Anish; Arda, Samet E; Goksoy, Alper A; Mandal, Sumit K; Ogras, Umit Y; Sartor, Anderson L; Marculescu, Radu

Runtime Task Scheduling using Imitation Learning for Heterogeneous Many-Core Systems (Journal Article)

arXiv preprint arXiv:2007.09361, 2020.

(Links | BibTeX | Tags: Embedded Systems, Systems)

231.

Lin, Ching-Yi; Marculescu, Radu

Model Personalization for Human Activity Recognition (Inproceedings)

2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), pp. 1–7, IEEE 2020.

(Links | BibTeX | Tags: Edge AI, Federated Learning)

230.

Marculescu, Radu; Marculescu, Diana; Ogras, Umit

Edge AI: Systems Design and ML for IoT Data Analytics (Inproceedings)

Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 3565–3566, 2020.

(Links | BibTeX | Tags: Edge AI, Internet of Things, Systems)

229.

Bhardwaj, Kartikeya; Chen, Wei; Marculescu, Radu

New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design (Journal Article)

arXiv preprint arXiv:2008.10805, 2020.

(Links | BibTeX | Tags: Edge AI, Internet of Things)

228.

Bogdan, Paul; Marculescu, Radu

From Physical Processes to Theoretical Foundations of Cyber-Physical Systems Design and Optimization (Journal Article)

Principles of Cyber-Physical Systems: An Interdisciplinary Approach, pp. 3, 2020.

(Links | BibTeX | Tags: Cyber-Physical Systems, Systems)

2019

227.

Lo, Chieh; Marculescu, Radu

MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks (Journal Article)

Bmc Bioinformatics, 20 (12), pp. 314, 2019.

(Links | BibTeX | Tags: Biological Networks, Networks)

226.

Davis, Brian; Bhatt, Umang; Bhardwaj, Kartikeya; Marculescu, Radu; Moura, José

NIF: A Framework for Quantifying Neural Information Flow in Deep Networks (Inproceedings)

Workshop on Network Interpretability for Deep Learning@ AAAI Conf. on Artificial Intelligence (AAAI), Honolulu, 2019.

(Links | BibTeX | Tags: Networks)

225.

Hurtado, Sofia; Ray, Poushali; Marculescu, Radu

Bot Detection in Reddit Political Discussion (Inproceedings)

Proceedings of the Fourth International Workshop on Social Sensing, pp. 30–35, 2019.

(Links | BibTeX | Tags: Networks, Social Networks)

224.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

Dream distillation: A data-independent model compression framework (Journal Article)

arXiv preprint arXiv:1905.07072, 2019.

(Links | BibTeX | Tags: Edge AI, Model Compression & Optimization)

223.

Bhardwaj, Kartikeya; Lin, Ching-Yi; Sartor, Anderson; Marculescu, Radu

Memory-and communication-aware model compression for distributed deep learning inference on iot (Journal Article)

ACM Transactions on Embedded Computing Systems (TECS), 18 (5s), pp. 1–22, 2019.

(Links | BibTeX | Tags: Edge AI, Featured, Model Compression & Optimization, Networks)

222.

Arda, Samet E; Anish, NK; Goksoy, Alper A; Mack, Joshua; Kumbhare, Nirmal; Sartor, Anderson L; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

Work-in-Progress: A Simulation Framework for Domain-Specific System-on-Chips (Inproceedings)

2019 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), pp. 1–2, IEEE 2019.

(Links | BibTeX | Tags: Embedded Systems, Systems)

221.

Sartor, Anderson Luiz; Becker, Pedro Henrique Exenberger; Wong, Stephan; Marculescu, Radu; Beck, Antonio Carlos Schneider

Machine Learning-Based Processor Adaptability Targeting Energy, Performance, and Reliability (Inproceedings)

2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 158–163, IEEE 2019.

(Links | BibTeX | Tags: Edge AI, Embedded Systems, Model Compression & Optimization, Systems)

220.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

EdgeAI: A Vision for Deep Learning in IoT Era (Journal Article)

IEEE Design & Test, 2019.

(Links | BibTeX | Tags: Edge AI, Internet of Things)

2018

219.

Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Machine learning and manycore systems design: A serendipitous symbiosis (Journal Article)

Computer, 51 (7), pp. 66–77, 2018.

(Links | BibTeX | Tags: Embedded Systems, Systems)

218.

Bhardwaj, Kartikeya; Marculescu, Radu

Dimensionality reduction via community detection in small sample datasets (Inproceedings)

Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 102–114, Springer, Cham 2018.

(Links | BibTeX | Tags: Networks, Social Networks)

217.

Topirceanu, Alexandru; Udrescu, Mihai; Marculescu, Radu

Weighted betweenness preferential attachment: A new mechanism explaining social network formation and evolution (Journal Article)

Scientific reports, 8 (1), pp. 1–14, 2018.

(Links | BibTeX | Tags: Networks, Social Networks)

216.

Lo, Chieh; Marculescu, Radu

PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso (Journal Article)

arXiv preprint arXiv:1807.08039, 2018.

(Links | BibTeX | Tags: Biological Networks, Networks)

215.

Bhardwaj, Kartikeya; Stamoulis, Dimitrios; Ding, Ruizhou; Marculescu, Diana; Marculescu, Radu

Computational Approaches for Incorporating Short-and Long-Term Dynamics in Smart Water Networks (Incollection)

Smart Water Grids, pp. 297–323, CRC Press, 2018.

(Links | BibTeX | Tags: Networks)

214.

Stanley-Marbell, Phillip; Marculescu, Diana; Marculescu, Radu; Khosla, Pradeep K

Modeling computational, sensing, and actuation surfaces (Journal Article)

Low-Power Processors and Systems on Chips, pp. 16–1, 2018.

(Links | BibTeX | Tags: Networks)

213.

Joardar, Biresh Kumar; Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Learning-based application-agnostic 3D NoC design for heterogeneous manycore systems (Journal Article)

IEEE Transactions on Computers, 68 (6), pp. 852–866, 2018.

(Links | BibTeX | Tags: Embedded Systems, Systems)

212.

Joardar, Biresh Kumar; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Hybrid on-chip communication architectures for heterogeneous manycore systems (Inproceedings)

2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1–6, IEEE 2018.

(Links | BibTeX | Tags: Embedded Systems, Systems)

211.

Dong, Jiqian; Atulya, Gopaljee; Bhardwaj, Kartikeya; Marculescu, Radu

A Dynamic Network and Representation LearningApproach for Quantifying Economic Growth fromSatellite Imagery (Journal Article)

arXiv preprint arXiv:1812.00141, 2018.

(Links | BibTeX | Tags: Networks)

210.

Goyal, Anshul; Bhardwaj, Kartikeya; Marculescu, Radu

Climate Anomalies vs Air Pollution: Carbon Emissions and Anomaly Networks (Journal Article)

arXiv preprint arXiv:1812.02634, 2018.

(Links | BibTeX | Tags: Networks)

2017

209.

Lo, Chieh; Bhardwaj, Kartikeya; Marculescu, Radu

Towards cell-based therapeutics: A bio-inspired autonomous drug delivery system (Journal Article)

Nano communication networks, 12 , pp. 25–33, 2017.

(Links | BibTeX | Tags: Biological Networks, Networks)

208.

Wei, Guopeng; Bogdan, Paul; Marculescu, Radu

Modeling, Analysis and Design of Bio-hybrid Micro-robotic Swarms for Medical Applications (Incollection)

Modeling, Methodologies and Tools for Molecular and Nano-scale Communications, pp. 517–539, Springer, Cham, 2017.

(Links | BibTeX | Tags: Cyber-Physical Systems, Systems)

207.

Ding, Ruizhou; Stamoulis, Dimitrios; Bhardwaj, Kartikeya; Marculescu, Diana; Marculescu, Radu

Enhancing precipitation models by capturing multivariate and multiscale climate dynamics (Inproceedings)

Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 39–42, 2017.

(Links | BibTeX | Tags: Networks)

206.

Bhardwaj, Kartikeya; Marculescu, Radu

K-hop learning: a network-based feature extraction for improved river flow prediction (Inproceedings)

Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 15–18, 2017.

(Links | BibTeX | Tags: Networks)

205.

Condessa, Filipe; Marculescu, Radu

From ideas to social signals: Spatiotemporal analysis of social media dynamics (Inproceedings)

Proceedings of the 2nd International Workshop on Social Sensing, pp. 29–34, 2017.

(Links | BibTeX | Tags: Networks, Social Networks)

204.

Kim, Ryan Gary; Choi, Wonje; Chen, Zhuo; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Imitation learning for dynamic VFI control in large-scale manycore systems (Journal Article)

IEEE Transactions on Very Large Scale Integration (VLSI) Systems, 25 (9), pp. 2458–2471, 2017.

(Links | BibTeX | Tags: Embedded Systems, Systems)

203.

Bhardwaj, Kartikeya; Marculescu, Radu

Non-Stationary Bayesian Learning for Global Sustainability (Journal Article)

IEEE Transactions on Sustainable Computing, 2 (3), pp. 304–316, 2017.

(Links | BibTeX | Tags: Networks)

202.

Koorehdavoudi, Hana; Bogdan, Paul; Wei, Guopeng; Marculescu, Radu; Zhuang, Jiang; Carlsen, Rika Wright; Sitti, Metin

Multi-fractal characterization of bacterial swimming dynamics: a case study on real and simulated serratia marcescens (Journal Article)

Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 473 (2203), pp. 20170154, 2017.

(Links | BibTeX | Tags: Biological Networks, Networks)

201.

Lo, Chieh; Marculescu, Radu

Inferring microbial interactions from metagenomic time-series using prior biological knowledge (Inproceedings)

Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, pp. 168–177, 2017.

(Links | BibTeX | Tags: Biological Networks, Networks)

200.

Shah, Sohil; Raghavachari, Ashwin; Lo, Chieh; Marculescu, Radu

Molecular communication with DNA cellular storage system (Inproceedings)

Proceedings of the 4th ACM International Conference on Nanoscale Computing and Communication, pp. 1–6, 2017.

(Links | BibTeX | Tags: Biological Networks, Networks)

199.

Bhardwaj, Kartikeya; Miu, HingOn; Marculescu, Radu

Discovering Hidden Knowledge in Carbon Emissions Data: A Multilayer Network Approach (Inproceedings)

International Conference on Discovery Science, pp. 223–238, Springer, Cham 2017.

(Links | BibTeX | Tags: Networks)

198.

Joardar, Biresh Kumar; Choi, Wonje; Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

3D NoC-enabled heterogeneous manycore architectures for accelerating CNN training: performance and thermal trade-offs (Inproceedings)

2017 Eleventh IEEE/ACM International Symposium on Networks-on-Chip (NOCS), pp. 1–8, IEEE 2017.

(Links | BibTeX | Tags: Embedded Systems, Systems)

197.

Choi, Wonje; Duraisamy, Karthi; Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

On-chip communication network for efficient training of deep convolutional networks on heterogeneous manycore systems (Journal Article)

IEEE Transactions on Computers, 67 (5), pp. 672–686, 2017.

(Links | BibTeX | Tags: Embedded Systems, Systems)

196.

Lo, Chieh; Marculescu, Radu

MPLasso: Inferring microbial association networks using prior microbial knowledge (Journal Article)

PLoS computational biology, 13 (12), pp. e1005915, 2017.

(Links | BibTeX | Tags: Biological Networks, Networks)

2016

195.

Lo, Chieh; Marculescu, Radu

Autonomous and adaptive control of populations of bacteria through environment regulation (Inproceedings)

International Conference on Computational Methods in Systems Biology, pp. 168–185, Springer, Cham 2016.

(Links | BibTeX | Tags: Biological Networks, Networks)

194.

Lo, Chieh; Bhardwaj, Kartikeya; Marculescu, Radu

An autonomous and adaptive bacteria-based drug delivery system (Inproceedings)

Proceedings of the 3rd ACM International Conference on Nanoscale Computing and Communication, pp. 1–6, 2016.

(Links | BibTeX | Tags: Biological Networks, Networks)

193.

Wei, Guopeng; Lo, Chieh; Walsh, Connor; Hiller, Luisa N; Marculescu, Radu

In Silico Evaluation of the Impacts of Quorum Sensing Inhibition (QSI) on strain competition and development of QSI resistance (Journal Article)

Scientific reports, 6 , pp. 35136, 2016.

(Links | BibTeX | Tags: Biological Networks, Networks)

192.

Choi, Wonje; Duraisamy, Karthi; Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Radu; Marculescu, Diana

Hybrid network-on-chip architectures for accelerating deep learning kernels on heterogeneous manycore platforms (Inproceedings)

Proceedings of the International Conference on Compilers, Architectures and Synthesis for Embedded Systems, pp. 1–10, 2016.

(Links | BibTeX | Tags: Embedded Systems, Systems)

191.

Hollis, Simon J; Ma, Edward; Marculescu, Radu

nOS: A nano-sized distributed operating system for many-core embedded systems (Inproceedings)

2016 IEEE 34th International Conference on Computer Design (ICCD), pp. 177–184, IEEE 2016.

(Links | BibTeX | Tags: Embedded Systems, Systems)

190.

Ogras, Umit; Marculescu, Radu

Communication-based design for nanoscale SoCs (Incollection)

The VLSI Handbook: Second Edition, pp. 16–1, CRC Press, 2016.

(Links | BibTeX | Tags: Embedded Systems, Systems)

239 entries « 1 of 5 »