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) @article{9211494,
title = {Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems},
author = {A. {Krishnakumar} and S. E. {Arda} and A. A. {Goksoy} and S. K. {Mandal} and U. Y. {Ogras} and A. L. {Sartor} and R. {Marculescu}},
url = {https://ieeexplore.ieee.org/document/9211494},
doi = {10.1109/TCAD.2020.3012861},
year = {2020},
date = {2020-10-02},
journal = {IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems},
volume = {39},
number = {11},
pages = {4064-4077},
keywords = {Embedded Systems, Featured, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{davis2020network,
title = {On network science and mutual information for explaining deep neural networks},
author = {Brian Davis and Umang Bhatt and Kartikeya Bhardwaj and Radu Marculescu and Jos\'{e} MF Moura},
url = {https://arxiv.org/abs/1901.08557},
year = {2020},
date = {2020-01-01},
booktitle = {ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
pages = {8399--8403},
organization = {IEEE},
keywords = {Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{arda2020ds3,
title = {DS3: A system-level domain-specific system-on-chip simulation framework},
author = {Samet Arda and NK Anish and Ahmet Alper Goksoy and Joshua Mack and Nirmal Kumbhare and Anderson Luiz Sartor and Ali Akoglu and Radu Marculescu and Umit Y Ogras},
url = {https://arxiv.org/abs/2003.09016},
year = {2020},
date = {2020-01-01},
journal = {IEEE Transactions on Computers},
publisher = {IEEE},
keywords = {Embedded Systems, Featured, SmallNoC, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{chen2020fedmax,
title = {FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning},
author = {Wei Chen and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://arxiv.org/abs/2004.03657},
year = {2020},
date = {2020-01-01},
journal = {The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) },
keywords = {Edge AI, Federated Learning},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{topirceanu2020centralized,
title = {Centralized and decentralized isolation strategies and their impact on the COVID-19 pandemic dynamics},
author = {Alexandru Topirceanu and Mihai Udrescu and Radu Marculescu},
url = {https://arxiv.org/pdf/2004.04222},
year = {2020},
date = {2020-01-01},
journal = {arXiv preprint arXiv:2004.04222},
keywords = {Epidemics, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{sartor2020hilite,
title = {HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs},
author = {Anderson L Sartor and Anish Krishnakumar and Samet E Arda and Umit Y Ogras and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/9085952},
year = {2020},
date = {2020-01-01},
journal = {IEEE Computer Architecture Letters},
volume = {19},
number = {1},
pages = {63--67},
publisher = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{farcas2020hardware,
title = {A Hardware Prototype Targeting Distributed Deep Learning for On-Device Inference},
author = {Allen-Jasmin Farcas and Guihong Li and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://openaccess.thecvf.com/content_CVPRW_2020/html/w28/Farcas_A_Hardware_Prototype_Targeting_Distributed_Deep_Learning_for_On-Device_Inference_CVPRW_2020_paper.html},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
pages = {398--399},
keywords = {Edge AI, Model Compression & Optimization},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{krishnakumar2020runtime,
title = {Runtime Task Scheduling using Imitation Learning for Heterogeneous Many-Core Systems},
author = {Anish Krishnakumar and Samet E Arda and Alper A Goksoy and Sumit K Mandal and Umit Y Ogras and Anderson L Sartor and Radu Marculescu},
url = {https://arxiv.org/abs/2007.09361},
year = {2020},
date = {2020-01-01},
journal = {arXiv preprint arXiv:2007.09361},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{lin2020model,
title = {Model Personalization for Human Activity Recognition},
author = {Ching-Yi Lin and Radu Marculescu},
url = {https://ieeexplore.ieee.org/abstract/document/9156229},
year = {2020},
date = {2020-01-01},
booktitle = {2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)},
pages = {1--7},
organization = {IEEE},
keywords = {Edge AI, Federated Learning},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{marculescu2020edge,
title = {Edge AI: Systems Design and ML for IoT Data Analytics},
author = {Radu Marculescu and Diana Marculescu and Umit Ogras},
url = {https://sites.google.com/utexas.edu/edgeaitutorial/home?authuser=0},
year = {2020},
date = {2020-01-01},
booktitle = {Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining},
pages = {3565--3566},
keywords = {Edge AI, Internet of Things, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{bhardwaj2020new,
title = {New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design},
author = {Kartikeya Bhardwaj and Wei Chen and Radu Marculescu},
url = {https://arxiv.org/pdf/2008.10805},
year = {2020},
date = {2020-01-01},
journal = {arXiv preprint arXiv:2008.10805},
keywords = {Edge AI, Internet of Things},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{bogdan20201,
title = {From Physical Processes to Theoretical Foundations of Cyber-Physical Systems Design and Optimization},
author = {Paul Bogdan and Radu Marculescu},
url = {https://books.google.com/books?hl=en&lr=&id=2UUBEAAAQBAJ&oi=fnd&pg=PA3&dq=From+Physical+Processes+to+Theoretical+Foundations+of+Cyber-Physical+Systems+Design+and+Optimization&ots=MR0VdHIMSA&sig=vJz2eqBCDO8PDd6a2QEAQpKLyig#v=onepage&q=From%20Physical%20Processes%20to%20Theoretical%20Foundations%20of%20Cyber-Physical%20Systems%20Design%20and%20Optimization&f=false},
year = {2020},
date = {2020-01-01},
journal = {Principles of Cyber-Physical Systems: An Interdisciplinary Approach},
pages = {3},
publisher = {Cambridge University Press},
keywords = {Cyber-Physical Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
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) @article{lo2019metann,
title = {MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks},
author = {Chieh Lo and Radu Marculescu},
url = {https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-019-2833-2},
year = {2019},
date = {2019-01-01},
journal = {Bmc Bioinformatics},
volume = {20},
number = {12},
pages = {314},
publisher = {BioMed Central},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{davis2019nif,
title = {NIF: A Framework for Quantifying Neural Information Flow in Deep Networks},
author = {Brian Davis and Umang Bhatt and Kartikeya Bhardwaj and Radu Marculescu and Jos\'{e} Moura},
url = {https://www.researchgate.net/publication/330617755_NIF_A_Framework_for_Quantifying_Neural_Information_Flow_in_Deep_Networks},
year = {2019},
date = {2019-01-01},
booktitle = {Workshop on Network Interpretability for Deep Learning@ AAAI Conf. on Artificial Intelligence (AAAI), Honolulu},
keywords = {Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{hurtado2019bot,
title = {Bot Detection in Reddit Political Discussion},
author = {Sofia Hurtado and Poushali Ray and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3313294.3313386},
year = {2019},
date = {2019-01-01},
booktitle = {Proceedings of the Fourth International Workshop on Social Sensing},
pages = {30--35},
keywords = {Networks, Social Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{bhardwaj2019dream,
title = {Dream distillation: A data-independent model compression framework},
author = {Kartikeya Bhardwaj and Naveen Suda and Radu Marculescu},
url = {https://arxiv.org/abs/1905.07072},
year = {2019},
date = {2019-01-01},
journal = {arXiv preprint arXiv:1905.07072},
keywords = {Edge AI, Model Compression & Optimization},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{bhardwaj2019memory,
title = {Memory-and communication-aware model compression for distributed deep learning inference on iot},
author = {Kartikeya Bhardwaj and Ching-Yi Lin and Anderson Sartor and Radu Marculescu},
url = {https://arxiv.org/abs/1907.11804},
year = {2019},
date = {2019-01-01},
journal = {ACM Transactions on Embedded Computing Systems (TECS)},
volume = {18},
number = {5s},
pages = {1--22},
publisher = {ACM New York, NY, USA},
keywords = {Edge AI, Featured, Model Compression & Optimization, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{arda2019work,
title = {Work-in-Progress: A Simulation Framework for Domain-Specific System-on-Chips},
author = {Samet E Arda and NK Anish and Alper A Goksoy and Joshua Mack and Nirmal Kumbhare and Anderson L Sartor and Ali Akoglu and Radu Marculescu and Umit Y Ogras},
url = {https://arxiv.org/abs/1908.03664},
year = {2019},
date = {2019-01-01},
booktitle = {2019 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS)},
pages = {1--2},
organization = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{sartor2019machine,
title = {Machine Learning-Based Processor Adaptability Targeting Energy, Performance, and Reliability},
author = {Anderson Luiz Sartor and Pedro Henrique Exenberger Becker and Stephan Wong and Radu Marculescu and Antonio Carlos Schneider Beck},
url = {https://ieeexplore.ieee.org/document/8839457},
year = {2019},
date = {2019-01-01},
booktitle = {2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)},
pages = {158--163},
organization = {IEEE},
keywords = {Edge AI, Embedded Systems, Model Compression & Optimization, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{bhardwaj2019edgeai,
title = {EdgeAI: A Vision for Deep Learning in IoT Era},
author = {Kartikeya Bhardwaj and Naveen Suda and Radu Marculescu},
url = {https://arxiv.org/abs/1910.10356},
year = {2019},
date = {2019-01-01},
journal = {IEEE Design & Test},
publisher = {IEEE},
keywords = {Edge AI, Internet of Things},
pubstate = {published},
tppubtype = {article}
}
|
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) @article{kim2018machine,
title = {Machine learning and manycore systems design: A serendipitous symbiosis},
author = {Ryan Gary Kim and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://arxiv.org/abs/1712.00076},
year = {2018},
date = {2018-01-01},
journal = {Computer},
volume = {51},
number = {7},
pages = {66--77},
publisher = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{bhardwaj2018dimensionality,
title = {Dimensionality reduction via community detection in small sample datasets},
author = {Kartikeya Bhardwaj and Radu Marculescu},
url = {https://link.springer.com/chapter/10.1007/978-3-319-93040-4_9},
year = {2018},
date = {2018-01-01},
booktitle = {Pacific-Asia Conference on Knowledge Discovery and Data Mining},
pages = {102--114},
organization = {Springer, Cham},
keywords = {Networks, Social Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{topirceanu2018weighted,
title = {Weighted betweenness preferential attachment: A new mechanism explaining social network formation and evolution},
author = {Alexandru Topirceanu and Mihai Udrescu and Radu Marculescu},
url = {https://www.nature.com/articles/s41598-018-29224-w},
year = {2018},
date = {2018-01-01},
journal = {Scientific reports},
volume = {8},
number = {1},
pages = {1--14},
publisher = {Nature Publishing Group},
keywords = {Networks, Social Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{lo2018pglasso,
title = {PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso},
author = {Chieh Lo and Radu Marculescu},
url = {https://arxiv.org/abs/1807.08039},
year = {2018},
date = {2018-01-01},
journal = {arXiv preprint arXiv:1807.08039},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @incollection{bhardwaj2018computational,
title = {Computational Approaches for Incorporating Short-and Long-Term Dynamics in Smart Water Networks},
author = {Kartikeya Bhardwaj and Dimitrios Stamoulis and Ruizhou Ding and Diana Marculescu and Radu Marculescu},
url = {https://www.researchgate.net/publication/331756641_Computational_Approaches_for_Incorporating_Short-_and_Long-Term_Dynamics_in_Smart_Water_Networks},
year = {2018},
date = {2018-01-01},
booktitle = {Smart Water Grids},
pages = {297--323},
publisher = {CRC Press},
keywords = {Networks},
pubstate = {published},
tppubtype = {incollection}
}
|
| 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) @article{stanley2018modeling,
title = {Modeling computational, sensing, and actuation surfaces},
author = {Phillip Stanley-Marbell and Diana Marculescu and Radu Marculescu and Pradeep K Khosla},
url = {https://www.researchgate.net/publication/329321383_Modeling_Computational_Sensing_and_Actuation_Surfaces},
year = {2018},
date = {2018-01-01},
journal = {Low-Power Processors and Systems on Chips},
pages = {16--1},
publisher = {CRC Press},
keywords = {Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{joardar2018learning,
title = {Learning-based application-agnostic 3D NoC design for heterogeneous manycore systems},
author = {Biresh Kumar Joardar and Ryan Gary Kim and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://arxiv.org/abs/1810.08869},
year = {2018},
date = {2018-01-01},
journal = {IEEE Transactions on Computers},
volume = {68},
number = {6},
pages = {852--866},
publisher = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{joardar2018hybrid,
title = {Hybrid on-chip communication architectures for heterogeneous manycore systems},
author = {Biresh Kumar Joardar and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/8587640},
year = {2018},
date = {2018-01-01},
booktitle = {2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD)},
pages = {1--6},
organization = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{dong2018dynamic,
title = {A Dynamic Network and Representation LearningApproach for Quantifying Economic Growth fromSatellite Imagery},
author = {Jiqian Dong and Gopaljee Atulya and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://arxiv.org/abs/1812.00141},
year = {2018},
date = {2018-01-01},
journal = {arXiv preprint arXiv:1812.00141},
keywords = {Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{goyal2018climate,
title = {Climate Anomalies vs Air Pollution: Carbon Emissions and Anomaly Networks},
author = {Anshul Goyal and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://arxiv.org/abs/1812.02634},
year = {2018},
date = {2018-01-01},
journal = {arXiv preprint arXiv:1812.02634},
keywords = {Networks},
pubstate = {published},
tppubtype = {article}
}
|
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) @article{lo2017towards,
title = {Towards cell-based therapeutics: A bio-inspired autonomous drug delivery system},
author = {Chieh Lo and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://www.sciencedirect.com/science/article/abs/pii/S187877891630093X},
year = {2017},
date = {2017-01-01},
journal = {Nano communication networks},
volume = {12},
pages = {25--33},
publisher = {Elsevier},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @incollection{wei2017modeling,
title = {Modeling, Analysis and Design of Bio-hybrid Micro-robotic Swarms for Medical Applications},
author = {Guopeng Wei and Paul Bogdan and Radu Marculescu},
url = {https://link.springer.com/chapter/10.1007/978-3-319-50688-3_22},
year = {2017},
date = {2017-01-01},
booktitle = {Modeling, Methodologies and Tools for Molecular and Nano-scale Communications},
pages = {517--539},
publisher = {Springer, Cham},
keywords = {Cyber-Physical Systems, Systems},
pubstate = {published},
tppubtype = {incollection}
}
|
| 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) @inproceedings{ding2017enhancing,
title = {Enhancing precipitation models by capturing multivariate and multiscale climate dynamics},
author = {Ruizhou Ding and Dimitrios Stamoulis and Kartikeya Bhardwaj and Diana Marculescu and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3055366.3055374},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks},
pages = {39--42},
keywords = {Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{bhardwaj2017k,
title = {K-hop learning: a network-based feature extraction for improved river flow prediction},
author = {Kartikeya Bhardwaj and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3055366.3055371},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks},
pages = {15--18},
keywords = {Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{condessa2017ideas,
title = {From ideas to social signals: Spatiotemporal analysis of social media dynamics},
author = {Filipe Condessa and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3055601.3055609},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 2nd International Workshop on Social Sensing},
pages = {29--34},
keywords = {Networks, Social Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{kim2017imitation,
title = {Imitation learning for dynamic VFI control in large-scale manycore systems},
author = {Ryan Gary Kim and Wonje Choi and Zhuo Chen and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/7934357},
year = {2017},
date = {2017-01-01},
journal = {IEEE Transactions on Very Large Scale Integration (VLSI) Systems},
volume = {25},
number = {9},
pages = {2458--2471},
publisher = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{bhardwaj2017non,
title = {Non-Stationary Bayesian Learning for Global Sustainability},
author = {Kartikeya Bhardwaj and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/7950957},
year = {2017},
date = {2017-01-01},
journal = {IEEE Transactions on Sustainable Computing},
volume = {2},
number = {3},
pages = {304--316},
publisher = {IEEE},
keywords = {Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{koorehdavoudi2017multi,
title = {Multi-fractal characterization of bacterial swimming dynamics: a case study on real and simulated serratia marcescens},
author = {Hana Koorehdavoudi and Paul Bogdan and Guopeng Wei and Radu Marculescu and Jiang Zhuang and Rika Wright Carlsen and Metin Sitti},
url = {https://royalsocietypublishing.org/doi/10.1098/rspa.2017.0154},
year = {2017},
date = {2017-01-01},
journal = {Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences},
volume = {473},
number = {2203},
pages = {20170154},
publisher = {The Royal Society Publishing},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{lo2017inferring,
title = {Inferring microbial interactions from metagenomic time-series using prior biological knowledge},
author = {Chieh Lo and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3107411.3107435},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics},
pages = {168--177},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{shah2017molecular,
title = {Molecular communication with DNA cellular storage system},
author = {Sohil Shah and Ashwin Raghavachari and Chieh Lo and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3109453.3109467},
year = {2017},
date = {2017-01-01},
booktitle = {Proceedings of the 4th ACM International Conference on Nanoscale Computing and Communication},
pages = {1--6},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{bhardwaj2017discovering,
title = {Discovering Hidden Knowledge in Carbon Emissions Data: A Multilayer Network Approach},
author = {Kartikeya Bhardwaj and HingOn Miu and Radu Marculescu},
url = {https://link.springer.com/chapter/10.1007/978-3-319-67786-6_16},
year = {2017},
date = {2017-01-01},
booktitle = {International Conference on Discovery Science},
pages = {223--238},
organization = {Springer, Cham},
keywords = {Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{joardar20173d,
title = {3D NoC-enabled heterogeneous manycore architectures for accelerating CNN training: performance and thermal trade-offs},
author = {Biresh Kumar Joardar and Wonje Choi and Ryan Gary Kim and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/3130218.3130219},
year = {2017},
date = {2017-01-01},
booktitle = {2017 Eleventh IEEE/ACM International Symposium on Networks-on-Chip (NOCS)},
pages = {1--8},
organization = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{choi2017chip,
title = {On-chip communication network for efficient training of deep convolutional networks on heterogeneous manycore systems},
author = {Wonje Choi and Karthi Duraisamy and Ryan Gary Kim and Janardhan Rao Doppa and Partha Pratim Pande and Diana Marculescu and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/8119941},
year = {2017},
date = {2017-01-01},
journal = {IEEE Transactions on Computers},
volume = {67},
number = {5},
pages = {672--686},
publisher = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @article{lo2017mplasso,
title = {MPLasso: Inferring microbial association networks using prior microbial knowledge},
author = {Chieh Lo and Radu Marculescu},
url = {https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005915},
year = {2017},
date = {2017-01-01},
journal = {PLoS computational biology},
volume = {13},
number = {12},
pages = {e1005915},
publisher = {Public Library of Science},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
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) @inproceedings{lo2016autonomous,
title = {Autonomous and adaptive control of populations of bacteria through environment regulation},
author = {Chieh Lo and Radu Marculescu},
url = {https://link.springer.com/chapter/10.1007/978-3-319-45177-0_11},
year = {2016},
date = {2016-01-01},
booktitle = {International Conference on Computational Methods in Systems Biology},
pages = {168--185},
organization = {Springer, Cham},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{lo2016autonomousb,
title = {An autonomous and adaptive bacteria-based drug delivery system},
author = {Chieh Lo and Kartikeya Bhardwaj and Radu Marculescu},
url = {https://dl.acm.org/doi/10.1145/2967446.2967458},
year = {2016},
date = {2016-01-01},
booktitle = {Proceedings of the 3rd ACM International Conference on Nanoscale Computing and Communication},
pages = {1--6},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @article{wei2016silico,
title = {In Silico Evaluation of the Impacts of Quorum Sensing Inhibition (QSI) on strain competition and development of QSI resistance},
author = {Guopeng Wei and Chieh Lo and Connor Walsh and Luisa N Hiller and Radu Marculescu},
url = {https://www.nature.com/articles/srep35136},
year = {2016},
date = {2016-01-01},
journal = {Scientific reports},
volume = {6},
pages = {35136},
publisher = {Nature Publishing Group},
keywords = {Biological Networks, Networks},
pubstate = {published},
tppubtype = {article}
}
|
| 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) @inproceedings{choi2016hybrid,
title = {Hybrid network-on-chip architectures for accelerating deep learning kernels on heterogeneous manycore platforms},
author = {Wonje Choi and Karthi Duraisamy and Ryan Gary Kim and Janardhan Rao Doppa and Partha Pratim Pande and Radu Marculescu and Diana Marculescu},
url = {https://ieeexplore.ieee.org/document/7745276},
year = {2016},
date = {2016-01-01},
booktitle = {Proceedings of the International Conference on Compilers, Architectures and Synthesis for Embedded Systems},
pages = {1--10},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @inproceedings{hollis2016nano,
title = {nOS: A nano-sized distributed operating system for many-core embedded systems},
author = {Simon J Hollis and Edward Ma and Radu Marculescu},
url = {https://ieeexplore.ieee.org/document/7753278},
year = {2016},
date = {2016-01-01},
booktitle = {2016 IEEE 34th International Conference on Computer Design (ICCD)},
pages = {177--184},
organization = {IEEE},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {inproceedings}
}
|
| 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) @incollection{ogras2016communication,
title = {Communication-based design for nanoscale SoCs},
author = {Umit Ogras and Radu Marculescu},
url = {https://asu.pure.elsevier.com/en/publications/communication-based-design-for-nanoscale-socs},
year = {2016},
date = {2016-01-01},
booktitle = {The VLSI Handbook: Second Edition},
pages = {16--1},
publisher = {CRC Press},
keywords = {Embedded Systems, Systems},
pubstate = {published},
tppubtype = {incollection}
}
|
