Search Results - "Vosoughi, M. Ali"
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Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data
Published in Scientific reports (09-04-2021)“…A key challenge to gaining insight into complex systems is inferring nonlinear causal directional relations from observational time-series data. Specifically,…”
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Journal Article -
2
Early-stage COVID-19 pandemic observations on pulmonary embolism using nationwide multi-institutional data harvesting
Published in NPJ digital medicine (19-08-2022)“…We introduce a multi-institutional data harvesting (MIDH) method for longitudinal observation of medical imaging utilization and reporting. By tracking both…”
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Journal Article -
3
Combined Distinguishers to Enhance the Accuracy and Success of Side Channel Analysis
Published in 2019 IEEE International Symposium on Circuits and Systems (ISCAS) (01-05-2019)“…For the first time, the combination of mutual information analysis and correlation power analysis is proposed to enhance the accuracy and success rate of side…”
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Conference Proceeding -
4
Distributed Injection-Locking in Analog Ising Machines to Solve Combinatorial Optimizations
Published in 2020 IEEE International Symposium on Circuits and Systems (ISCAS) (01-10-2020)“…The oscillator-based Ising machine (OIM) is a network of coupled CMOS oscillators that solves combinatorial optimization problems. In this paper, the…”
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Conference Proceeding -
5
Distributed Injection-Locking in Analog Ising Machines to Solve Combinatorial Optimizations
Published 17-11-2020“…The oscillator-based Ising machine (OIM) is a network of coupled CMOS oscillators that solves combinatorial optimization problems. In this paper, the…”
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Journal Article -
6
Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments
Published 01-06-2021“…Causal discovery, beyond the inference of a network as a collection of connected dots, offers a crucial functionality in scientific discovery using artificial…”
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Journal Article -
7
Classification of Schizophrenia from Functional MRI Using Large-scale Extended Granger Causality
Published 12-01-2021“…The literature manifests that schizophrenia is associated with alterations in brain network connectivity. We investigate whether large-scale Extended Granger…”
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Large-scale Augmented Granger Causality (lsAGC) for Connectivity Analysis in Complex Systems: From Computer Simulations to Functional MRI (fMRI)
Published 09-01-2021“…We introduce large-scale Augmented Granger Causality (lsAGC) as a method for connectivity analysis in complex systems. The lsAGC algorithm combines dimension…”
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9
Large-Scale Extended Granger Causality for Classification of Marijuana Users From Functional MRI
Published 05-01-2021“…It has been shown in the literature that marijuana use is associated with changes in brain network connectivity. We propose large-scale Extended Granger…”
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Journal Article -
10
Leveraging Pre-Images to Discover Nonlinear Relationships in Multivariate Environments
Published in 2021 29th European Signal Processing Conference (EUSIPCO) (23-08-2021)“…Causal discovery, beyond the inference of a network as a collection of connected dots, offers a crucial functionality in scientific discovery using artificial…”
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Conference Proceeding -
11
Large-scale kernelized GRANGER causality to infer topology of directed graphs with applications to brain networks
Published 16-11-2020“…Graph topology inference of network processes with co-evolving and interacting time-series is crucial for network studies. Vector autoregressive models (VAR)…”
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Journal Article -
12
Bus-Invert Coding as a Low-Power Countermeasure Against Correlation Power Analysis Attack
Published in 2019 ACM/IEEE International Workshop on System Level Interconnect Prediction (SLIP) (01-06-2019)“…Bus-invert coding technique is utilized to increase the security of cryptographic circuits (CC) against correlation power analysis attacks. The bus-invert…”
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Conference Proceeding