A robust data-driven approach identifies four personality types across four large data sets
Sign Up to like & getrecommendations! Published in 2018 at "Nature Human Behaviour"
DOI: 10.1038/s41562-018-0419-z
Abstract: Understanding human personality has been a focus for philosophers and scientists for millennia1. It is now widely accepted that there are about five major personality domains that describe the personality profile of an individual2,3. In… read more here.
Keywords: data sets; four large; large data; personality ... See more keywords
Robust data-driven discovery of governing physical laws with error bars
Sign Up to like & getrecommendations! Published in 2018 at "Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences"
DOI: 10.1098/rspa.2018.0305
Abstract: Discovering governing physical laws from noisy data is a grand challenge in many science and engineering research areas. We present a new approach to data-driven discovery of ordinary differential equations (ODEs) and partial differential equations… read more here.
Keywords: driven discovery; data driven; robust data; error bars ... See more keywords
Multiexpert Adversarial Regularization for Robust and Data-Efficient Deep Supervised Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3196780
Abstract: Deep neural networks (DNNs) can achieve high accuracy when there is abundant training data that has the same distribution as the test data. In practical applications, data deficiency is often a concern. For classification tasks,… read more here.
Keywords: supervised learning; robust data; data efficient; deep supervised ... See more keywords
Robust Data-Driven Control Barrier Functions for Unknown Continuous Control Affine Systems
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2023.3235958
Abstract: In this letter, we introduce robust data-driven control barrier functions (CBF-DDs) to guarantee robust safety of unknown continuous control affine systems despite worst-case realizations of generalization errors from prior data under various continuity assumptions. To… read more here.
Keywords: control barrier; control; robust data; data driven ... See more keywords
Breaking Robust Data Hiding in Online Social Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2022.3233539
Abstract: Some robust data hiding approaches have been proposed to transmit secret data through online social networks (OSNs). Traditional steganalysis tools are inefficient in detecting these tailored steganographic methods. Although some algorithms have been developed to… read more here.
Keywords: secret data; social networks; robust data; online social ... See more keywords
Robust Data Filtering for Estimating Electromechanical Modes of Oscillation via the Multichannel Prony Method
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Power Systems"
DOI: 10.1109/tpwrs.2017.2775063
Abstract: This paper develops a robust estimator of correlation as a data preprocessing stage to the Prony method that is able to suppress white impulsive noise. The method consists of the following steps. First, the bus… read more here.
Keywords: prony method; method; complex valued; data filtering ... See more keywords
Robust data-independent object-related transfer function-based beamformer design for remote listening applications
Sign Up to like & getrecommendations! Published in 2018 at "Journal of the Acoustical Society of America"
DOI: 10.1121/1.5035985
Abstract: Virtual reality offers users to experience remote acoustic scenes which are captured in the original environment by a microphone array carried by, e.g., a third person or a robot. To extract and preserve the spatiotemporal… read more here.
Keywords: data independent; remote listening; beamformer design; robust data ... See more keywords
Robust Data-Driven Auditory Profiling Towards Precision Audiology
Sign Up to like & getrecommendations! Published in 2020 at "Trends in Hearing"
DOI: 10.1177/2331216520973539
Abstract: The sources and consequences of a sensorineural hearing loss are diverse. While several approaches have aimed at disentangling the physiological and perceptual consequences of different etiologies, hearing deficit characterization and rehabilitation have been dominated by… read more here.
Keywords: data driven; auditory profiles; driven auditory; auditory profiling ... See more keywords