This study, utilizing two large‐cohort datasets, employs interpretable neural networks. It demonstrates that incorporating brain morphology and functional and structural networks enhances predictive accuracy for general psychopathology and its dimensions.
Jing Xia, Nanguang Chen, Anqi Qiu
wiley +1 more source
Unveiling Topics and Emotions in Arabic Tweets Surrounding the COVID-19 Pandemic: Topic Modeling and Sentiment Analysis Approach. [PDF]
Alshanik F+3 more
europepmc +1 more source
Generative Inverse Design of Metamaterials with Functional Responses by Interpretable Learning
This work introduces random‐forest‐based interpretable generative inverse design (RIGID), a new single‐shot inverse design method for metamaterials using interpretable machine learning and Markov chain Monte Carlo sampling. Once trained on a small dataset, RIGID can estimate the likelihood of designs achieving target behaviors (e.g., wave‐based ...
Wei (Wayne) Chen+4 more
wiley +1 more source
Magnetic Fluid‐Driven Vine Robots for Minimally Invasive Tissue Biopsy Sampling
This study introduces a magnetic fluid‐powered vine robot for minimally invasive biopsies. The robot uses fluid pressurization for locomotion and external magnetic fields for precise steering. Its soft structure and high magnetic volume ensure controlled movements and stabilization, enabling effective tissue penetration.
Joshua Davy+6 more
wiley +1 more source
Advancements and challenges in Arabic sentiment analysis: A decade of methodologies, applications, and resource development. [PDF]
Aladeemy AA+8 more
europepmc +1 more source
Fairness in Federated Learning: Trends, Challenges, and Opportunities
This survey delves into the intricate issues pertinent to fairness in federated learning , where various biasing factors can skew model performance. By systematically analyzing fairness‐aware strategies, evaluation metrics, and future directions, this work identifies pivotal research gaps in existing approaches and sheds light on both challenges and ...
Noorain Mukhtiar+2 more
wiley +1 more source
Sentiment analysis of tweets employing convolutional neural network optimized by enhanced gorilla troops optimization algorithm. [PDF]
Li F, Li J, Abza F.
europepmc +1 more source
A Wearable Soft Actuator for Directional Tactile Stimulation: Design and Testing
A wearable actuator able to produce directional tactile stimulation is obtained by embedding a planar shape memory spring in silicone matrix. The matrix is designed taking into account skin characteristics and leveraging its multifunctionality: it acts as a bias load, improves the thermal behavior of the spring and wearability.
Fabio Lazzari+6 more
wiley +1 more source
Enhancement of Harbin ice and snow tourism destination competitiveness: A large-scale data study based on sentiment analysis and Latent Dirichlet Allocation. [PDF]
Jiang B, Zhang C, Cui Y, Zhu J, Liu Z.
europepmc +1 more source
Enhancing sentiment analysis of online comments: a novel approach integrating topic modeling and deep learning. [PDF]
Zhu Y, Zhou R, Chen G, Zhang B.
europepmc +1 more source