scZGA: a novel model based on ZINB distribution and graph attention for scRNA-seq data clustering. [PDF]
Kan Y +5 more
europepmc +1 more source
Multi‐Modal AI Approach in Depression Detection and Treatment: A Systematic Review of Last Decade
Overview of multimodal approaches for depression detection and treatment. ABSTRACT Depression is a common and devastating mental health illness with serious personal and societal consequences. Despite advancing treatment techniques, there are still hurdles in the effective diagnosis and treatment of depression, such as prompt diagnosis, personalized ...
Smith K. Khare +3 more
wiley +1 more source
NARVGA: A Hybrid Framework Integrating Matrix Factorisation and Adversarial Graph Learning for circRNA-Disease Association Prediction. [PDF]
Lu MS, Wei MM, Liu CC, Wang L, Ruan CW.
europepmc +1 more source
AI and Big Data in Consumer Behavior Analysis. ABSTRACT The rapid expansion of digital consumer data has challenged traditional approaches to understanding behavior in digital marketing. Existing reviews often focus on individual methods and give limited guidance on how analytical techniques compare or how they should be selected for specific marketing
Leonidas Theodorakopoulos +1 more
wiley +1 more source
MOCDT: multi-cancer detection and tissue-of-origin classification via cfDNA multi-modal integration. [PDF]
Kim G +5 more
europepmc +1 more source
Recent Advances in Text Anonymization: A Systematic Review
This survey presents a unified, cross‐domain overview of text anonymization from 2021 to 2025, covering methods from rule‐based to LLM‐based approaches, relevant datasets, benchmarks, and evaluation strategies. It highlights the critical trade‐off between privacy and utility, underscores the importance of standardizing evaluation protocols and metrics,
Marina Litvak, Alípio Jorge
wiley +1 more source
PCIPG2.0: multi-omics fusion and structure-aware graph autoencoding for protein complex identification. [PDF]
Huang Y, Wang J, Yang L, Gong X.
europepmc +1 more source
Waveform-Prediction Augmentation and Deep Manifold Learning Enable Imbalanced Fault Diagnosis in Rotating Machinery. [PDF]
Tian Y, Guo S, Li Y, Zhang X, Jiang L.
europepmc +1 more source
Dual-graph attention autoencoder for spatial domain identification in ischemic stroke. [PDF]
Chen YY +4 more
europepmc +1 more source
Autoencoder Denoising for Network-Based Spatial Transcriptomics Data with Applications for Cell Signaling Estimation. [PDF]
Javaid A, Frost HR.
europepmc +1 more source

