2024
Joint multi-site domain adaptation and multi-modality feature selection for the diagnosis of psychiatric disorders
Ji Y, Silva R, Adali T, Wen X, Zhu Q, Jiang R, Zhang D, Qi S, Calhoun V. Joint multi-site domain adaptation and multi-modality feature selection for the diagnosis of psychiatric disorders. NeuroImage Clinical 2024, 43: 103663. PMID: 39226701, DOI: 10.1016/j.nicl.2024.103663.Peer-Reviewed Original Research
2023
Objective Assessment of the Bias Introduced by Baseline Signals in XAI Attribution Methods
Dolci G, Cruciani F, Galazzo I, Calhoun V, Menegaz G. Objective Assessment of the Bias Introduced by Baseline Signals in XAI Attribution Methods. 2023, 00: 266-271. DOI: 10.1109/metroxraine58569.2023.10405708.Peer-Reviewed Original ResearchAttribute valuesMulti-channel architectureMulti-dimensional dataIntegrated Gradients methodDeep networksBaseline signalGradient methodMulti-modalMagnetic resonance imaging volumesPost-hoc methodAttribution methodsAttribute mapsImage volumesAssociation studiesReference baselineXAICNNAttributesAlzheimer's disease patientsUsersBaseline