In the second context, the system attains 90.48% multiclass accuracy. In the first context, the presented system achieves state-of-art performance of 82.2% multiclass accuracy. ![]() We demonstrate the performance of this framework in four contexts: 1) The public ImageCLEF (Cross Language Evaluation Forum) 2013 medical modality recognition benchmark, 2) echocardiography view and mode recognition, 3) dermatology disease recognition across two datasets, and 4) a broad medical image dataset, merged from multiple data sources into a collection of 158 categories covering both general and specific medical concepts-including modalities, body regions, views, and disease states. In the first stage, models are built for subsets of features and data, and in the second stage, models are combined. *Year listed indicates when this individual last taught the specified course.In this work, we study the performance of a two-stage ensemble visual machine learning framework for classification of medical images. PSY 496F - Cognitive Psychology: Seminar (2017).PSY 530 – Neural Basis of Language (2021).NSCS 320 – Issues/Themes in Cognitive Science (2022).PSY 300 – Intro to Cognitive Neuroscience - A Guide to Mind and Brain (2023).Comprehending Conventional and Novel Metaphors: An ERP study. Frontiers in Cultural Psychology, 4, 142. The Immediate and Chronic Influence of Spatio-temporal Metaphors on the Mental Representations of Time in English, Mandarin, and Mandarin-English speakers. ERP Evidence for Conceptual Mappings and Comparison Processes during the Comprehension of Conventional and Novel Metaphors. Bilingualism: Language and Cognition, 17(01), 139–152. Thinking-for-speaking in Early and Late Bilinguals. ![]() Feel between the Lines: Implied Emotion in Sentence Comprehension. Familiarity Differentially Affects Right Hemisphere Contributions to Processing Metaphors and Literals. The mental representation and social aspect of expressives. Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale. The comprehension of irony in high and low emotional contexts. Attention and regulation during emotional word comprehension in older adults: Evidence from event-related potentials and brain oscillations. Minding the manner: Attention to motion events in Turkish–Dutch early bilinguals. In Language Electrified, Techniques, Methods, Applications, and Future Perspectives in the Neurophysiological Investigation of Language edited by Grimaldi, M., Shtyrov, Y., Brattico, E. Electrophysiology of non-literal language. ![]() Language and thought: Do the language(s) we speak influence how we perceive and reason about the world?.Emotion and language: How is emotion encoded in language? How do language activities such as reading give rise to emotion? How do readers’ mood states influence meaning making in language? Do older adults understand and produce emotional language differently from younger adults?.Figurative language: How do people comprehend metaphors, irony, and idioms? What is the role of metaphor in embodied cognition? Can metaphors help abstract, science concept learning? What are the social-affective functions of metaphors and irony?.
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