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IEEE Transactions on Neural Networks... Mar 2024Zero-shot learning (ZSL) aims to recognize novel categories by merely utilizing disjoint seen samples. It is a challenging task as the knowledge of unseen objects is...
Zero-shot learning (ZSL) aims to recognize novel categories by merely utilizing disjoint seen samples. It is a challenging task as the knowledge of unseen objects is forbidden in the training stage, which easily leads to unseen samples degrading to mismatched categories. In order to alleviate the biased recognition problem, in this article, we propose a differential refinement network (DRNet) for ZSL, which aims to explore robust semantic-to-visual embedding. Our DRNet model consists of two subnetworks: basic network and differential network. The basic network targets to generate initial class-specific visual centers conditioned on corresponding semantic prototypes. The differential network is designed to predict class-unrelated differences between visual centers of arbitrary semantic prototype pairs, which are applied to further polish the initial visual centers. The motivation is that, by comparing different prototypes, interactions between various categories will be characterized, benefiting the generation of authentic and discriminative visual centers. Moreover, a modified episode-based training paradigm is explored to optimize the two subnetworks actively. In the training stage, we form a collection of episodes, each of which is an imitated ZSL task. Our DRNet is optimized by those sampled tasks rather than individual samples, which progressively learns skills to adapt and generalize to novel classes. Experiments on four challenging datasets demonstrate the effectiveness of our method.
PubMed: 36107895
DOI: 10.1109/TNNLS.2022.3201883 -
Memory & Cognition Apr 2022While traditional analyses of autobiographical construction tend to focus on the 'internal' or episodic details of the narrative, contemporary studies employing...
While traditional analyses of autobiographical construction tend to focus on the 'internal' or episodic details of the narrative, contemporary studies employing fine-grained scoring measures reveal the 'external' component to contain important information relevant to the individual's life story. Here, we used the recently developed NExt scoring protocol to explore profiles of external details generated by patients with Alzheimer's disease (AD) (n = 11) and semantic dementia (SD) (n = 13) on a future thinking task. Overall, distinct NExt profiles were observed for future events in AD and SD. Specifically, AD patients provided significantly more Specific Episode external details compared with Controls. Using voxel-based morphometry, these increased external details within future narratives related to grey matter intensity in medial and lateral frontal regions in AD. By contrast, SD patients displayed an elevation of Specific Episode, Extended Episode, and General Semantic details during future simulation relative to Controls, which related to grey matter intensity of medial and lateral parietal regions. Our findings suggest that the compensatory external details generated during future simulation comprise an array of episodic and semantic details that vary in terms of specificity and self-relevance, which may be differentially affected depending on the locus of underlying neuropathology in dementia. Adopting a fine-grained approach to external details helps to characterise the interplay between episodic and semantic content during future stimulation and suggests potentially differential vulnerability and preservation of distinct components of the constructed narrative in clinical disorders.
Topics: Alzheimer Disease; Frontotemporal Dementia; Humans; Memory, Episodic; Mental Recall; Neuropsychological Tests; Semantics
PubMed: 34401984
DOI: 10.3758/s13421-021-01222-w -
International Journal of Environmental... Jul 2017This study aimed to clarify the physiological effects of touching wood with the palm, in comparison with touching other materials on brain activity and autonomic nervous...
This study aimed to clarify the physiological effects of touching wood with the palm, in comparison with touching other materials on brain activity and autonomic nervous activity. Eighteen female university students (mean age, 21.7 ± 1.6 years) participated in the study. As an indicator of brain activity, oxyhemoglobin (oxy-Hb) concentrations were measured in the left/right prefrontal cortex using near-infrared time-resolved spectroscopy. Heart rate variability (HRV) was used as an indicator of autonomic nervous activity. The high-frequency (HF) component of HRV, which reflected parasympathetic nervous activity, and the low-frequency (LF)/HF ratio, which reflected sympathetic nervous activity, were measured. Plates of uncoated white oak, marble, tile, and stainless steel were used as tactile stimuli. After sitting at rest with their eyes closed, participants touched the materials for 90 s. As a result, tactile stimulation with white oak significantly (1) decreased the oxy-Hb concentration in the left/right prefrontal cortex relative to marble, tile, and stainless steel and (2) increased ln(HF)-reflected parasympathetic nervous activity relative to marble and stainless steel. In conclusion, our study revealed that touching wood with the palm calms prefrontal cortex activity and induces parasympathetic nervous activity more than other materials, thereby inducing physiological relaxation.
Topics: Adult; Calcium Carbonate; Ceramics; Female; Heart Rate; Humans; Oxyhemoglobins; Parasympathetic Nervous System; Prefrontal Cortex; Quercus; Relaxation; Spectroscopy, Near-Infrared; Stainless Steel; Sympathetic Nervous System; Touch Perception; Wood; Young Adult
PubMed: 28718814
DOI: 10.3390/ijerph14070801 -
The Journal of General Psychology 2020Difficult-to-attain beauty standards that are promulgated by the media could contribute to body dissatisfaction, but their potential impact upon body image remains...
Difficult-to-attain beauty standards that are promulgated by the media could contribute to body dissatisfaction, but their potential impact upon body image remains unclear. The present study examined reactions to thin-ideal and muscular-ideal images, and examined the effects of ideal image exposure on preferred body shape and time spent deliberating about ideal shape. In a 2 × 2 experimental design, 200 Internet users completed the Kessler psychological distress scale (K10) and were randomly assigned to view idealistic body images or houses (and rated them on semantic differential dimensions). Females viewed thin ideal images and males viewed muscular ideal images, while the control groups viewed images of houses. Between group measures analysis of variance revealed women reacted negatively to thinspirational images. Women were more driven for thinness and idealized a thinner shape for the female body than men. Psychologically distressed participants had a stronger drive for thinness and greater body dissatisfaction compared to low-distress participants. In addition, although beauty ideal imagery had no significant impact on males, females spent more time in choosing ideal body figure. Viewing thin bodies for females created a trend toward desiring a slimmer figure, as well as increased preoccupation with size as they spent more time deliberating over a photorealistic figure rating scale. Therefore, exposure to thinspiration promotes dissatisfaction with self and leads women to dwell more upon their body image.
Topics: Adolescent; Adult; Attentional Bias; Beauty; Body Image; Female; Humans; Male; Personal Satisfaction; Somatotypes; Thinness; Young Adult
PubMed: 31608821
DOI: 10.1080/00221309.2019.1676190 -
Cognitive Research: Principles and... Nov 2022Intersectionality refers to the simultaneous and interacting effects of multiple group categorization on individuals with minoritized status, often leading to being...
Intersectionality refers to the simultaneous and interacting effects of multiple group categorization on individuals with minoritized status, often leading to being perceived in a manner inconsistent with the additive contributions of those categories. For Black women, a number of findings have contributed to the idea that Black women have a unique perceived absence of status, for example, and are perceived as distinct from being Black or a woman. We sought to quantify and visualize the combined effects of race and gender on judgments of persons using data-defined dimensions (the Semantic Differential; Osgood et al. in The measurement of meaning, University of Illinois Press, Champaign, 1957). Our data suggest that gender and race contribute to orthogonal dimensions of difference in the perception of persons. Whereas white males, white females, and Black males all seem to be perceived in accord with additive effects in these two dimensions, Black females seem to be perceived more neutrally, as if neither their gender nor their race is treated as predictive.
Topics: Male; Humans; Female; Intersectional Framework; Black People; Gender Identity
PubMed: 36435861
DOI: 10.1186/s41235-022-00450-1 -
Computers in Biology and Medicine Jun 2021Ontology-based phenotype profiles have been utilised for the purpose of differential diagnosis of rare genetic diseases, and for decision support in specific disease...
Ontology-based phenotype profiles have been utilised for the purpose of differential diagnosis of rare genetic diseases, and for decision support in specific disease domains. Particularly, semantic similarity facilitates diagnostic hypothesis generation through comparison with disease phenotype profiles. However, the approach has not been applied for differential diagnosis of common diseases, or generalised clinical diagnostics from uncurated text-derived phenotypes. In this work, we describe the development of an approach for deriving patient phenotype profiles from clinical narrative text, and apply this to text associated with MIMIC-III patient visits. We then explore the use of semantic similarity with those text-derived phenotypes to classify primary patient diagnosis, comparing the use of patient-patient similarity and patient-disease similarity using phenotype-disease profiles previously mined from literature. We also consider a combined approach, in which literature-derived phenotypes are extended with the content of text-derived phenotypes we mined from 500 patients. The results reveal a powerful approach, showing that in one setting, uncurated text phenotypes can be used for differential diagnosis of common diseases, making use of information both inside and outside the setting. While the methods themselves should be explored for further optimisation, they could be applied to a variety of clinical tasks, such as differential diagnosis, cohort discovery, document and text classification, and outcome prediction.
Topics: Diagnosis, Differential; Humans; Phenotype; Rare Diseases; Semantics
PubMed: 33836447
DOI: 10.1016/j.compbiomed.2021.104360 -
Archives of Clinical Neuropsychology :... Jan 2022To investigate the differential ability of the "Test Relaties Abstracte Concepten" (TRACE), a Dutch test for abstract semantic knowledge, in frontotemporal dementia...
OBJECTIVE
To investigate the differential ability of the "Test Relaties Abstracte Concepten" (TRACE), a Dutch test for abstract semantic knowledge, in frontotemporal dementia (FTD).
METHODS
The TRACE was administered in patients with behavioral variant FTD (bvFTD; n = 16), nonfluent variant (nfvPPA; n = 10), logopenic variant (lvPPA; n = 10), and semantic variant primary progressive aphasia (svPPA; n = 9), and controls (n = 59). We examined group differences, performed correlational analyses with other neuropsychological tests and investigated discriminative ability. We compared the TRACE with a semantic association test for concrete stimuli (SAT).
RESULTS
All patient groups, except nfvPPA, performed worse on the TRACE than controls (p < .01). svPPA patients performed worse than the other patient groups (p < .05). The TRACE discriminated well between patient groups, except nfvPPA, versus controls (all p < .01) and between svPPA versus other patient groups with high sensitivity (75-100%) and specificity (86%-92%). In bvFTD and nfvPPA the TRACE correlated with language tests (ρ > 0.6), whereas in svPPA the concrete task correlated (ρ ≥ 0.75) with language tests. Patients with bvFTD, nfvPPA and lvPPA performed lower on the TRACE than the SAT (p < .05), whereas patients with svPPA were equally impaired on both tasks (p = .2).
DISCUSSION
We demonstrated impaired abstract semantic knowledge in patients with bvFTD, lvPPA, and svPPA, but not nfvPPA, with svPPA patients performing worse than the other subtypes. The TRACE was a good classifier between each patient group versus controls and between svPPA versus other patient groups. This highlights the value of incorporating semantic tests with abstract stimuli into standard neuropsychological assessment for early differential diagnosis of FTD subtypes.
Topics: Aphasia, Primary Progressive; Frontotemporal Dementia; Humans; Language; Neuropsychological Tests; Semantics
PubMed: 33856423
DOI: 10.1093/arclin/acab022 -
Annals of the New York Academy of... Nov 2015Considerable evidence from different methodologies has identified the anterior temporal lobes (ATLs) as key regions for the representation of semantic knowledge.... (Review)
Review
Considerable evidence from different methodologies has identified the anterior temporal lobes (ATLs) as key regions for the representation of semantic knowledge. Research interest is now shifting to investigate the roles of different ATL subregions in semantic representation, with particular emphasis on the functions of the left versus right ATLs. In this review, we provide evidence for graded specializations both between and within the ATLs. We argue (1) that multimodal, pan-category semantic representations are supported jointly by both left and right ATLs, yet (2) that the ATLs are not homogeneous in their function. Instead, subtle functional gradations both between and within the ATLs emerge as a consequence of differential connectivity with primary sensory/motor/limbic regions. This graded specialization account of semantic representation provides a compromise between theories that posit no differences between the functions of the left and right ATLs and those that posit that the left and right ATLs are entirely segregated in function. Evidence for this graded account comes from converging sources, and its benefits have been exemplified in formal computational models. We propose that this graded principle is not only a defining feature of the ATLs but is also a more general neurocomputational principle found throughout the temporal lobes.
Topics: Animals; Brain Mapping; Functional Laterality; Humans; Memory; Semantics; Temporal Lobe
PubMed: 26502375
DOI: 10.1111/nyas.12951 -
Current Medical Imaging 2020Frontotemporal dementia (FTD) represents the second most frequent early onset of dementia in people younger than 65 years. The main syndromes encompassed by the term FTD...
BACKGROUND
Frontotemporal dementia (FTD) represents the second most frequent early onset of dementia in people younger than 65 years. The main syndromes encompassed by the term FTD are behavioral variant of Frontotemporal dementia (bvFTD), non-fluent variant primary progressive aphasia (nfvPPA) and semantic variant (SD).
AIMS
To assess the bvFTD and SD, which represent the most common subtypes of FTD, using visual rating scales.
METHODS
Brain MRI exams of 77 patients either with bvFTD (n=43) or SD (n=34) were evaluated. The rating scales used were: Global cortical atrophy (GCA), Fazekas Scale: periventricular (PV) and white matter (WM) changes, Koedam rating scale and visual scales regarding specific cortical regions: dorsofrontal (DF), orbitofrontal (OF), anterior cingulate (AC), basal ganglia (BG), anterior- temporal (AT), insula, lateral-temporal (LT), entorhinal (ERC), perirhinal (PRC), anterior fusiform( AF), anterior hippocampus (AHIP) and posterior hippocampus (PHIP). Both Left (L) and Right (R) hemispheres were evaluated.
RESULTS
R-OF (p=0.059), L-OF (p<0.0005), L-AT (p=0.047) and L-AHIP (p=0.007) have a statistically significant effect on the variable occurrence of SD compared to bvFTD. The indicators with the highest value of the area under the curve (AUC) were R-AC (0.829), L-OF (0.808), L-AC (0.791) and L-AF (0.778). Highest sensitivity was achieved by R-OF (97%) and L-AF (75%). Highest specificity was achieved by L-OF (95%), L-AT (91%) followed by R-AC (84%). Best combination of sensitivity and specificity was achieved by L-AF (74%-79%), L-OF (56%-95%) and R-OF (97%-42%). Best combination of PPV and NPV was achieved by L-OF (90%-73%), LAT (83%-72%) and R-AC (77%-77%).
CONCLUSION
Visual rating scales can be a practical diagnostic tool in the characterization of patterns of atrophy in FTLD and may be used as an alternative to highly technical methods of quantification.
Topics: Atrophy; Brain; Brain Mapping; Diagnosis, Differential; Female; Frontotemporal Dementia; Humans; Image Interpretation, Computer-Assisted; Magnetic Resonance Imaging; Male; Middle Aged; Neuropsychological Tests; Observer Variation; Reproducibility of Results; Semantics
PubMed: 32410545
DOI: 10.2174/1573405615666190225154834 -
The Journal of Neuroscience : the... Jul 2019Reading involves the rapid extraction of sound and meaning from print through a cooperative division of labor between phonological and lexical-semantic processes....
Reading involves the rapid extraction of sound and meaning from print through a cooperative division of labor between phonological and lexical-semantic processes. Whereas lesion studies of patients with stereotyped acquired reading deficits contributed to the notion of a dissociation between phonological and lexical-semantic reading, the neuroanatomical basis for effects of lexicality (word vs pseudoword), orthographic regularity (regular vs irregular spelling-sound correspondences), and concreteness (concrete vs abstract meaning) on reading is underspecified, particularly outside the context of strong behavioral dissociations. Support vector regression lesion-symptom mapping (LSM) of 73 left hemisphere stroke survivors (male and female human subjects) not preselected for stereotyped dissociations revealed the differential contributions of specific cortical regions to reading pseudowords (ventral precentral gyrus), regular words (planum temporale, supramarginal gyrus, ventral precentral and postcentral gyrus, and insula), and concrete words (pars orbitalis and pars triangularis). Consistent with the primary systems view of reading being parasitic on language-general circuitry, our multivariate LSM analyses revealed that phonological decoding depends on perisylvian areas subserving sound-motor integration and that semantic effects on reading depend on frontal cortex subserving control over concrete semantic representations that aid phonological access from print. As the first study to localize the differential cortical contributions to reading pseudowords, regular words, and concrete words in stroke survivors with variable reading abilities, our results provide important information on the neurobiological basis of reading and highlight the insights attainable through multivariate, process-based approaches to alexia. Whereas fMRI evidence for neuroanatomical dissociations between phonological and lexical-semantic reading is abundant, evidence from modern lesion studies establishing the differential contributions of specific brain regions to specific reading processes is lacking. Our application of multivariate lesion-symptom mapping revealed that effects of lexicality, orthographic regularity, and concreteness on reading differentially depend on areas subserving auditory-motor integration and semantic control. Phonological decoding of print relies on a dorsal perisylvian network supporting auditory and articulatory representations, with unfamiliar words relying especially on articulatory mapping. In tandem with this dorsal decoding system, anterior inferior frontal gyrus may coordinate control over concrete semantic representations that support mapping of print to sound, which is a novel potential mechanism for semantic influences on reading.
Topics: Adult; Brain; Female; Humans; Linguistics; Magnetic Resonance Imaging; Male; Middle Aged; Reading; Semantics; Stroke
PubMed: 31061085
DOI: 10.1523/JNEUROSCI.2707-18.2019