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Online ensemble model compression for nonstationary data stream learning.
Neural Netw
January 2025
School of Computer Science, University of Birmingham, Edgbaston, Birmingham, B15 2TT, United Kingdom.
Learning from data streams that emerge from nonstationary environments has many real-world applications and poses various challenges. A key characteristic of such a task is the varying nature of the underlying data distributions over time (concept drifts). However, the most common type of data stream learning approach are ensemble approaches, which involve the training of multiple base learners.
View Article and Find Full Text PDFMothers Who Accompany a Child to Their Death: Starting Again Without Ever Forgetting.
Nurs Rep
January 2025
Nursing School of Lisbon, 1990-096 Lisbon, Portugal.
Parents who accompany their children with a complex chronic illness until their death experience a unique situation, with vulnerabilities, specific needs and enormous suffering. The aim of the study was to describe the lived experience of parents who accompanied their children with a complex chronic illness until their death, in a paediatric palliative care setting. : We opted for a qualitative methodology, with a descriptive phenomenological orientation.
View Article and Find Full Text PDF"We Work in an Industry Where We're Here to Care for Others, and Often Forget to Take Care of Ourselves": Aged-Care Staff Views on Self-Care.
Geriatrics (Basel)
January 2025
Research Centre for Palliative Care, Death and Dying, Palliative and Supportive Services, College of Nursing and Health Sciences, Flinders University, Adelaide, SA 5042, Australia.
: This study aimed to explore self-care understanding and behaviours among aged-care workers in Australia. It was conducted as part of a project to co-produce a self-care resource for the Australian aged-care workforce. : Semi-structured interviews with eleven aged-care staff and a focus group with four staff at an aged-care facility were undertaken to understand how staff understand and practice self-care and how death and dying affect workers.
View Article and Find Full Text PDFEmotional Influences on Remembering and Forgetting Explained by Frontal and Parietal Dynamics.
J Neurophysiol
January 2025
MOE Key Lab for Neuroinformation, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 611731, China.
Based on item-method directed forgetting (DF) task, sixty participants were recruited to explore the influence of emotion (negative, neutral, and positive) on memory encoding processing. Behavioral results showed that participants were more successful at remembering negative pictures that needed to be forgotten, with both higher recognition rates and Pr values compared to neutral pictures. In the brain, parietal activities reflected preferential processing during negative picture viewing through enhanced late parietal positive potentials (LPP) relative to neutral ones.
View Article and Find Full Text PDFHow People React to the Termination of an Intimate Relationship: An Exploratory Mixed-Methods Study.
Evol Psychol
January 2025
Department of Psychology, Norwegean University of Science and Technology, Trondheim, Norway.
Intimate relationships frequently come to an end, and in the current research, we have endeavored to examine how individuals would potentially react in the scenario where their intimate partner decides to terminate a relationship they wish to continue. More specifically, employing open-ended questionnaires on a sample of 219 Greek-speaking participants, we identified 79 possible reactions. Subsequently, using close-ended questionnaires on a sample of 442 Greek-speaking participants, we categorized these reactions into 13 broad factors.
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