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A hybrid dual-branch model with recurrence plots and transposed transformer for stock trend prediction.
Chaos
January 2025
School of Electrical Engineering and Automation, Tianjin University, Tianjin 300072, China.
Stock trend prediction is a significant challenge due to the inherent uncertainty and complexity of stock market time series. In this study, we introduce an innovative dual-branch network model designed to effectively address this challenge. The first branch constructs recurrence plots (RPs) to capture the nonlinear relationships between time points from historical closing price sequences and computes the corresponding recurrence quantifification analysis measures.
View Article and Find Full Text PDFThe Korean integrative family therapy model.
Fam Process
March 2025
School of Social Work, University of Michigan, Ann Arbor, Michigan, USA.
Family therapy was introduced in South Korea in the 1970s and has been extensively applied in clinical and academic settings. However, despite the efficacy of using family therapy models from the United States for Korean families, existing models are unable to fully capture the nuances of the Korean family culture, limiting their full potential to help families in crises. Based on observations and counseling of over 1500 families in Korea, this paper presents a theoretical and clinical foundation, namely, the Korean Integrative Family Therapy Model.
View Article and Find Full Text PDFLearning with noisy labels via clean aware sharpness aware minimization.
Sci Rep
January 2025
School of Mechanical, Electrical, and Information Engineering, Putian University, Putian, 351100, China.
Noise label learning has attracted considerable attention owing to its ability to leverage large amounts of inexpensive and imprecise data. Sharpness aware minimization (SAM) has shown effective improvements in the generalization performance in the presence of noisy labels by introducing adversarial weight perturbations in the model parameter space. However, our experimental observations have shown that the SAM generalization bottleneck primarily stems from the difficulty of finding the correct adversarial perturbation amidst the noisy data.
View Article and Find Full Text PDFSeeing in the Future - a Perspective on Combining Light with Chemical Biology Approaches to Treat Retinal Pathologies.
ChemMedChem
January 2025
Department of Physiological Chemistry, University Medical Center of Johannes Gutenberg University Mainz, 55128, Mainz, Germany.
New concepts to treat eye diseases have emerged that elegantly combine unnatural light exposure with chemical biology approaches to achieve superior cellular specificity and, as a result, improvement of visual function. Historically, light exposure without further molecular eye treatment has offered limited success including photocoagulation to halt pathological blood vessel growth or low light exposure to stimulate retinal cell viability. To add cellular specificity to such treatments, researchers have introduced various biological or chemical light-sensing molecules and combined those with light exposure.
View Article and Find Full Text PDF[Professor 's clinical experience in treatment of pelvic congestion syndrome with acupuncture].
Zhongguo Zhen Jiu
January 2025
Institute of Acupuncture and Moxibustion, China Academy of Chinese Medical Sciences, Beijing 100700, China; Acupuncture and Moxibustion Hospital of China Academy of Chinese Medical Sciences, Beijing 100700.
The paper introduces Professor 's experience in treating pelvic congestion syndrome with acupuncture. Professor believes that the stagnation in the thoroughfare and conception vessels, retarded circulation of and blood, and the obstruction of blood flow in the uterus are implicated in the pathogenesis of pelvic congestion syndrome. In clinical practice, according to the pathogenesis, focusing on regulating the functions of the thoroughfare and conception vessels, the thinking of treatment is summarized as "resolving the stasis and stopping pain by regulating the thoroughfare and conception vessels", "selecting the points based on their indications" and "tranquilizing the mind and harmonizing the physical and mental states".
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