Shape similarity differential privacy trajectory protection mechanism based on relative entropy and K-means by Suxia ZHU, Shulun LIU, Guanglu SUN

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Workflow for mitigating shape diversity in free-form surface panels through clustering and evaluation by Hequn Liu, Yan Liu

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An Algorithm for the Shape-Based Distance of Microseismic Time Series Waveforms and Its Application in Clustering Mining Events by Hao Luo, Ziyu Liu, Song Ge, Linlin Ding, Li Zhang

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Forecasting of Hazard Zone due to Storm Surge Using SIND Model by Dong Hyun Kim, Hyung Ju Yoo, Seung Oh Lee

“…The accuracy of about 80% in terms of shape similarity was archived. The strength of the model is high accuracy and fast calculation time. …”
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Do Similar Objects Have Similar Grasp Positions? by Qi Sun, Lili He

“…In robotic grasping tasks, shape similarity has been widely adopted as a reference in grasp positions prediction for unknown objects. …”
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A synthetic data-driven machine learning approach for athlete performance attenuation prediction by Mauricio C. Cordeiro, Ciaran O. Cathain, Ciaran O. Cathain, Lorcan Daly, Lorcan Daly, David T. Kelly, David T. Kelly, Thiago B. Rodrigues

“…This study extends previous research by evaluating Tabular Variational Autoencoders (TVAE) for generating synthetic data to predict performance attenuation in Gaelic football athletes.MethodsThis study assesses synthetic data quality through a comprehensive evaluation framework combining column shape similarity metrics and Hellinger distance analysis, quantifying distributional fidelity across individual variables. …”
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Algorithm for Image Retrieval Based on Edge Gradient Orientation Statistical Code by Jiexian Zeng, Yonggang Zhao, Weiye Li, Xiang Fu

“…Then, we use Euclidean distance of edge gradient direction entropy to measure shape similarity, so that this method is not sensitive to scaling, color, and illumination change. …”
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Active Contour Models Based on Block Similarity for Multiple Objects Segmentation by Guoqi Liu, Jinjin Wei

“…For the model of active contours with group similarity (ACGS), a rank constraint for a group of evolving contours is defined to keep the shape similarity. ACGS obtains robust results in extracting a single object with missing or misleading features. …”
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A Novel Assessment Reveals Motor Variability as a Sensitive Marker of Neurological Development, Decline, and Plasticity by Atsushi Takagi, Noriyuki Tabuchi, Wakana Ishido, Chikako Kamimukai, Hiroaki Gomi

“…In this study, we introduce a novel, smartphone-based approach that employs shape similarity analysis to robustly quantify motor variability, a critical yet underexplored aspect of motor control. …”
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A Two-Step Method for Impact Source Localization in Operational Water Pipelines Using Distributed Acoustic Sensing by Haonan Wei, Yi Liu, Zejia Hao

“…The second step utilizes the Pruned Exact Linear Time (PELT) algorithm for accurate signal segmentation, followed by an unsupervised learning method combining Dynamic Time Warping (DTW) and clustering to identify the impact segment and precisely pick the arrival time based on shape similarity, overcoming the limitations of traditional pickers under conditions of complex noise. …”
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Assessing the generalization capabilities of TCR binding predictors via peptide distance analysis. by Leonardo V Castorina, Filippo Grazioli, Pierre Machart, Anja Mösch, Federico Errica

“…We show that lower 3D shape similarity between training and test peptides is associated with a harder out-of-distribution task definition, which is more interesting when measuring the ability to generalize to unseen peptides. …”
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Multivariate temperature-series analysis of stress-induced ferroelectricity in SrTiO3: a machine learning approach with K-shape clustering and hierarchical Bayesian estimation by Hirotaka Manaka, Kensei Toyoda, Yoko Miura

“…The spatial distribution of the temperature-series data for each of the 42,280 pixels was clustered using the multivariate [Formula: see text]-shape clustering method based on the shape similarity of the temperature dependence. In addition, to obtain the structural and ferroelectric phase transition temperatures, [Formula: see text] and [Formula: see text], hierarchical Bayesian temperature-series estimation was performed at each pixel (as a lower level) constrained over the entire cluster (as a higher level) considering the measurement error. …”
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Rapid Prediction of Ice Accretion on Swept Wings Based on Proper Orthogonal Decomposition and Surrogate Modelling by J. Du, Q. Guo, Y. Yue, Y. Ma, H. Cheng

“…The predicted ice shape similarity exceeded 94% for rime ice and 89% for glaze ice. …”
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Hybrids versus parental species: insights from wing phenotype similarities and differences in triatomine insects by Álvaro Lara, María Laura Hernández, María Laura Hernández, César A. Yumiseva, Mario J. Grijalva, Mario J. Grijalva, Anita G. Villacís

“…Females showed greater shape similarity between P. howardi and the ♀P. chinai × ♂P. howardi hybrids, while males showed similarity among hybrids. …”
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Advanced QT interval analysis in long-term electrocardiography using shape-based clustering and template matching: A novel approach for Holter monitoring by Kaoru Hatano, Tomohiro Takata, Mineki Takechi, Akane Wada, Hirohisa Taniguchi, Yuichi Tamura

“…This method automatically categorizes ECG waveforms into clusters based on shape similarity, and then selects representative template waveforms for each cluster. …”
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Analysis of field-free region formed by parametric positioning of a magnet pair for targeted magnetic hyperthermia by Serhat Küçükdermenci

“…Field-free regions can shrink and have shapes similar to a line or point. The focus of the field-free region can be directed to various parts of the target object. …”
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Relaxation oscillations in the Darie wind power plant model by Alena S. Kirsanova

“…The design consists of a vertically oriented shaft with curved blades or airfoils attached to it, forming a shape similar to an egg whisk. In today’s world, against the backdrop of climate change and steadily increasing energy demand, wind energy acts as a critical pillar of the transition to renewable energy sources. …”
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Observation and Simulation of Chorus Waves in Middle Magnetotail (r > 20 RE) by W. D. Fu, H. S. Fu, Y. F. Wu, X. Tao, Y. Yu, W. Z. Zhang, J. B. Cao

“…This region, resembling a magnetic bottle, shares shape similarities with the inner magnetosphere but provides a much greater inhomogeneity, resulting in higher chirping rates. …”
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A review on Actinomycetes distribution, isolation, and their medical applications by Abeer Muazi Alenazi, Yasir Anwar, Salah E.M. Abo-Aba, Noor M. Bataweel

“…Actinomycetes (Actinobacteria) are Gram-positive bacteria that grow in a variety of environments and have a filamentous shape similar to fungi. The actinomycetes distinguish themselves morphologically by forming a layer of hyphae that carry chains of spores. …”
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Determination of the spatial distribution of ship's noise components by P. Bittner, E. Kozaczka

“…It was verified by comparing its results with the approximate analytical dependence found out for a simple source of the shape similar to the virtual surface. The method of measuring the acoustic quantities is described next. …”
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