Mapping the learning curves of deep learning networks. by Yanru Jiang, Rick Dale

“…Using four descriptive metrics to quantify the mapped learning curves-start, end - start, max, tmax-, we identified significant differences in learning patterns based on data sources and class distinctions (all p's  <  .0001), the prominent role of spatial semantics in gesture learning, and larger information gains in language learning. …”
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Extending Local Canonical Correlation Analysis to Handle General Linear Contrasts for fMRI Data by Mingwu Jin, Rajesh Nandy, Tim Curran, Dietmar Cordes

“…Local canonical correlation analysis (CCA) is a multivariate method that has been proposed to more accurately determine activation patterns in fMRI data. In its conventional formulation, CCA has several drawbacks that limit its usefulness in fMRI. …”
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Quantification of built heritage destruction in Žepa and Srebrenica region during the 1992-1995 Bosnian Serb forces campaign by Maida Halilović, Muhidin Mulalić

“…These findings confirm the scale and uniformity of targeted erasure across the region. By correlating patterns of destruction with spatial positioning the study reinforces International Criminal Tribunal for the former Yugoslavia (ICTY) jurisprudence that classified such acts as part of a coordinated campaign of persecution and ethnic cleansing. …”
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Pedestrian Mobility Behaviors of Older People in the Face of Heat Waves in Madrid City by Diego Sánchez-González, Joaquín Osorio-Arjona

“…This research aims to understand the pedestrian mobility patterns of older adults during heat waves in Madrid, analyzing environmental and sociodemographic factors that condition such mobility. …”
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Highly conserved and cis-acting lncRNAs produced from paralogous regions in the center of HOXA and HOXB clusters in the endoderm lineage. by Neta Degani, Yoav Lubelsky, Rotem Ben-Tov Perry, Elena Ainbinder, Igor Ulitsky

“…This conservation extends to similar expression patterns of the two lncRNAs, in particular in cells transiently arising during early development or in the adult colon. …”
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The Bedrock of Rock Art: The Significance of Quartz Arenite as a Canvas for Rock Art in Central Sweden by Löfstedt Joakim, Löwenborg Daniel

“…This article examines the landscape locations of these carvings in order to identify their distribution patterns. The methods employed include spatial analysis with geographic information system combined with Maxent, a machine learning technique. …”
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Optimal exploitation of water resources in Muthanna Governorate Iraq Using (RS) and (GIS) technologies by Majid Abdulameer Maitham, Mezaal Mahmood Rawya, Awad Omar Qais

“…This study employs an analytical approach combined with spatial description by utilizing Geographic Information Systems (GIS) and Remote Sensing (RS) techniques. …”
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A 3-dimensional mathematical model of microbial proliferation that generates the characteristic cumulative relative abundance distributions in gut microbiomes. by Lena Takayasu, Wataru Suda, Eiichiro Watanabe, Shinji Fukuda, Kageyasu Takanashi, Hiroshi Ohno, Misako Takayasu, Hideki Takayasu, Masahira Hattori

“…Based on these observations, in addition to data on the spatial distribution of microbes in the digestive tract, we developed a 3-dimensional mathematical model of microbial proliferation that reproduced the experimentally observed CRAD patterns. …”
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How Does Built Environment Affect Metro Trip Time of Elderly? Evidence from Smart Card Data in Nanjing by Zhuangbin Shi, Yang Liu, Mingwei He, Qiyang Liu

“…Understanding the determinants of elderly people’s public transport usage patterns can offer new insights into elderly mobility issues and provide policy implications for planning toward an aging-friendly and sustainable city. …”
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Evaluating the ability of gridded climate datasets to capture temperature and precipitation trends and extremes by Erik Smith, Nina Grant, Xinyue Luo, Delavane Diaz

“…Four widely used gridded datasets, ERA5, ERA5-Land, MERRA-2, and PRISM, were assessed for their ability to capture extreme heat, extreme cold, and heavy precipitation events, as well as trends in annual maximum and minimum temperatures and total precipitation, over the contiguous US (CONUS). Spatial patterns are evident in each dataset, with the largest differences between observations and the gridded data across the western US for temperature and along the Gulf Coast for heavy precipitation. …”
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Adaptive Weighted Coherence Ratio Approach for Industrial Explosion Damage Mapping: Application to the 2015 Tianjin Port Incident by Zhe Su, Chun Fan

“…Through a detailed analysis of the Tianjin explosion, we reveal asymmetric damage patterns influenced by high-rise buildings and demonstrate the method’s applicability to other industrial disasters, such as the 2020 Beirut explosion. …”
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Traffic-land use compatibility and street design impacts of automated driving in Vienna, Austria by Emilia Bruck, Aggelos Soteropoulos

“…While integrated studies on potential traffic and land-use changes due to AVs largely concern issues of location choice and changing settlement patterns, assessments of how AVs may influence the quality of streets depending on the requirements of adjacent land use remain scarce. …”
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From river flow regime diversity to proxies for hydrologic homogeneity a Canada-wide case study by Sarah Ariano, Geneviève Ali

“…Caution is therefore warranted when using existing non-hydrological zonal classifications for regional water policy planning, as they may lead to a mischaracterization of spatial differences in streamflow patterns.…”
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From Margin to Mainstream: Informal Street Vendors and Local Politics in Kolkata, India by Tathagata Chatterji, Souvanic Roy

“…Power relations and engagement patterns between the street vendors and the state authorities had changed over years, impacting quality of life within the core city and its long term sustainability. …”
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Contrasting Physical and Virtual Museum Experiences: A Study of Audience Behavior in Replica-Based Environments by Haojun Xu, Yuzhi Li, Feng Tian

“…In the experiment, 24 participants experienced a physical museum (PM), RVM, RVM-I, and a traditional PC-based virtual museum, with their impressions and behavioral patterns recorded. The results indicate no significant differences between RVM and PM in terms of satisfaction, immersion, aesthetic experience, and social interaction. …”
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Multi-scale feature pyramid network with bidirectional attention for efficient mural image classification. by Shulan Wang, Siyu Liu, Mengting Jin, Pingmei Fan

“…Mural image recognition plays a critical role in the digital preservation of cultural heritage; however, it faces cross-cultural and multi-period style generalization challenges, compounded by limited sample sizes and intricate details, such as losses caused by natural weathering of mural surfaces and complex artistic patterns.This paper proposes a deep learning model based on DenseNet201-FPN, incorporating a Bidirectional Convolutional Block Attention Module (Bi-CBAM), dynamic focal distillation loss, and convex regularization. …”
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Lead Fixation in Sediments of Protected Wetlands in Lithuania by Kateryna Fastovetska, Olgirda Belova, Alvyra Slepetiene

“…This study investigates Pb fixation in wetland sediments by analyzing its spatial and temporal variations, considering organic matter content and sediment composition. …”
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A repeating earthquake catalog for Northern Chile by Jonas Folesky, Jörn Kummerow, Laurens Jan Hofman

“…Their magnitude-dependent recurrence intervals can be used to estimate local fault-slip and to infer spatial and temporal patterns of aseismically creeping zones at depth. …”
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Dynamic graph convolutional networks with Temporal representation learning for traffic flow prediction by Aihua Zhang

“…Nonetheless, existing approaches grapple with issues encompassing insufficient sharing patterns, dependence on static relationship presumptions, and an inability to effectively grasp the intricate trends and cyclic attributes of traffic flow. …”
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Cities in interaction by Antoine Peris

“…This method aims at identifying patterns of relations between cities in a systematic way by looking at the co-mentions of cities in text documents (here in web pages). …”
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