Measuring and utilizing temporal network dissimilarity by Xiu-Xiu Zhan, Chuang Liu, Zhipeng Wang, Huijuan Wang, Petter Holme, Zi-Ke Zhang

“…Abstract Quantifying the structural and functional differences of temporal networks remains a fundamental and challenging problem in the era of big data. …”
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Community Vitality in Dynamic Temporal Networks by Fu Cai, Li Min, Zou Deqing, Qu Shuyan, Han Lansheng, James J. Park

“…Current researches on temporal networks mainly tend to detect community structure. …”
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Higher-order temporal network prediction and interpretation. by H A Bart Peters, Alberto Ceria, Huijuan Wang

“…In this paper, we propose novel memory-based models for higher-order temporal network prediction. By using these models, we aim to predict the higher-order temporal network one time step ahead, based on the network observed in the past. …”
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Information Spreading on Memory Activity-Driven Temporal Networks by Linfeng Zhong, Yu Bai, Changjiang Liu, Juan Du, Weijun Pan

“…Information spreading dynamics on temporal networks have attracted significant attention in the field of network science. …”
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A powerful lens for temporal network analysis: temporal motifs by Ahmet Erdem Sarıyüce

“…Abstract Temporal networks serve as a potent representation framework facilitating the comprehension and characterization of diverse complex systems. …”
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Attention-CARU With Texture-Temporal Network for Video Depth Estimation by Sio-Kei Im, Ka-Hou Chan

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NPP estimation by fusing geodetector and deep spatio-temporal networks by Xiaohui He, Chenqiao Yuan, Panle Li, Xijie Cheng, Mengjia Qiao, Xiaoyu He, Nan Yang, Guangsheng Zhou, Jiandong Shang

“…To address this limitation, we propose a novel approach named integrate geographic with deep spatio-temporal networks (IGDSNet). Specially, the IGDSNet uses the geodetector to explore geographic mechanism of NPP and then introduces the spatio-temporal long- and short-term memory networks (ST-LSTM) to obtain the deep spatio-temporal feature of NPP. …”
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Autocorrelation properties of temporal networks governed by dynamic node variables by Harrison Hartle, Naoki Masuda

“…We study synthetic temporal networks whose evolution is determined by stochastically evolving node variables—synthetic analogues of, e.g., temporal proximity networks of mobile agents. …”
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Information Feedback in Temporal Networks as a Predictor of Market Crashes by Stjepan Begušić, Zvonko Kostanjčar, Dejan Kovač, H. Eugene Stanley, Boris Podobnik

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Generating surrogate temporal networks from mesoscale building blocks by Giulia Cencetti, Alain Barrat

“…These are used as building blocks to generate new synthetic temporal networks that will hence inherit the shape of local interactions from the datasets. …”
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Retracted: Information Spreading on Memory Activity-Driven Temporal Networks by null Complexity

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The Evolution of Digital Security by Design Using Temporal Network Analysis by Lowri Williams, Hamza Khan, Pete Burnap

Subjects: “…temporal network analysis…”
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Linking through time: Memory-enhanced community discovery in temporal networks by Giulio Virginio Clemente, Diego Garlaschelli

“…Temporal networks present a unique challenge regarding the community discovery task. …”
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Detecting Dynamic States of Temporal Networks Using Connection Series Tensors by Shun Cao, Hiroki Sayama

“…Many temporal networks exhibit multiple system states, such as weekday and weekend patterns in social contact networks. …”
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Leveraging Multi-Modality and Enhanced Temporal Networks for Robust Violence Detection by Gwangho Na, Jaepil Ko, Kyungjoo Cheoi

“…Additionally, we refine the multi-scale temporal network (MTN) to improve feature extraction across multiple temporal scales between video snippets. …”
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Time Series Forecasting Based on Temporal Networks Evolution and Dynamic Constraints by Yunlong Peng, Han Li, Xu Han

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A novel controllability method on temporal networks based on tree model by Peyman Arebi

Subjects: “…Controllability of temporal networks…”
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Analysis of Violence Patterns in Mexico: A Complex Temporal Networks Approach by Edwin Montes-Orozco, Roman-Anselmo Mora-Gutiérrez, Roberto Bernal-Jaquez, Daniela Aguirre-Guerrero

“…Using data spanning 6 years (2015–2021), this study builds temporal networks to find fundamental patterns and trends in violence. …”
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Information Spreading on Activity-Driven Temporal Networks with Two-Step Memory by Linfeng Zhong, Xiaoyu Xue, Yu Bai, Jin Huang, Qing Cheng, Longyang Huang, Weijun Pan

“…Information spreading dynamics on the temporal network is a hot topic in the field of network science. …”
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Capturing the Complex: An Intraindividual Temporal Network Analysis of Learning Resource Regulation by Bettina Harder, Nick Naujoks-Schober, Manuel D. S. Hopp

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