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Easily accessible sensors, like drones with diverse onboard sensors, have greatly expanded studying animal behavior in natural environments. Yet, analyzing vast, unlabeled video data, often spanning hours, remains a challenge for machine…

计算机视觉与模式识别 · 计算机科学 2024-07-08 Duc Pham , Matthew Hansen , Félicie Dhellemmes , Jens Krause , Pia Bideau

We investigate the effects of long-range social interactions in flocking dynamics by studying the dynamics of a scalar model of collective motion embedded in a complex network representing a pattern of social interactions, as observed in…

物理与社会 · 物理学 2019-10-23 M. Carmen Miguel , Romualdo Pastor-Satorras

Opportunistic mobile social networks (MSNs) are modern paradigms of delay tolerant networks that consist of mobile users with social characteristics. The users in MSNs communicate with each other to share data objects. In this setting,…

网络与互联网体系结构 · 计算机科学 2014-07-31 Behrouz Jedari , Feng Xia

The investigation of community structure in networks is a task of great importance in many disciplines, namely physics, sociology, biology and computer science where systems are often represented as graphs. One of the challenges is to find…

物理与社会 · 物理学 2015-02-17 Emanuele Massaro , Franco Bagnoli

Network data arises through observation of relational information between a collection of entities. Recent work in the literature has independently considered when (i) one observes a sample of networks, connectome data in neuroscience being…

统计方法学 · 统计学 2022-06-22 George Bolt , Simón Lunagómez , Christopher Nemeth

Most deep-learning frameworks for understanding biological swarms are designed to fit perceptive models of group behavior to individual-level data (e.g., spatial coordinates of identified features of individuals) that have been separately…

计算工程、金融与科学 · 计算机科学 2021-08-24 Taeyeong Choi , Benjamin Pyenson , Juergen Liebig , Theodore P. Pavlic

In many complex molecular systems, the macroscopic ensemble's properties are controlled by microscopic dynamic events (or fluctuations) that are often difficult to detect via pattern-recognition approaches. Discovering the relationships…

化学物理 · 物理学 2023-09-01 Martina Crippa , Annalisa Cardellini , Matteo Cioni , Gábor Csányi , Giovanni M. Pavan

Even the simplest of animals exhibit behavioral sequences with complex temporal dynamics. Prominent amongst the proposed organizing principles for these dynamics has been the idea of a hierarchy, wherein the movements an animal makes can be…

生物物理 · 物理学 2017-02-08 Gordon J. Berman , William Bialek , Joshua W. Shaevitz

We present a probabilistic model for learning from dynamic relational data, wherein the observed interactions among networked nodes are modeled via the Bernoulli Poisson link function, and the underlying network structure are characterized…

社会与信息网络 · 计算机科学 2018-05-29 Sikun Yang , Heinz Koeppl

With the influx of complex and detailed tracking data gathered from electronic tracking devices, the analysis of animal movement data has recently emerged as a cottage industry amongst biostatisticians. New approaches of ever greater…

应用统计 · 统计学 2017-01-31 Toby A Patterson , Alison Parton , Roland Langrock , Paul G Blackwell , Len Thomas , Ruth King

Understanding how animals move through heterogeneous landscapes is central to ecology and conservation. In this context, step selection functions (SSFs) have emerged as the main statistical framework to analyze how biotic and abiotic…

A multilayer network approach combines different network layers, which are connected by interlayer edges, to create a single mathematical object. These networks can contain a variety of information types and represent different aspects of a…

The movement changes the underlying spatial representation of the participated mobile objects or nodes. In real world scenario, such mobile nodes can be part of any biological network, transportation network, social network, human…

社会与信息网络 · 计算机科学 2024-07-29 Md. Arquam , Utkarsh Tiwari , Suchi Kumari

Gene expression of social actions in Drosophilae has been attracting wide interest from biologists, medical scientists and psychologists. Gene-edited Drosophilae have been used as a test platform for experimental investigation. For example,…

计算机视觉与模式识别 · 计算机科学 2019-09-12 Khan Faraz , Ahmed Bouridane , Richard Jiang , Tiancheng Xia , Paul Chazot , Abdel Ennaceur

The \emph{Mixed-Membership Stochastic Blockmodel (MMSB)} is a popular framework for modeling social network relationships. It can fully exploit each individual node's participation (or membership) in a social structure. Despite its powerful…

机器学习 · 计算机科学 2013-10-08 Xuhui Fan , Longbing Cao , Richard Yi Da Xu

Recent studies of animal social networks have significantly increased our understanding of animal behavior, social interactions, and many important ecological and epidemiological processes. However, most of the studies are at low temporal…

种群与进化 · 定量生物学 2017-02-08 Shi Chen , Amiyaal Ilany , Brad J. White , Michael W. Sanderson , Cristina Lanzas

The evolution of communities in dynamic (time-varying) network data is a prominent topic of interest. A popular approach to understanding these dynamic networks is to embed the dyadic relations into a latent metric space. While methods for…

统计方法学 · 统计学 2020-03-18 Joshua Daniel Loyal , Yuguo Chen

A multi-state version of an animal movement analysis method based on conditional logistic regression, called Step Selection Function (SSF), is proposed. In ecology SSF is developed from a comparison between the observed location of an…

统计方法学 · 统计学 2018-03-14 Aurélien Nicosia , Thierry Duchesne , Louis-Paul Rivest , Daniel Fortin

Brain-wide recordings of large-scale networks of neurons now provide an unprecedented view into how the brain drives behavior. However, brain activity contains both information directly related to behavior as well as the potential for many…

神经元与认知 · 定量生物学 2026-05-06 Eva Yezerets , En Yang , Misha B. Ahrens , Adam S. Charles

The analysis of animal tracking data provides an important source of scientific understanding and discovery in ecology. Observations of animal trajectories using telemetry devices provide researchers with information about the way animals…

统计方法学 · 统计学 2020-02-17 Henry R. Scharf , Mevin B. Hooten , Ryan R. Wilson , George M. Durner , Todd C. Atwood