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In the context of cybersecurity, tracking the activities of coordinated hosts over time is a daunting task because both participants and their behaviours evolve at a fast pace. We address this scenario by solving a dynamic novelty discovery…

网络与互联网体系结构 · 计算机科学 2025-02-11 Kai Huang , Luca Gioacchini , Marco Mellia , Luca Vassio

Tourism affects not only the tourism industry but also society and stakeholders such as the environment, local businesses, and residents. Tourism Recommender Systems (TRS) can be pivotal in promoting sustainable tourism by guiding travelers…

信息检索 · 计算机科学 2025-01-10 Ashmi Banerjee , Tunar Mahmudov , Emil Adler , Fitri Nur Aisyah , Wolfgang Wörndl

Predicting future bus trip chains for an existing user is of great significance for operators of public transit systems. Existing methods always treat this task as a time-series prediction problem, but the 1-dimensional time series…

机器学习 · 计算机科学 2024-12-17 Xiannan Huang , Yixin Chen , Quan Yuan , Chao Yang

Random networks are increasingly used to analyse complex transportation networks, such as airline routes, roads and rail networks. So far, this research has been focused on describing the properties of the networks with the help of random…

物理与社会 · 物理学 2017-09-19 Jürgen Hackl , Bryan T. Adey

Graph drawings are useful tools for exploring the structure and dynamics of data that can be represented by pair-wise relationships among a set of objects. Typical real-world social, biological or technological networks exhibit high…

社会与信息网络 · 计算机科学 2018-07-05 Christian Schulz

In this paper we consider a set of travelers, starting from likely different locations towards a common destination within a road network, and propose solutions to find the optimal connecting points for them. A connecting point is a vertex…

数据结构与算法 · 计算机科学 2016-05-09 George Tsatsanifos

This study aims to offer a new perspective on complex network representation of real-world systems. Currently, the most well-known transformation algorithms in the literature treat each data point in a time series as a node and transform…

物理与社会 · 物理学 2025-06-18 G. Cigdem Yalcin , M. Berk Onder

Recommendation based on user preferences is a common task for e-commerce websites. New recommendation algorithms are often evaluated by offline comparison to baseline algorithms such as recommending random or the most popular items. Here,…

In the era of Industry 5.0, data-driven decision-making has become indispensable for optimizing systems across Industrial Engineering. This paper addresses the value of big data analytics by proposing a novel non-linear hybrid approach for…

机器学习 · 计算机科学 2025-07-08 Ali Nikseresht

We introduce a new class of latent process models for dynamic relational network data with the goal of detecting time-dependent structure. Network data are often observed over time, and static network models for such data may fail to…

统计方法学 · 统计学 2013-11-15 Lucy F. Robinson , Carey E. Priebe

When humans navigate a crowed space such as a university campus or the sidewalks of a busy street, they follow common sense rules based on social etiquette. In this paper, we argue that in order to enable the design of new algorithms that…

计算机视觉与模式识别 · 计算机科学 2016-01-07 Alexandre Robicquet , Alexandre Alahi , Amir Sadeghian , Bryan Anenberg , John Doherty , Eli Wu , Silvio Savarese

We introduce a new methodology to analyze the evolution of epidemic time series, which is based on the construction of epidemic networks. First, we translate the time series into ordinal patterns containing information about local…

物理与社会 · 物理学 2021-03-17 José L. Herrera-Diestra , Javier M. Buldú , Mario Chávez , Johann H. Martínez

This paper proposes a new method for converting a time-series into a weighted graph (complex network), which builds on the electrostatic conceptualization originating from physics. The proposed method conceptualizes a time-series as a…

数据分析、统计与概率 · 物理学 2020-12-04 Dimitrios Tsiotas , Lykourgos Magafas , Panos Argyrakis

We analyze the game of go from the point of view of complex networks. We construct three different directed networks of increasing complexity, defining nodes as local patterns on plaquettes of increasing sizes, and links as actual…

物理与社会 · 物理学 2014-10-27 V. Kandiah , B. Georgeot , O. Giraud

To understand the formation, evolution, and function of complex systems, it is crucial to understand the internal organization of their interaction networks. Partly due to the impossibility of visualizing large complex networks, resolving…

物理与社会 · 物理学 2011-11-30 Takashi Nishikawa , Adilson E. Motter

Time series are ubiquitous in our data rich world. In what follows I will describe how ideas from dynamical systems and topological data analysis can be combined to gain insights from time-varying data. We will see several applications to…

代数拓扑 · 数学 2018-12-14 Jose A. Perea

The Airbnb search system grapples with many unique challenges as it continues to evolve. We oversee a marketplace that is nuanced by geography, diversity of homes, and guests with a variety of preferences. Crafting an efficient search…

信息检索 · 计算机科学 2024-10-29 Dillon Davis , Huiji Gao , Thomas Legrand , Weiwei Guo , Malay Haldar , Alex Deng , Han Zhao , Liwei He , Sanjeev Katariya

We present the modification of natural visibility graph (NVG) algorithm used for the mapping of the time series to the complex networks (graphs). We propose the parametric natural visibility graph (PNVG) algorithm. The PNVG consists of NVG…

数据分析、统计与概率 · 物理学 2015-06-11 I. V. Bezsudnov , A. A. Snarskii

Interactions between people and ecological systems, through leisure or tourism activities, form a complex socio-ecological spatial network. The analysis of the benefits people derive from their interactions with nature -- also referred to…

At Airbnb, an online marketplace for stays and experiences, guests often spend weeks exploring and comparing multiple items before making a final reservation request. Each reservation request may then potentially be rejected or cancelled by…

信息检索 · 计算机科学 2023-05-31 Chun How Tan , Austin Chan , Malay Haldar , Jie Tang , Xin Liu , Mustafa Abdool , Huiji Gao , Liwei He , Sanjeev Katariya