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Hypergraphs provide a natural way to represent polyadic relationships in network data. For large hypergraphs, it is often difficult to visually detect structures within the data. Recently, a scalable polygon-based visualization approach was…

图形学 · 计算机科学 2024-07-30 Peter Oliver , Eugene Zhang , Yue Zhang

The horizon line is an important contextual attribute for a wide variety of image understanding tasks. As such, many methods have been proposed to estimate its location from a single image. These methods typically require the image to…

计算机视觉与模式识别 · 计算机科学 2016-08-17 Scott Workman , Menghua Zhai , Nathan Jacobs

Several techniques for visualization of dynamic graphs are based on different spatial arrangements of a temporal sequence of node-link diagrams. Many studies in the literature have investigated the importance of maintaining the user's…

人机交互 · 计算机科学 2016-09-01 Paolo Federico , Silvia Miksch

Time series clustering poses a significant challenge with diverse applications across domains. A prominent drawback of existing solutions lies in their limited interpretability, often confined to presenting users with centroids. In…

机器学习 · 计算机科学 2025-02-19 Paul Boniol , Donato Tiano , Angela Bonifati , Themis Palpanas

Nonlinear time series analysis is an active field of research that studies the structure of complex signals in order to derive information of the process that generated those series, for understanding, modeling and forecasting purposes. In…

数据分析、统计与概率 · 物理学 2015-05-20 Lucas Lacasa , Raul Toral

With the increasing availability of high-dimensional data, analysts often rely on exploratory data analysis to understand complex data sets. A key approach to exploring such data is dimensionality reduction, which embeds high-dimensional…

机器学习 · 计算机科学 2024-12-17 Pavlin G. Poličar , Blaž Zupan

Traditional visualisations are designed to be shown on a flat surface (screen or page) but most data is not "flat". For example, the surface of the earth exists on a sphere, however, when that surface is presented on a flat map, key…

人机交互 · 计算机科学 2022-10-25 Kun-Ting Chen

Network visualisation techniques are important tools for the exploratory analysis of complex systems. While these methods are regularly applied to visualise data on complex networks, we increasingly have access to time series data that can…

社会与信息网络 · 计算机科学 2020-08-26 Vincenzo Perri , Ingo Scholtes

Stacked area charts are a widely used visualization technique for numerical time series. The x-axis represents time, and the time series are displayed as horizontal, variable-height layers stacked on top of each other. The height of each…

数据结构与算法 · 计算机科学 2025-06-27 Alexander Dobler , Martin Nöllenburg

While advances in computing resources have made processing enormous amounts of data possible, human ability to identify patterns in such data has not scaled accordingly. Efficient computational methods for condensing and simplifying data…

信息检索 · 计算机科学 2020-04-03 Yike Liu , Tara Safavi , Abhilash Dighe , Danai Koutra

3D scene graphs hierarchically represent the environment appropriately organizing different environmental entities in various layers. Our previous work on situational graphs extends the concept of 3D scene graph to SLAM by tightly coupling…

机器人学 · 计算机科学 2023-08-23 Hriday Bavle , Jose Luis Sanchez-Lopez , Javier Civera , Holger Voos

Time series visualization plays a crucial role in identifying patterns and extracting insights across various domains. However, as datasets continue to grow in size, visualizing them effectively becomes challenging. Downsampling, which…

人机交互 · 计算机科学 2023-04-04 Jonas Van Der Donckt , Jeroen Van Der Donckt , Michael Rademaker , Sofie Van Hoecke

Recent 2D-to-3D human pose estimation works tend to utilize the graph structure formed by the topology of the human skeleton. However, we argue that this skeletal topology is too sparse to reflect the body structure and suffer from serious…

计算机视觉与模式识别 · 计算机科学 2023-04-05 Han Li , Bowen Shi , Wenrui Dai , Yabo Chen , Botao Wang , Yu Sun , Min Guo , Chenlin Li , Junni Zou , Hongkai Xiong

Visualisation is an effective way to facilitate the analysis and understanding of multivariate data. In the context of multi-objective optimisation, comparing to quantitative performance metrics, visualisation is, in principle, able to…

神经与进化计算 · 计算机科学 2019-03-06 Huiru Gao , Haifeng Nie , Ke Li

Video prediction models combined with planning algorithms have shown promise in enabling robots to learn to perform many vision-based tasks through only self-supervision, reaching novel goals in cluttered scenes with unseen objects.…

机器学习 · 计算机科学 2019-09-13 Suraj Nair , Chelsea Finn

Abstract data has no natural scale and so interactive data visualizations must provide techniques to allow the user to choose their viewpoint and scale. Such techniques are well established in desktop visualization tools. The two most…

人机交互 · 计算机科学 2020-11-16 Yalong Yang , Maxime Cordeil , Johanna Beyer , Tim Dwyer , Kim Marriott , Hanspeter Pfister

Visual information plays an indispensable role in our daily interactions with environment. Such information is manipulated for a wide range of purposes spanning from basic object and material perception to complex gesture interpretations.…

计算机视觉与模式识别 · 计算机科学 2017-09-04 Vahid Jalili

We present algorithms and experiments for the visualization of directed graphs that focus on displaying their reachability information. Our algorithms are based on the concepts of the path and channel decomposition as proposed in the…

数据结构与算法 · 计算机科学 2019-07-29 Panagiotis Lionakis , Giacomo Ortali , Ioannis G. Tollis

Uniform timeslicing of dynamic graphs has been used due to its convenience and uniformity across the time dimension. However, uniform timeslicing does not take the data set into account, which can generate cluttered timeslices with edge…

社会与信息网络 · 计算机科学 2019-07-30 Yong Wang , Daniel Archambault , Hammad Haleem , Torsten Moeller , Yanhong Wu , Huamin Qu

An Horizontal Visibility Graph (for short, HVG) is defined in association with an ordered set of non-negative reals. HVGs realize a methodology in the analysis of time series, their degree distribution being a good discriminator between…

数据分析、统计与概率 · 物理学 2013-09-24 Gregory Gutin , Toufik Mansour , Simone Severini