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Cartograms are maps that rescale geographic regions (e.g., countries, districts) such that their areas are proportional to quantitative demographic data (e.g., population size, gross domestic product). Unlike conventional bar or pie charts,…

计算几何 · 计算机科学 2019-11-12 Michael T. Gastner , Vivien Seguy , Pratyush More

Cartograms combine statistical and geographical information in thematic maps, where areas of geographical regions (e.g., countries, states) are scaled in proportion to some statistic (e.g., population, income). Cartograms make it possible…

人机交互 · 计算机科学 2016-09-16 Sabrina Nusrat , Stephen Kobourov

Cartograms are maps in which areas of geographic regions (countries, states) appear in proportion to some variable of interest (population, income). Cartograms are popular visualizations for geo-referenced data that have been around for…

人机交互 · 计算机科学 2015-04-21 Sabrina Nusrat , Stephen Kobourov

Cartograms are maps in which areas of geographic regions (countries, states) appear in proportion to some variable of interest (population, income). Cartograms are popular visualizations for geo-referenced data that have been used for over…

人机交互 · 计算机科学 2017-01-04 Sabrina Nusrat , Md. Jawaherul Alam , Stephen G. Kobourov

Cartograms are a technique for visually representing geographically distributed statistical data, where values of a numerical attribute are mapped to the size of geographic regions. Contiguous cartograms preserve the adjacencies of the…

计算几何 · 计算机科学 2026-04-16 Vladimir Molchanov , Hennes Rave , Lars Linsen

Cartograms depict geographic regions with areas proportional to quantitative data. However, when created using density-equalizing map projections, cartograms may exhibit invalid topologies if boundary polygons are drawn using only a finite…

计算几何 · 计算机科学 2026-01-21 Nihal Z. Miaji , Adi Singhania , Matthias E. Goh , Callista Le , Atima Tharatipyakul , Michael T. Gastner

We present a new circular-arc cartogram model in which countries are drawn as polygons with circular arcs instead of straight-line segments. Given a political map and values associated with each country in the map, a cartogram is a…

计算几何 · 计算机科学 2012-12-07 Jan-Hinrich Kämper , Stephen G. Kobourov , Martin Nöllenburg

Diffusion models have been used in cosmological applications as a generative model for fast simulations and to reconstruct underlying cosmological fields or astrophysical images from noisy data. These two tasks are often treated as…

宇宙学与河外天体物理 · 物理学 2025-02-07 Supranta S. Boruah , Michael Jacob , Bhuvnesh Jain

The circular cartogram, also known as the Dorling map, is a widely used tool for visualizing statistical data. It represents regions as circles with their areas in proportion to the statistical values and requires circle displacement to…

人机交互 · 计算机科学 2023-04-26 Wei Zhiwei , Ding Su , Xu Wenjia , Cheng Lu , Zhang Song , Wang Yang

Cartograms are maps in which the areas of regions (e.g., countries or provinces) are proportional to a thematic mapping variable (e.g., population or gross domestic product). A cartogram is called contiguous if it keeps geographically…

人机交互 · 计算机科学 2020-11-20 Shi Tingsheng , Ian K. Duncan , Yen-Ning Chang , Michael T. Gastner

Diffusion maps are an emerging data-driven technique for non-linear dimensionality reduction, which are especially useful for the analysis of coherent structures and nonlinear embeddings of dynamical systems. However, the computational…

机器学习 · 统计学 2018-02-27 N. Benjamin Erichson , Lionel Mathelin , Steven L. Brunton , J. Nathan Kutz

Density map is an effective visualization technique for depicting the scalar field distribution in 2D space. Conventional methods for constructing density maps are mainly based on Euclidean distance, limiting their applicability in urban…

人机交互 · 计算机科学 2021-03-08 Zezheng Feng , Haotian Li , Wei Zeng , Shuang-Hua Yang , Huamin Qu

Diffusion maps (DMAP) are often used as a dimensionality-reduction tool, but more precisely they provide a spectral representation of the intrinsic geometry rather than a complete charting method. To illustrate this distinction, we study a…

机器学习 · 计算机科学 2026-03-31 Julio Candanedo , Alejandro Patiño

In this paper, we are concerned with the problem of creating flattening maps of simply-connected open surfaces in $\mathbb{R}^3$. Using a natural principle of density diffusion in physics, we propose an effective algorithm for computing…

计算几何 · 计算机科学 2020-02-10 Gary P. T. Choi , Chris H. Rycroft

In every country, public and private agencies allocate extensive funding to collect large-scale statistical data, which in turn are studied and analyzed in order to determine local, regional, national, and international policies regarding…

物理与社会 · 物理学 2015-06-05 Karina I. Mazzitello , Julián Candia

Calculus and geometry are ubiquitous in the theoretical modelling of scientific phenomena, but have historically been very challenging to apply directly to real data as statistics. Diffusion geometry is a new theory that reformulates…

微分几何 · 数学 2026-02-09 Iolo Jones , David Lanners

Can robots imagine or generate maps like humans do, especially when only limited information can be perceived like blind people? To address this challenging task, we propose a novel group diffusion model (GDM) based architecture for robots…

机器人学 · 计算机科学 2025-01-14 Qijin Song , Weibang Bai

One of the fundamental problems within the field of machine learning is dimensionality reduction. Dimensionality reduction methods make it possible to combat the so-called curse of dimensionality, visualize high-dimensional data and, in…

机器学习 · 计算机科学 2025-05-12 Sergio García-Heredia , Ángela Fernández , Carlos M. Alaíz

Diffusion models form an important class of generative models today, accounting for much of the state of the art in cutting edge AI research. While numerous extensions beyond image and video generation exist, few of such approaches address…

机器学习 · 计算机科学 2025-04-30 Hao Luan , See-Kiong Ng , Chun Kai Ling

We propose a new approach to identifying geographical clustering and hotspots of inequality from decadal census data. We use diffusion mapping to study the 181,408 Output Areas in England and Wales, which allows us to decompose the feature…

物理与社会 · 物理学 2023-02-20 Gezhi Xiu , Huanfa Chen
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