BrowVis: Visualizing Large Graphs in the Browser

Article Biochemical Research Methods

Data-dependent visualization of biological networks in the web-browser with NDExEdit

Florian Auer et al.

Summary: Networks are commonly used to capture complex associations between biological entities. Cytoscape is a popular software for visualizing biological networks. The NDEx platform allows users to upload and share networks.

PLOS COMPUTATIONAL BIOLOGY (2022)

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Article Chemistry, Multidisciplinary

Carbonic: A Framework for Creating and Visualizing Complex Compound Graphs

Cristian Rodriguez et al.

Summary: Advancements in data generation and acquisition have led to a massive amount of available data, surpassing our ability to extract valuable knowledge from it. Compound graphs, represented by hierarchically structured nodes, provide a natural substrate for multiscale analysis of complex graphs. The Carbonic framework enables interactive multiscale visual exploration and editing of compound graphs, incorporating strategies for complexity management such as reducing visible elements and visual cluttering. It allows for the exploration and visual creation of compound graphs, facilitating the transition from information to knowledge.

APPLIED SCIENCES-BASEL (2022)

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Article Computer Science, Cybernetics

A practical approach based on Bluetooth Low Energy and Neural Networks for indoor localization and targeted devices’ identification by smartphones

Giovanni Pau et al.

Entertainment Computing (2022)

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Article Computer Science, Information Systems

GLIMG: Global and local item graphs for top-N recommender systems

Zhuoyi Lin et al.

Summary: This study investigates multiple local item graphs along with a global item graph, arguing that the model outperforms others in top-N recommendation tasks.

INFORMATION SCIENCES (2021)

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Article Computer Science, Information Systems

Semi-supervised label distribution learning via projection graph embedding

Xiuyi Jia et al.

Summary: Label distribution learning (LDL) is a new paradigm in machine learning that addresses label ambiguity by emphasizing the relevance of each label to a particular instance. We propose a projection graph embedding algorithm for semi-supervised label distribution learning (PGE-SLDL), which aims to select valuable features, construct an accurate graph, and recover unknown label distributions. The self-updating projection graph is more effective in learning label distribution compared to traditional fixed graphs in semi-supervised learning.

INFORMATION SCIENCES (2021)

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Article Computer Science, Information Systems

Distance-aware optimization model for influential nodes identification in social networks with independent cascade diffusion

Neda Binesh et al.

Summary: The study proposes a quadratic programming model and a distance-based spreader finding algorithm for influence maximization, efficiently identifying influential spreaders. The algorithm performs well on large-scale social networks and demonstrates good robustness in dealing with different noisy scenarios.

INFORMATION SCIENCES (2021)

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Article Computer Science, Hardware & Architecture

Task offloading in Edge and Cloud Computing: A survey on mathematical, artificial intelligence and control theory solutions

Firdose Saeik et al.

Summary: Next generation communication networks are expected to support resource-intensive applications, leading to the challenge of task offloading. While Cloud Computing can facilitate task offloading, it faces communication delays. Edge Computing proposes relocating Cloud Computing capabilities to the network edge to meet the requirements of emerging applications.

COMPUTER NETWORKS (2021)

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Article Computer Science, Information Systems

Online force-directed algorithms for visualization of dynamic graphs

Se-Hang Cheong et al.

Summary: Force-directed algorithms are commonly used for exploring social networks, visualizing money markets, and analyzing transaction networks. However, existing FD algorithms may not scale well when dealing with dynamic graphs. The proposed online FD algorithms are able to effectively visualize dynamic graphs and show promising performance in experiments.

INFORMATION SCIENCES (2021)

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Proceedings Paper Computer Science, Artificial Intelligence

Sublinear-Time Attraction Force Computation for Large Complex Graph Drawing

Amyra Meidiana et al.

Summary: Recent research has introduced new sublinear-time algorithms to optimize graph layout computation, resulting in a significant speed improvement compared to existing linear-time algorithms, with better quality metrics as well.

2021 IEEE 14TH PACIFIC VISUALIZATION SYMPOSIUM (PACIFICVIS 2021) (2021)

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Article Computer Science, Information Systems

NetV.js: A web-based library for high-efficiency visualization of large-scale graphs and networks

Dongming Han et al.

Summary: Graph visualization is crucial in various fields, but efficient visualization of large-scale graph data remains a challenge. This study introduces a new JavaScript library called NetV.js, which can rapidly visualize large-scale graph data on commodity computers and outperforms existing toolkits in terms of performance.

VISUAL INFORMATICS (2021)

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Article Computer Science, Hardware & Architecture

The ubiquity of large graphs and surprising challenges of graph processing: extended survey

Siddhartha Sahu et al.

VLDB JOURNAL (2020)

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Review Computer Science, Software Engineering

Force-directed algorithms for schematic drawings and placement: A survey

Se-Hang Cheong et al.

INFORMATION VISUALIZATION (2020)

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Article Computer Science, Information Systems

Cornac: Tackling Huge Graph Visualization with Big Data Infrastructure

Alexandre Perrot et al.

IEEE TRANSACTIONS ON BIG DATA (2020)

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Article Computer Science, Theory & Methods

A Distributed Multilevel Force-Directed Algorithm

Alessio Arleo et al.

IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS (2019)

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Article Computer Science, Information Systems

Visual querying and analysis of temporal fiscal networks

Walter Didimo et al.

INFORMATION SCIENCES (2019)

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Article Computer Science, Software Engineering

Drawing Large Graphs by Multilevel Maxent-Stress Optimization

Henning Meyerhenke et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2018)

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Article Computer Science, Information Systems

NGD: Filtering Graphs for Visual Analysis

Xiaodi Huang et al.

IEEE TRANSACTIONS ON BIG DATA (2018)

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Article Computer Science, Information Systems

Large graph visualizations using a distributed computing platform

Alessio Arleo et al.

INFORMATION SCIENCES (2017)

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Proceedings Paper Computer Science, Information Systems

In-Browser Interactive SQL Analytics with Afterburner

Kareem El Gebaly et al.

SIGMOD'17: PROCEEDINGS OF THE 2017 ACM INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA (2017)

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Article Computer Science, Software Engineering

Stardust: Accessible and Transparent GPU Support for Information Visualization Rendering

Donghao Ren et al.

COMPUTER GRAPHICS FORUM (2017)

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Article Biochemical Research Methods

Cytoscape.js: a graph theory library for visualisation and analysis

Max Franz et al.

BIOINFORMATICS (2016)

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Proceedings Paper Computer Science, Theory & Methods

Distributed Graph Layout with Spark

Hinge Antoine et al.

2015 19TH INTERNATIONAL CONFERENCE ON INFORMATION VISUALISATION IV 2015 (2015)

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Review Statistics & Probability

Visualizing large graphs

Yifan Hu et al.

WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS (2015)

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Article Computer Science, Information Systems

Fast layout computation of clustered networks: Algorithmic advances and experimental analysis

Walter Didimo et al.

INFORMATION SCIENCES (2014)

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Article Computer Science, Software Engineering

Interactive Level-of-Detail Rendering of Large Graphs

Michael Zinsmaier et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2012)

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Article Computer Science, Software Engineering

Visual Analysis of Large Graphs: State-of-the-Art and Future Research Challenges

T. von Landesberger et al.

COMPUTER GRAPHICS FORUM (2011)

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Article Computer Science, Software Engineering

D3: Data-Driven Documents

Michael Bostock et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2011)

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Article Computer Science, Software Engineering

Glimmer: Multilevel MDS on the GPU

Stephen Ingram et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2009)

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Article Computer Science, Information Systems

A layout algorithm for undirected compound graphs

Ugur Dogrusoz et al.

INFORMATION SCIENCES (2009)

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Article Computer Science, Software Engineering

ASK-GraphView: A large scale graph visualization system

James Abello et al.

IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS (2006)

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Article Mathematics, Applied

A multi-scale algorithm for drawing graphs nicely

R Hadany et al.

DISCRETE APPLIED MATHEMATICS (2001)

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BrowVis: Visualizing Large Graphs in the Browser

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