Papers Data Visualization
“Data Visualization” 태그가 달린 논문 335편 · 필터 해제
Cross-Modal Search and Exploration of Greek Painted Pottery
This paper focuses on digitally-supported research methods for an important group of cultural heritage objects, the Greek pottery, especially with figured decoration. The design, development and application of new digita…
Data VisualizationRetrievalExploring and Analyzing Wildland Fire Data Via Machine Learning Techniques
This research project investigated the correlation between a 10 Hz time series of thermocouple temperatures and turbulent kinetic energy (TKE) computed from wind speeds collected from a small experimental prescribed burn…
Data VisualizationDecision MakingManagementDiscretizing Numerical Attributes: An Analysis of Human Perceptions
Machine learning (ML) has employed various discretization methods to partition numerical attributes into intervals. However, an effective discretization technique remains elusive in many ML applications, such as associat…
AttributeData VisualizationDistNet2D: Leveraging long-range temporal information for efficient segmentation and tracking
Extracting long tracks and lineages from videomicroscopy requires an extremely low error rate, which is challenging on complex datasets of dense or deforming cells. Leveraging temporal context is key to overcoming this c…
Cell SegmentationData VisualizationSegmentationNatural Language Interfaces for Tabular Data Querying and Visualization: A Survey
The emergence of natural language processing has revolutionized the way users interact with tabular data, enabling a shift from traditional query languages and manual plotting to more intuitive, language-based interfaces…
Data InteractionData VisualizationNatural Language QueriesSemantic Parsing+3LLM4Vis: Explainable Visualization Recommendation using ChatGPT
Data visualization is a powerful tool for exploring and communicating insights in various domains. To automate visualization choice for datasets, a task known as visualization recommendation has been proposed. Various ma…
Data VisualizationExplanation GenerationNatural Language Models for Data Visualization Utilizing nvBench Dataset
Translation of natural language into syntactically correct commands for data visualization is an important application of natural language models and could be leveraged to many different tasks. A closely related effort i…
Data VisualizationNatural Language QueriesTranslationCategorizing Flight Paths using Data Visualization and Clustering Methodologies
This work leverages the U.S. Federal Aviation Administration's Traffic Flow Management System dataset and DV8, a recently developed tool for highly interactive visualization of air traffic data, to develop clustering alg…
ClusteringData VisualizationManagementMatrix Factorization in Tropical and Mixed Tropical-Linear Algebras
Matrix Factorization (MF) has found numerous applications in Machine Learning and Data Mining, including collaborative filtering recommendation systems, dimensionality reduction, data visualization, and community detecti…
Collaborative FilteringCommunity DetectionData VisualizationDimensionality Reduction+1Supervised Stochastic Neighbor Embedding Using Contrastive Learning
Stochastic neighbor embedding (SNE) methods $t$-SNE, UMAP are two most popular dimensionality reduction methods for data visualization. Contrastive learning, especially self-supervised contrastive learning (SSCL), has sh…
Contrastive LearningData VisualizationDimensionality ReductionAutomatic Data Visualization Generation from Chinese Natural Language Questions
Data visualization has emerged as an effective tool for getting insights from massive datasets. Due to the hardness of manipulating the programming languages of data visualization, automatic data visualization generation…
Data VisualizationRepresentation LearningPhysioZoo: The Open Digital Physiological Biomarkers Resource
PhysioZoo is a collaborative platform designed for the analysis of continuous physiological time series. The platform currently comprises four modules, each consisting of a library, a user interface, and a set of tutoria…
Data VisualizationHeart Rate VariabilityPhotoplethysmography (PPG)Time Series+1Modeling the Dashboard Provenance
Organizations of all kinds, whether public or private, profit-driven or non-profit, and across various industries and sectors, rely on dashboards for effective data visualization. However, the reliability and efficacy of…
Data VisualizationDecision MakingAI-Enhanced Data Processing and Discovery Crowd Sourcing for Meteor Shower Mapping
The Cameras for Allsky Meteor Surveillance (CAMS) project, funded by NASA starting in 2010, aims to map our meteor showers by triangulating meteor trajectories detected in low-light video cameras from multiple locations …
Active LearningData VisualizationMarrying Dialogue Systems with Data Visualization: Interactive Data Visualization Generation from Natural Language Conversations
Data visualization (DV) has become the prevailing tool in the market due to its effectiveness into illustrating insights in vast amounts of data. To lower the barrier of using DVs, automatic DV tasks, such as natural lan…
Data VisualizationDecoderSentenceTableGPT: Towards Unifying Tables, Nature Language and Commands into One GPT
Tables are prevalent in real-world databases, requiring significant time and effort for humans to analyze and manipulate. The advancements in large language models (LLMs) have made it possible to interact with tables usi…
Data VisualizationQuestion AnsweringAdaptively Placed Multi-Grid Scene Representation Networks for Large-Scale Data Visualization
Scene representation networks (SRNs) have been recently proposed for compression and visualization of scientific data. However, state-of-the-art SRNs do not adapt the allocation of available network parameters to the com…
Data VisualizationGPUSurgical Phase and Instrument Recognition: How to identify appropriate Dataset Splits
Purpose: Machine learning models can only be reliably evaluated if training, validation, and test data splits are representative and not affected by the absence of classes of interest. Surgical workflow and instrument re…
Data VisualizationInstrument RecognitionG-invariant diffusion maps
The diffusion maps embedding of data lying on a manifold has shown success in tasks such as dimensionality reduction, clustering, and data visualization. In this work, we consider embedding data sets that were sampled fr…
Data VisualizationDimensionality ReductionTowards High-Performance Exploratory Data Analysis (EDA) Via Stable Equilibrium Point
Exploratory data analysis (EDA) is a vital procedure for data science projects. In this work, we introduce a stable equilibrium point (SEP) - based framework for improving the efficiency and solution quality of EDA. By e…
ClusteringData Visualization