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The R programming language is built on an ecosystem of packages, some that allow analysts to accomplish the same tasks. For example, there are at least two clear workflows for creating data visualizations in R: using the base graphics…

其他统计学 · 统计学 2019-03-06 Leslie Myint , Aboozar Hadavand , Leah Jager , Jeffrey Leek

This paper proposes a method to track human figures in physical spaces and then utilizes this data to generate several data points such as footfall distribution, demographic analysis,heat maps as well as gender distribution. The proposed…

计算机视觉与模式识别 · 计算机科学 2017-11-23 Namit Juneja , Rajesh Kumar Muthu

The raster model is widely used in Geographic Information Systems to represent data that vary continuously in space, such as temperatures, precipitations, elevation, among other spatial attributes. In applications like weather forecast…

数据结构与算法 · 计算机科学 2019-01-08 Nataly Cruces , Diego Seco , Gilberto Gutiérrez

The R package colorspace provides a flexible toolbox for selecting individual colors or color palettes, manipulating these colors, and employing them in statistical graphics and data visualizations. In particular, the package provides a…

Task graphs provide a simple way to describe scientific workflows (sets of tasks with dependencies) that can be executed on both HPC clusters and in the cloud. An important aspect of executing such graphs is the used scheduling algorithm.…

分布式、并行与集群计算 · 计算机科学 2022-04-18 Jakub Beránek , Stanislav Böhm , Vojtěch Cima

We provide a computational exercise suitable for early introduction in an undergraduate statistics or data science course that allows students to 'play the whole game' of data science: performing both data collection and data analysis.…

其他统计学 · 统计学 2020-06-22 Albert Y. Kim , Johanna Hardin

Recent advances in data collection and storage have allowed both researchers and industry alike to collect data in real time. Much of this data comes in the form of 'events', or timestamped interactions, such as email and social media…

社会与信息网络 · 计算机科学 2019-08-29 Andrew Mellor

We present a novel technique to identify calendar-based (annual, monthly and daily) periodicities of an interval-based temporal pattern. An interval-based temporal pattern is a pattern that occurs across a time-interval, then disappears for…

数据库 · 计算机科学 2012-02-15 Anjana K. Mahanta , Mala Dutta

Information visualization is essential in making sense out of large data sets. Often, high-dimensional data are visualized as a collection of points in 2-dimensional space through dimensionality reduction techniques. However, these…

计算几何 · 计算机科学 2009-07-16 Emden R. Gansner , Yifan Hu , Stephen G. Kobourov

Many applications collect a large number of time series, for example, the financial data of companies quoted in a stock exchange, the health care data of all patients that visit the emergency room of a hospital, or the temperature sequences…

信息论 · 计算机科学 2017-02-09 Jonathan Mei , José M. F. Moura

The family of visibility algorithms were recently introduced as mappings between time series and graphs. Here we extend this method to characterize spatially extended data structures by mapping scalar fields of arbitrary dimension into…

数据分析、统计与概率 · 物理学 2017-09-13 Lucas Lacasa , Jacopo Iacovacci

Temporal graphs represent graph evolution over time, and have been receiving considerable research attention. Work on expressing temporal graph patterns or discovering temporal motifs typically assumes relatively simple temporal…

数据库 · 计算机科学 2022-05-31 Amir Pouya Aghasadeghi , Jan Van den Bussche , Julia Stoyanovich

Public health surveillance aims at lessening disease burden, e.g., in case of infectious diseases by timely recognizing emerging outbreaks. Seen from a statistical perspective, this implies the use of appropriate methods for monitoring time…

统计计算 · 统计学 2017-01-26 Salmon Maëlle , Schumacher Dirk , Höhle Michael

Periodically occurring accumulations of events or measured values are present in many time-dependent datasets and can be of interest for analyses. The frequency of such periodic behavior is often not known in advance, making it difficult to…

图形学 · 计算机科学 2024-01-17 Max Franke , Steffen Koch

Time series is a collection of data instances that are ordered according to a time stamp. Stock prices, temperature, etc are examples of time series data in real life. Time series data are used for forecasting sales, predicting trends.…

人机交互 · 计算机科学 2024-04-25 Sathya Krishnan Suresh , Shunmugapriya P

Classroom dashboards are designed to help instructors effectively orchestrate classrooms by providing summary statistics, activity tracking, and other information. Existing dashboards are generally specific to an LMS or platform and they…

计算机与社会 · 计算机科学 2021-12-09 Niki Gitinabard , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

The 21st century has witnessed a growing interest in the analysis of time series data. Whereas most of the literature on the topic deals with real-valued time series, ordinal time series have typically received much less attention. However,…

机器学习 · 统计学 2023-04-25 Ángel López Oriona , José Antonio Vilar Fernández

Although information workers may complain about meetings, they are an essential part of their work life. Consequently, busy people spend a significant amount of time scheduling meetings. We present Calendar.help, a system that provides…

The rapid evolution in the fields of computer science, data science, and artificial intelligence has significantly transformed the utilisation of data for decision-making. Data visualisation plays a critical role in any work that involves…

其他统计学 · 统计学 2024-01-08 Thiyanga S. Talagala

Time series data are ubiquitous nowadays. Whereas most of the literature on the topic deals with real-valued time series, categorical time series have received much less attention. However, the development of data mining techniques for this…

机器学习 · 统计学 2023-04-26 Ángel López Oriona , José Antonio Vilar Fernández