区块链数据采矿与图形学习:一项调查
IEEE transactions on pattern analysis and machine intelligence
|October 25, 2023
概括
图形学习通过克服传统方法的局限性来增强区块链数据挖掘. 这篇评论探讨了分析复杂区块链数据的基于图形的技术,为系统操作和用户行为提供了洞察力.
科学领域:
- 计算机科学 计算机科学
- 数据科学数据科学数据科学
- 网络安全 网络安全
背景情况:
- 区块链数据挖掘为系统操作和参与者行为提供了洞察力.
- 传统的分析方法与区块链数据的大量和复杂结构作斗争.
- 图形学习通过考虑节点特征和关系来分析区块链数据,提供了一种强大的方法.
研究的目的:
- 系统地审查区块链数据挖掘任务,利用图形学习方法.
- 为区块链数据采集,图形构建和特征提取提供现有方法的全面概述.
- 将用于区块链分析的图形学习算法进行分类和比较.
主要方法:
- 研究了区块链数据采集和采样技术 (基于规则,基于集群).
- 分类图形构造方法 (基于交易,基于帐户) 和分析特征提取.
- 区块链应用程序的比较图形学习算法 (传统的ML,图形表示,图形深度学习).
主要成果:
- 确定了用于区块链数据采集,图形构建和特征提取的关键方法.
- 分类图形学习算法适用于区块链数据分析.
- 强调了图形学习的潜力,以应对区块链数据挖掘的挑战.
结论:
- 图形学习是分析复杂区块链数据的有希望的方法.
- 该审查提供了对区块链数据挖掘当前基于图形的技术的结构化概述.
- 确定了未来的研究方向和现场的挑战.
更多相关视频
07:35A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
Published on: October 13, 2023
1.7K
13:44Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
3.6K
相关概念视频
Multiple Bar Graph
5.2K
As the name suggests, a multiple bar graph is the same as a bar graph but has multiple bars to depict relationships between different data values. One can include as many parameters as possible. However, each parameter must have the same unit of measurement.
Each bar or column in the multiple bar graph represents a data value. These graphs are used primarily in interrelating two or more sets of data. The categories of different kinds of data are listed along the horizontal or x-axis, whereas...
Each bar or column in the multiple bar graph represents a data value. These graphs are used primarily in interrelating two or more sets of data. The categories of different kinds of data are listed along the horizontal or x-axis, whereas...
5.2K
Time-Series Graph
4.4K
A time-series graph is a line graph with repeated measurements taken at successive intervals of time. It is also called a time series chart. To construct a time-series graph, one must look at both pieces of a paired data set. The horizontal axis is used to plot the time increments, and the vertical axis is used to plot the values of the variable that one is measuring. By using the axes in this way, each point on the graph will correspond to time and a measured quantity. The points on the graph...
4.4K
Bar Graph
16.6K
A bar graph is also called a bar chart and consists of bars that are separated from each other. It either uses horizontal or vertical bars to show comparisons among categories. The bars can be rectangles, or they can be rectangular boxes (used in three-dimensional plots). One axis of the graph represents the specific categories being compared, and the other axis shows a discrete value. In this graph, the length of the bar for each category is proportional to the number or percent of individuals...
16.6K
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Ogive Graph
5.6K
An ogive graph is sometimes called a cumulative frequency polygon. It is one type of frequency polygon that shows cumulative frequency. In other words, the cumulative percentages are added to the graph from left to right. An ogive graph plots cumulative frequency on the vertical y-axis and class boundaries along the horizontal x-axis. It’s very similar to a histogram; only instead of rectangles, an ogive displays a single point where the top right of the rectangle would be. Creating this...
5.6K
Review and Preview
9.0K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
9.0K
