二重集群数据分析:一个全面的调查调查
Eduardo N Castanho1, Helena Aidos1, Sara C Madeira1
1LASIGE, Faculdade de Ciências, Universidade de Lisboa, Campo Grande 16, P-1749-016 Lisbon, Portugal.
Briefings in bioinformatics
|July 15, 2024
概括
双聚类揭示了复杂数据中的局部模式,有助于生物模块的发现. 这项调查提供了对双聚类方法和可操作见解的应用的统一观点.
科学领域:
- 生物信息学是一种生物信息学.
- 数据挖掘 数据挖掘
- 计算生物学 计算生物学
背景情况:
- 双聚类识别数据矩阵中的局部模式,对于基因表达分析至关重要.
- 它已经发展成为一种用于模式发现和生物模块识别的关键技术.
研究的目的:
- 为了提供一个全面的概述和更新的分类系统的双重集群.
- 为了统一分散的概念,并容纳不同的数据类型和生物领域.
- 为数据分析进行双聚类提供理论和实践指导.
主要方法:
- 为组件和应用程序进行双重集群开发一个更新的分类学.
- 为各种数据类型 (表格,网络,时间序列) 提出新的定义.
- 概述一个管道,用于二重聚类数据分析,并讨论实际实施.
主要成果:
- 一个统一的框架来理解双聚类概念和算法.
- 确定重要的应用领域,特别是生物信息学领域.
- 讨论算法选择,应用和评估标准.
结论:
- 双聚类是从复杂的生物和生物医学数据中发现可操作的见解的强大工具.
- 该调查为研究人员和从业人员在应用和评估双聚类技术方面提供了指导.
- 双重集群为推进模式发现和理解生物系统提供了显著的潜力.
相关概念视频
Data: Types and Distribution
714
In biostatistics, data are the observations collected for analysis. There are two main types: parametric and non-parametric. Parametric data, which include continuous (e.g., weight) and discrete numerical data (e.g., number of tablets), assume a particular distribution pattern, often the normal distribution. Non-parametric data do not adhere to a specific distribution and typically comprise nominal (e.g., gender) and ordinal categorical data (e.g., pain scale ratings).
Distributions in...
Distributions in...
714
Cluster Sampling Method
11.9K
Appropriate sampling methods ensure that samples are drawn without bias and accurately represent the population. Because measuring the entire population in a study is not practical, researchers use samples to represent the population of interest.
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
To choose a cluster sample, divide the population into clusters (groups) and then randomly select some of the clusters. All the members from these clusters are in the cluster sample. For example, if you randomly sample four departments from your...
11.9K
Boxplot
8.1K
Box plots (also called box-and-whisker plots or box-whisker plots) give an excellent graphical image of the concentration of the data. They also show how far the extreme values are from most data. A box plot is constructed from five values: the minimum value, the first quartile, the median, the third quartile, and the maximum value. We use these values to compare how close other data values are to them. To construct a box plot, use a horizontal or vertical number line and a rectangular box. The...
8.1K
Review and Preview
8.9K
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...
8.9K
Data Collection by Survey
6.4K
The systematic method of obtaining and analyzing accurate information of a population is called data collection. A survey is a standard method of data collection that involves collecting information from a target human population about their experience, opinion, or knowledge of a product, service, or process. The responses are recorded and interpreted. The most common survey examples are written questionnaires, face-to-face or telephonic conversations, focus groups, and electronic (e-mail or...
6.4K
5-Number Summary
4.3K
In a dataset, the 5-number summary includes the minimum data value, the data value of the first quartile, the median data value or data value of the second quartile, the data value of the third quartile, and the maximum data value. These 5 data values can be visualized as a box and whisker plot.
In a box plot, the minimum and maximum data values represent the lower and upper whiskers in the graph, and the median is designated as the center of the box in the chart. The first quartile and third...
In a box plot, the minimum and maximum data values represent the lower and upper whiskers in the graph, and the median is designated as the center of the box in the chart. The first quartile and third...
4.3K


