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相关概念视频

Survival Tree01:19

Survival Tree

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Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
 Building a Survival Tree
Constructing a...
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Reason and Intuition01:37

Reason and Intuition

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The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
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Decision Making: Traditional Method01:14

Decision Making: Traditional Method

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The process of hypothesis testing based on the traditional method includes calculating the critical value, testing the value of the test statistic using the sample data, and interpreting these values.
First, a specific claim about the population parameter is decided based on the research question and is stated in a simple form. Further, an opposing statement to this claim is also stated. These statements can act as null and alternative hypotheses, out of which a null hypothesis would be a...
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Drug Abuse and Addiction: Pharmacological Phenomena01:15

Drug Abuse and Addiction: Pharmacological Phenomena

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Drug dependence, abuse, and addiction are complex phenomena that can precipitate various abnormal states. Physical dependence refers to a state of pharmacological adaptation to a drug. This adaptation often results in tolerance—a reduced response to the drug after repeated administrations. When the drug use is abruptly stopped, withdrawal symptoms occur due to the body's need to readjust from the pharmacologically induced imbalance. However, tolerance and withdrawal symptoms do not...
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Regression Analysis01:11

Regression Analysis

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Regression analysis is a statistical tool that describes a mathematical relationship between a dependent variable and one or more independent variables.
In regression analysis, a regression equation is determined based on the line of best fit– a line that best fits the data points plotted in a graph. This line is also called the regression line. The algebraic equation for the regression line is called the regression equation. It is represented as:
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Factorial Design02:01

Factorial Design

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Factorial Analysis is an experimental design that applies Analysis of Variance (ANOVA) statistical procedures to examine a change in a dependent variable due to more than one independent variable, also known as factors. Changes in worker productivity can be reasoned, for example, to be influenced by salary and other conditions, such as skill level. One way to test this hypothesis is by categorizing salary into three levels (low, moderate, and high) and skills sets into two levels (entry level...
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Updated: May 31, 2025

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
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预测在线购物成:一个决策树模型分析.

Xueli Wan1, Jie Zeng1, Ling Zhang1

  • 1College of Chemistry and Life Sciences, Chengdu Normal University, Chengdu, China.

Frontiers in psychology
|January 23, 2025
PubMed
概括

学术上的拖延和位置感是网上购物成的关键预测因素. 了解这些因素可以帮助开发针对这种行为成的有针对性的干预措施.

科学领域:

  • 行为心理学 行为心理学
  • 数字健康数字健康
  • 成研究 研究成研究

背景情况:

  • 网上购物成是一个日益关注的问题,需要有效的缓解策略.
  • 了解心理基础对于干预开发至关重要.

研究的目的:

  • 为了确定驱动在线购物成的心理机制.
  • 开发一个用于早期识别和干预的预测模型.

主要方法:

  • 构建和分析了一个C5.0决策树模型.
  • 来自中国457名大学生的调查数据采用经过验证的心理测量尺度收集.

主要成果:

  • 预测模型实现了79.45%的准确性.
  • 发现的关键预测因素包括学术拖延 (49.0%),感觉的地方 (26.1%),社会焦虑 (10.1%),生活意义感 (7.0%),负面情绪 (7.0%) 和学术自我效能 (0.9%).

结论:

  • 这项研究为网上购物成提供了一个新的预测模型.
  • 这些发现可以为有针对性的干预和未来关于行为成和更健康的在线购物习惯的研究提供信息.
关键词:
学术拖延 学术拖延行为成 行为成c5.0 决策树模型模型在线购物成 网上购物成预测分析 预测分析心理机制的心理机制.自我有效性的自我效能.社会焦虑 社会焦虑

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