bootstrapping

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数据源: ai_enrichment
bootstrapping 指在计算机科学中,系统或程序通过自身初始部分来启动或引导更复杂功能的过程,常用于描述自举或自展机制。

用法要点

句型搭配

bootstrapping 常用作名词,在句子中作主语或宾语,描述启动过程;也可作动词,但较少见,需注意上下文。

• The bootstrapping process is critical for system initialization.
• We need to bootstrap the application from scratch.

介词用法

bootstrapping 常与介词 'in'、'for'、'through' 搭配,表示在某个领域、目的或方式中的引导过程。

• Bootstrapping in machine learning involves training models with limited data.
• We achieved success through bootstrapping our resources.

语域说明

bootstrapping 主要出现在技术、学术和商务语境中,如计算机科学、统计学或创业领域,日常对话中较少使用。

• The bootstrapping algorithm improved the software's performance.
• Bootstrapping a startup requires careful financial planning.

基础例句

The software uses bootstrapping to load its core components automatically.

这款软件通过自举机制自动加载其核心组件。

We learned about bootstrapping in our computer science class today.

今天我们在计算机科学课上学习了自展的概念。

Bootstrapping helps the program start up without external assistance.

自举机制让程序无需外部帮助就能启动。

Can you explain how bootstrapping works in simple terms?

你能用简单的话解释一下自展是如何运作的吗?

高级例句

In statistical analysis, bootstrapping is employed to estimate confidence intervals by resampling data.

在统计分析中,自展法通过数据重采样来估计置信区间。

The startup achieved growth through bootstrapping, relying on internal revenue rather than external funding.

这家初创公司通过自举方式实现增长,依赖内部收入而非外部资金。

Bootstrapping algorithms in machine learning enhance model robustness by generating synthetic datasets.

机器学习中的自举算法通过生成合成数据集来增强模型的鲁棒性。

Researchers used bootstrapping to validate their findings in the peer-reviewed study.

研究人员在同行评审的研究中使用自展法来验证他们的发现。

高频搭配

verb

implement bootstrappinguse bootstrappingperform bootstrappingapply bootstrappingfacilitate bootstrapping

adjective

statistical bootstrappingcomputational bootstrappinginitial bootstrappingefficient bootstrappingcomplex bootstrapping

noun

bootstrapping processbootstrapping methodbootstrapping techniquebootstrapping algorithmbootstrapping phase

adverb

effectively bootstrappingsuccessfully bootstrappingrapidly bootstrappingmanually bootstrappingautomatically bootstrapping

preposition

bootstrapping in softwarebootstrapping for startupsbootstrapping through databootstrapping with limited resourcesbootstrapping from scratch

phrase

bootstrapping a systembootstrapping the applicationbootstrapping process completebootstrapping in machine learningbootstrapping for statistical analysis

常见错误

❌ 错误:We need to bootstrap the system for it to run.
✓ 正确:We need to use bootstrapping for the system to run.

bootstrapping 通常作名词,表示过程或方法;'bootstrap' 作动词较少见,在技术语境中可能被接受,但更常见的是用名词形式搭配动词如 'use' 或 'implement'。

❌ 错误:Bootstrapping is same as starting up.
✓ 正确:Bootstrapping is a specific method for starting up systems or processes.

bootstrapping 特指通过自身引导的启动过程,尤其在技术领域,而 'starting up' 更通用;混淆可能导致含义不准确。

近义词辨析

initialization

initialization 泛指任何初始化过程,可能涉及外部输入;而 bootstrapping 强调系统通过自身初始部分来引导,更具自包含性。

Initialization of the device requires user input, but bootstrapping allows it to start autonomously.

self-starting

self-starting 描述能自动开始的能力,较通用;bootstrapping 更技术化,特指在计算或统计中的自举机制。

A self-starting engine ignites on its own, whereas bootstrapping in software involves loading core modules internally.