normalization
gb/nˌɔɹməlɪzˈeɪʃən/ us/nˌɔɹməlɪzˈeɪʃən/
C1
英语
义项
0 个义项
名词
formal
C1
process
1
Making the unusual seem normal
When people start treating something unusual or questionable as normal.
用法模式：
normalization of [something]
常见错误：
Do not confuse normalization, the process of becoming normal, with normality, the state of being normal. British spelling: normalisation.
近义词
mainstreaming (Emphasizes becoming accepted by the majority.)
|
routinization (Emphasizes becoming routine or habitual.)
|
acceptance (Less process-focused and more about approval or tolerance.)
反义词
stigmatization (Making something seem shameful or unacceptable.)
|
denormalization (Actively making something no longer seem normal or acceptable.)
搭配
social normalization
|cultural normalization
|gradual normalization
|normalization of violence
|normalization of surveillance
|normalization of remote work
|normalization of hate speech
|resist normalization
|accelerate normalization
主题
society
|culture
|politics
|media
例句
- Critics warned that the show contributed to the normalization of casual cruelty.
- The pandemic accelerated the normalization of remote work in many industries.
- The campaign pushed back against the normalization of racist language in public debate.
学习者例句
- She worries about the normalization of violence online.
- Remote work saw rapid normalization after 2020.
名词
formal
C1
process
2
Return to normal conditions
The process of becoming normal again after a problem or unusual period.
用法模式：
normalization of [levels/conditions/operations]
常见错误：
In everyday speech, return to normal is often more natural than normalization.
近义词
restoration (Emphasizes bringing something back to a previous state.)
|
stabilization (Emphasizes becoming steady rather than necessarily fully normal.)
|
recovery (Common for health, economies, and systems after damage or disruption.)
反义词
disruption (A break in normal functioning.)
|
deterioration (A change toward a worse, less normal condition.)
|
destabilization (A movement away from stability.)
搭配
normalization of blood pressure
|normalization of sleep patterns
|normalization of operations
|normalization of services
|normalization of supply chains
|normalization of inflation
|normalization of interest rates
|policy normalization
|gradual normalization
|full normalization
主题
health
|economics
|public_services
|daily_life
例句
- Doctors monitored the patient for normalization of heart rhythm after the procedure.
- The airline said the normalization of schedules could take several days after the storm.
- Investors are watching for the normalization of interest rates.
学习者例句
- The city hopes for normalization of services by Monday.
- The medicine helped with normalization of her blood pressure.
名词
formal
C1
process
3
Making forms consistent
Making things use the same form, style, or rules.
用法模式：
normalization of [names/spelling/procedures/formats]
常见错误：
Standardization is often a simpler and more common word in nontechnical contexts.
近义词
standardization (More direct and common for making things follow a standard.)
|
regularization (Emphasizes making forms regular or rule-based.)
|
harmonization (Emphasizes making different systems work consistently together.)
反义词
inconsistency (Lack of a common pattern or standard.)
|
variation (Differences between forms rather than one normalized form.)
|
fragmentation (Separation into incompatible or inconsistent parts.)
搭配
normalization of spelling
|normalization of terminology
|name normalization
|address normalization
|format normalization
|procedure normalization
|normalization rules
|normalization step
|automated normalization
|text normalization
主题
administration
|language
|technology
|data
例句
- The archive project included normalization of place names from older records.
- Before analysis, the team performed normalization of dates and address formats.
- The new policy calls for normalization of reporting procedures across all branches.
学习者例句
- We need normalization of the date format.
- The company wants normalization of its forms.
名词
technical
C1
process
4
Scaling data for comparison
Changing numbers to a common scale so they are easier to compare or process.
用法模式：
normalization of [data/features/values]
常见错误：
Normalization is not the same in every technical field; in data science it often means scaling values, while in databases it means organizing tables.
近义词
scaling (A common term for changing the size or range of values.)
|
standardization (Often specifically means centering values around a mean and standard deviation.)
|
rescaling (Emphasizes changing values from one range to another.)
反义词
denormalization (Reversing or avoiding a normalized form in some technical contexts.)
|
raw data (Data before processing or normalization.)
搭配
data normalization
|feature normalization
|min-max normalization
|z-score normalization
|score normalization
|image normalization
|normalization method
|normalization step
|normalized values
|normalization factor
主题
statistics
|data_science
|computing
|machine_learning
例句
- Feature normalization helped the model train more reliably.
- The dashboard uses normalization so sales figures from different regions can be compared.
- Without normalization, the largest variables dominated the calculation.
学习者例句
- Normalization makes the numbers easier to compare.
- The model worked better after data normalization.
名词
technical
C2
process
5
Structuring databases efficiently
Organizing a database so the same information is not stored unnecessarily in many places.
用法模式：
normalization of [a database/schema/table]
常见错误：
Do not confuse database normalization with data normalization for scaling numbers.
近义词
relational design (Broader; includes normalization but also other design choices.)
|
schema design (Broader; refers to designing the structure of a database.)
|
normal-form design (More technical and specifically tied to database normal forms.)
反义词
denormalization (Deliberately adding redundancy, often to improve query speed.)
|
data redundancy (The duplicated data that normalization often tries to reduce.)
搭配
database normalization
|schema normalization
|table normalization
|normal forms
|first normal form
|third normal form
|normalization rules
|normalization process
|relational normalization
|normalization vs denormalization
主题
databases
|computing
|software_development
例句
- Database normalization separated customer information from order records.
- Too much normalization can make some reporting queries slower.
- The course covers keys, dependencies, and normalization.
学习者例句
- Normalization can reduce duplicate data in a database.
名词
technical
C2
process
6
Adjusting audio volume level
Changing the volume level of audio so it reaches a chosen standard level.
用法模式：
normalization of [audio/a track/a recording]
常见错误：
Audio normalization changes level; it is not the same as compression, which changes the difference between loud and quiet parts.
近义词
level adjustment (Broader; can include manual volume changes, not only normalization.)
|
gain adjustment (More technical; refers to changing signal level.)
|
volume leveling (Commoner and less technical, especially for making tracks similar in loudness.)
反义词
unnormalized audio (Audio that has not been adjusted to a standard level.)
|
level variation (Differences in loudness that normalization may reduce.)
搭配
audio normalization
|loudness normalization
|peak normalization
|volume normalization
|track normalization
|normalization level
|normalization target
|apply normalization
|automatic normalization
|normalize audio
主题
audio
|media
|music
|technology
例句
- The podcast editor applied normalization before uploading the episode.
- Loudness normalization helps songs play at a more consistent volume.
- Peak normalization raised the track without clipping the loudest part.
学习者例句
- Audio normalization made the recording louder.
- The app uses normalization for music volume.
语法
词典原形
normalization
IPA
GB/nˌɔɹməlɪzˈeɪʃən/
US/nˌɔɹməlɪzˈeɪʃən/
音节与重音
nor - mal - iz - a - tion （5 个音节）
Stress on 4th syllable (a)
词形变化
Noun
- Base: normalization
- Plural: normalization, normalizations
相关表达
batch normalization
1/bˈæt͡ʃ nˌɔɹməlɪzˈeɪʃən/
fixed phrase
technical
Stabilizing neural network training
A method that helps a neural network train more smoothly by normalizing groups of values.
例句
- Adding batch normalization improved the stability of the neural network.
- The model uses batch normalization after each convolutional layer.
- In some architectures, batch normalization is replaced by layer normalization.
normalization constant
1/nˌɔɹməlɪzˈeɪʃən kˈɑnstənt/
fixed phrase
technical
Factor making totals equal one
A number used to make a formula add up, integrate, or scale to a required value.
例句
- The probability distribution includes a normalization constant so the total probability is one.
- In quantum mechanics, the normalization constant ensures that the wavefunction has unit probability.
- The missing normalization constant made the formula impossible to compare with the data.
normalization of deviance
1/nˌɔɹməlɪzˈeɪʃən əv dˈiviəns/
fixed phrase
technical
Accepting unsafe exceptions
When people get used to breaking rules or taking risks because nothing bad has happened yet.
例句
- After several successful shortcuts, the team fell into the normalization of deviance.
- Investigators cited normalization of deviance as a factor in the accident.
- The manager tried to stop the normalization of deviance before unsafe habits became routine.
normalization of relations
1/nˌɔɹməlɪzˈeɪʃən əv ɹilˈeɪʃənz/
fixed phrase
formal
Restoring official relations
When countries or groups start having normal official relations again.
例句
- The agreement opened the door to normalization of relations between the two countries.
- Talks on normalization of relations resumed after years of hostility.
- Businesses welcomed the normalization of relations with neighboring markets.
unicode normalization
1/jˈunɪkd nˌɔɹməlɪzˈeɪʃən/
fixed phrase
technical
Standardizing Unicode text
Making computer text use one consistent Unicode representation.
例句
- Unicode normalization fixed the search problem with accented names.
- The application applies Unicode normalization before comparing strings.
- NFC is a common Unicode normalization form for stored text.