regression
return to a worse, earlier state
A change back to an older, usually worse way or condition after things had improved.
regression in [something]
- Critics called the new law a dangerous regression in human rights.
- After months of improvement, his recent behavior feels like a regression to his teenage years.
- The company wants to avoid any regression in workplace safety standards.
- Many see the censorship as a regression from earlier democratic reforms.
- The teacher discussed the child's sudden regression in reading skills with the parents.
- The country is afraid of a regression in democracy.
- Her anger was a regression to how she acted as a child.
- We must stop any regression in women’s rights.
- There has been a regression in the team’s performance this year.
- The doctor was worried about a regression in the patient’s condition.
statistical method linking variables
A math method that shows how one thing (a result) changes when one or more other things change.
perform regression on [data]
- We used linear regression to predict housing prices based on location and size.
- The researcher ran a multiple regression to control for age and income.
- This regression shows a strong positive relationship between marketing spending and sales.
- In this course you will learn both logistic regression and decision trees.
- The data do not meet the assumptions required for standard regression.
- The team used regression to predict customer demand.
- In statistics class, we built a simple regression model.
- She ran a regression on the sales data.
- Regression can show how price changes affect sales.
- We learned how to read a regression table.
reverting to childlike behavior
In psychology, when an adult acts or feels like a much younger person because of strong stress or fear.
regression to [an earlier stage]
- Under extreme pressure, he showed clear signs of regression, sulking and slamming doors like a teenager.
- The therapist explained that the patient’s baby talk was a form of regression in response to trauma.
- Stress can trigger regression to earlier, safer-feeling patterns of behavior.
- In therapy, temporary regression can sometimes help a person revisit and heal old wounds.
- The psychologist noted brief episodes of regression during the session when difficult memories came up.
- The child’s regression started after his parents’ divorce.
- In therapy, regression can happen when a person feels very afraid.
- His shouting and crying were signs of regression.
- Regression made her act like a small child again.
- The doctor said the behavior was emotional regression.
decrease in disease or tumor
In medicine, when a sickness or tumor becomes smaller or less serious.
regression of [a disease or tumor]
- The scans show significant regression of the tumor after chemotherapy.
- Doctors were surprised by the spontaneous regression of the skin lesions.
- Early treatment increases the chance of complete regression of the cancer.
- Only partial regression was achieved, so further treatment is needed.
- The study measured tumor regression in response to the new drug.
- The doctor was happy to see regression of the tumor.
- There was clear regression of the cancer after treatment.
- They hope for full regression of the disease.
- The medicine caused slow regression of the tumor.
- The report said there was partial regression of the illness.
bug returning after code changes
In software, a bug that comes back, or a new bug caused by a change that broke something that worked before.
introduce a regression in [software]
- The last update introduced a regression that breaks the login feature.
- We need to run the full test suite to catch any regressions before release.
- This regression only affects users on older versions of the operating system.
- They quickly patched the regression and pushed a hotfix to production.
- Regression testing is designed to make sure new features do not cause regressions in existing code.
- The new version has a bad regression in the search function.
- Our change caused a regression in the login page.
- We must test carefully to avoid regressions.
- The team fixed a serious regression before release.
- Regression testing helps find bugs that come back.
- Base: regression
- Plural: regression, regressions
linear regression
1straight-line regression method
A kind of regression that fits a straight line to data to show how one number changes with another number.
- We used linear regression to predict house prices from size and location.
- In this lesson you will learn how to build a simple linear regression model.
- Linear regression assumes a linear relationship between the predictor and the outcome.
multiple regression
1regression with several predictors
A kind of regression that uses two or more different factors at the same time to predict one result.
- The study used multiple regression to control for age, income, and education.
- Multiple regression allows us to see which variables really matter.
- They built a multiple regression model to forecast monthly sales.
regression analysis
1statistical study using regression
A kind of statistics study that uses regression methods to see how one thing changes when one or more other things change.
- The economist carried out a regression analysis of wages and education levels.
- Our regression analysis suggests that advertising has a strong effect on sales.
- They presented the results of their regression analysis in a detailed report.
regression testing
1testing to catch old/new bugs
Testing software after changes to make sure that things which worked before are still working and no old bugs returned.
- We scheduled two days for regression testing before the release.
- Good regression testing helps prevent old bugs from coming back.
- The team expanded their regression testing suite after the last major failure.
regression to the mean
1extreme results move toward average
The idea that very high or very low results are likely to be less extreme and closer to the usual average the next time you measure.
- The team’s poor performance this week is probably just regression to the mean after several lucky wins.
- Investors often forget about regression to the mean and expect unusually high returns to continue.
- When you see a very high test score, some drop next time can simply be regression to the mean.
logistic regression
1statistical method using logistic function
A type of statistics method that uses a logistic function to predict the chance of an event with two results, like yes/no or win/lose.
- We applied logistic regression to predict whether users would click on the ad.
- We applied logistic regression to predict whether users would click the ad.
- Logistic regression is widely used in medicine to model the probability of disease.
- Logistic regression is widely used for medical risk prediction.
- The data science course includes a full unit on logistic regression and model evaluation.
- The course compares logistic regression with other classification methods.