datasets were fitted

USAGE SUMMARY

The phrase "datasets were fitted" is correct and usable in written English.
It is typically used in the context of statistical analysis or machine learning to describe the process of adjusting a model to align with the data. Example: "In our study, various datasets were fitted to the regression model to evaluate its performance."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

To extend our previous fitting results [ 20], two in vitro kinetic datasets were fitted to models of the yeast Grx system (Table 1, [ 26]) and in both cases, good fits of the data were obtained (r≥0.94, Figure 3).

Bioscience Reports

To characterise the circadian profile of the activity-rest cycle, individual actigraphy datasets were fitted to an extended Cosinor model using GraphPad Software.

International Journal of Bipolar Disorders

As expected, in the case when the datasets were fitted using the analytical expressions with the same inter-division time distribution as used in generating them (gamma-distribution with shape parameter 3), we were able to obtain a good fit and recover the parameters used to simulate the data (results not shown).

Plosone

All datasets were fitted with the same set of rate constants and SAS (except for one rate, see below).

Biochimica et Biophysica Acta - General Subjects

Datasets were fitted either to a single exponential or, where single exponential fits were not satisfactory, to a double exponential function, as described previously [ 13, 14].

Biochemical Journal

The two protein datasets were fitted into Normal distribution models and the threshold for significance of +/− 1.5 was sufficient to separate differentially expressed proteins.

BMC Genomics

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

In the bootstrap procedure, 100 replicates of the original data were generated by resampling with replacement, and these datasets were fit to the final model.

European Journal of Clinical Pharmacology

Three datasets were fit using a modified substrate inhibition equation with KM = Ki for identifiability and to prevent the Ki being less than KM.

eLife

> -wrap-foot> A key functionality of PW is multi-experiment fitting, where several datasets are fitted simultaneously.

Bioinformatics

In addition, active FXR ligands from the FXR-actives dataset were fitted into the model.

Bioorganic and Medicinal Chemistry

Each of these permutations of the original dataset were fitted with the final model determined based on the original dataset.

AAPS Journal

Expert writing Tips

Best practice

When describing the application of statistical models, ensure that you specify the type of model used (e.g., linear regression, time series analysis) for clarity. For instance, instead of saying "datasets were fitted", specify "datasets were fitted using linear regression".

Common error

Avoid using the passive voice when the active voice provides more clarity and conciseness. For example, instead of "datasets were fitted by the algorithm", prefer "the algorithm fitted the datasets". This clarifies who or what performed the fitting.

Linguistic Context

The phrase "datasets were fitted" functions as a passive construction, indicating that a set of data has undergone a process of adjustment or modeling. Ludwig AI confirms its correctness and usability in written English, particularly in the context of statistical analysis.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "datasets were fitted" is a grammatically correct and usable expression, predominantly found in scientific contexts. According to Ludwig AI, it describes the application of a model to a dataset, typically within statistical analysis or machine learning. The phrase is generally used in formal, scientific writing. While accurate, remember to consider using the active voice for clearer communication. Alternative phrases, such as "datasets were modeled" or "models were applied to datasets", can provide similar meanings with slightly different emphases. Given its passive construction, ensure that the context clearly indicates what or who performed the fitting. In summary, while the expression is correct, choosing the active voice or more descriptive alternatives could enhance clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data sets were modeled

Replaces "fitted" with "modeled", emphasizing the creation of a model to represent the data.

data sets were adjusted

Substitutes "fitted" with "adjusted", highlighting the modification of data to align with a model or standard.

data sets were calibrated

Replaces "fitted" with "calibrated", focusing on the alignment of data sets to a known standard or scale.

models were applied to data sets

Rephrases to emphasize the model's application rather than the data's adjustment.

data sets were regressed

Replaces "fitted" with "regressed", focusing on regression analysis applied to datasets.

data sets were aligned

Changes "fitted" to "aligned", stressing the act of bringing data sets into agreement or correspondence.

data sets were mapped

Substitutes "fitted" with "mapped", indicating a transformation or correspondence between data sets and a model.

data sets were parameterized

Replaces "fitted" with "parameterized", emphasizing the assignment of parameters to the data sets.

models were trained on data sets

Rephrases the sentence to highlight the model training aspect using the datasets.

data sets were tuned

Changes "fitted" to "tuned", stressing the act of fine-tuning data sets for optimal performance.

FAQs

How is "datasets were fitted" typically used in scientific writing?

In scientific writing, "datasets were fitted" describes the process of applying a statistical model to a dataset to estimate parameters or test hypotheses. It's common in fields like biology, physics, and engineering where modeling data is essential.

What are some alternatives to "datasets were fitted" that I can use in my writing?

Depending on the context, you can use alternatives like "datasets were modeled", "datasets were analyzed", or "models were applied to datasets".

Is it better to use the active or passive voice when describing data fitting?

While "datasets were fitted" (passive) is grammatically correct, using the active voice (e.g., "the model fitted the datasets") can provide more clarity by explicitly stating what performed the fitting.

What does it mean when we say that "the dataset could be fitted with a regression quadratic equation"?

When we say that "the dataset could "could be fitted" with a regression quadratic equation", it means a quadratic equation can adequately model the relationship between the variables in the dataset. The model can then be used for prediction or explanation.