different starting values

USAGE SUMMARY

The phrase "different starting values" is correct and usable in written English.
You can use it when discussing variations or initial conditions in a mathematical, scientific, or programming context. Example: "In our experiment, we observed the effects of different starting values on the outcome of the simulation."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

49 human-written examples

For clinical parameters, day to day differences were calculated to account for different starting values at the beginning of the experiment and analyzed for each day by multiple t tests, corrected for multiple comparisons with the Holm-Sidak method (two tailed; H0 = "means of day to day differences are the same between CMS and vehicle treated group").

Nanoscale Research Letters

However, slightly different starting values indicated a higher loss of SOC after 21 years in the CON (11 14%) compared to the STR treatments (1 10%).

Geoderma

Stable means of growth factors as well as the same distributions and class sizes across different starting values indicated a stable and reliable solution.

The Journal of Headache and Pain

The conventional approach in solving an inverse problem is to run inversion several times using different starting values for the regularization parameter (Ramlau 2005; Reginska 1996), which is quite acceptable for the inverse problem under discussion as the approach developed here for solving this particular inverse problem is very fast; thus, the computation time is not really a concern.

Earth, Planets and Space

To deal with this problem the log-likelihood maximization will be repeated several times with different starting values and the parameters estimates will be chosen to be the vector of estimates that corresponds to the highest log-likelihood assuming that it does not have the characteristics of a spurious maximizer.

Journal of Statistical Distributions and Applications

Convergence for each model was assessed by simultaneously running five chains from different starting values and visually checking time-series plots of selected variables as well as Gelman-Rubin diagnostic plots [36] for each parameter.

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

11 human-written examples

Each PAML analysis was repeated with three different start values for ω (0.5, 1, and 2) to identify the global minima.

Genome Biology and Evolution

Different ω starting values were used to avoid local optima.

Genome Biology and Evolution

To avoid local optima and ensure that the global peak is found, each model was run three times with different ω starting values.

BMC Evolutionary Biology

We conducted all likelihood estimations using three different ω starting values (0.01, 0.3 and 3) to overcome the problem of multiple local optima.

Biology Direct

Such nonlinear parameter correlation can be identified only by the tedious process of executing flux estimation using different sets of starting values a posteriori [ 36].

BMC Systems Biology

Expert writing Tips

Best practice

When performing simulations or estimations, explicitly state that you are using "different starting values" to test the robustness and stability of your model.

Common error

Avoid using "different starting values" as a substitute for proper parameter optimization techniques. While varying starting points can reveal sensitivities, they do not replace a systematic search for optimal parameters.

Linguistic Context

The phrase "different starting values" serves as a noun phrase, typically functioning as the subject or object of a sentence. It denotes the use of varied initial conditions in processes such as simulations or iterative algorithms. As Ludwig AI confirms, this usage is correct and appropriate in written English.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "different starting values" is a valid and frequently used phrase, particularly within scientific and academic contexts. As Ludwig AI confirms, it's grammatically correct and serves to describe the practice of employing varied initial conditions to ensure the robustness and stability of models and algorithms. When using this phrase, remember that it's most effective when explicitly stating its purpose in testing model reliability, but it should not be mistaken for an optimization technique. Alternatives like "varied initial parameters" or "diverse initial conditions" may be suitable depending on the context. Ensuring convergence when using "different starting values" is also critical for validating results.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

varied initial parameters

Focuses on parameters as the element that changes at the beginning of a process.

diverse initial conditions

Emphasizes the variety of the circumstances at the outset.

different initial states

Highlights the state of a system at the beginning as being variable.

distinct starting points

Uses a more general term 'points' to describe the start of something.

varied starting positions

Suggests an initial placement or arrangement that differs.

multiple initial values

Emphasizes the numerical aspect of the starting conditions, using 'multiple'.

different seed values

Specifically used in contexts where an initial value 'seeds' a process, like in random number generation.

various initial levels

Suitable when the starting conditions are measured in terms of 'levels' or magnitudes.

alternative starting figures

Replaces "values" with "figures", suitable in contexts involving numerical data.

divergent initial settings

Focuses on the setup or configuration at the beginning, using "settings".

FAQs

How can I effectively use "different starting values" in my research?

In research, using "different starting values" helps ensure the stability and reliability of your models. It's especially useful in iterative algorithms to avoid local optima and confirm that your results converge consistently.

What is the significance of using "different starting values" in computational models?

Using "different starting values" is crucial for assessing the robustness of computational models. It helps determine whether the model's outcome is consistent regardless of initial conditions, indicating a more stable and reliable result.

Which term is better: "different starting values" or "varied initial parameters"?

The choice between "different starting values" and "varied initial parameters" depends on the context. "Different starting values" is more general, while "varied initial parameters" specifically highlights the parameters being altered at the beginning of a process.

Why is it important to check for convergence when using "different starting values"?

Checking for convergence when using "different starting values" is essential to ensure that the algorithm or model reaches a stable solution regardless of its initial state. This helps confirm the reliability and validity of the final results.