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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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different initial points

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "different initial points" is correct and usable in written English.
It can be used when discussing varying starting locations, perspectives, or conditions in a particular context. Example: "In our analysis, we considered different initial points to understand how they affect the outcome of the experiment."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

35 human-written examples

The evaluation consists of preparation of 400 tours with different initial points, start time, and tour durations.

The results also indicate that the computational cost of the optimization process grows slowly with the number of the design variables, and the repeatability of the algorithm is very good when starting the search from different initial points.

different initial points with five cells.

We executed this problem 10 times from different initial points.

Table 2 lists the numerical results of Problem 2 with different initial points.

We examine the behavior of the above iterations for the different initial points (see Table 1).

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Human-verified similar examples from authoritative sources

Similar Expressions

25 human-written examples

Note the different initial point of the firing threshold.

Science & Research

Nature

This results in the selection of a different initial point.

One effective algorithm to increase the reliability is performing hillclimbing iteratively, each time with a different initial point, and then keeping the best solution.

Different initial-point thresholds are determined and given to areas with drastic and smooth changes in gray-level values.

We then generate at least 20 samples, each taken from the end of a single Markov chain initialized from different random initial points in the state space.

Science

eLife
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Expert writing Tips

Best practice

When describing simulations or optimization processes, clarify the method used to generate the "different initial points", such as random sampling or grid-based selection, to enhance reproducibility.

Common error

Avoid the assumption that using "different initial points" will always lead to finding the globally optimal solution. While it increases the chances, local optima may still trap the process. Consider employing global optimization techniques in conjunction.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "different initial points" typically functions as an adjectival phrase modifying a noun. It describes the varying origins or starting positions in a process, simulation, or analysis. As Ludwig AI explains, this phrase is usable and grammatically correct.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "different initial points" is grammatically correct and commonly used, particularly in scientific and technical writing. According to Ludwig AI, the phrase is perfectly acceptable and serves to describe the varying origins or starting positions in processes such as simulations or optimization algorithms. To enhance clarity, specify the method for generating these points. Be cautious not to assume that using "different initial points" guarantees finding the global optimum; local optima can still pose a challenge. Consider using alternatives like ""varied starting points"" or ""multiple initial states"" to add variety to your writing.

FAQs

How can I use "different initial points" in a sentence?

You might say, "The algorithm was tested using "varied starting points" to ensure robustness" or "We explored the solution space by starting from "multiple initial states"".

What does "different initial points" mean in optimization?

In optimization, "different initial points" refers to starting an optimization algorithm from several distinct locations in the search space. This helps to avoid getting stuck in local optima and increases the likelihood of finding a global optimum.

Is there a difference between "different initial points" and "different starting points"?

The phrases "different initial points" and "different starting points" are largely interchangeable. The choice often depends on stylistic preference and the specific context.

Why use "different initial points" in simulations?

Using "different initial points" in simulations helps assess the sensitivity of the results to initial conditions. It also aids in exploring the range of possible outcomes and identifying potential instabilities or bifurcations.

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Source & Trust

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Authority and reliability

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Real-world application tested

Most frequent sentences: