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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
based on best response
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on best response" is correct and usable in written English.
It can be used in contexts where decisions or actions are determined by the most effective or optimal response to a situation. Example: "The strategy we will implement is based on best response to market trends and consumer behavior."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(3)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
13 human-written examples
A structural econometric model based on best response dynamics and other-regarding preferences is used to analyze individual linking behavior.
Science
It is worth observing that, in their most basic forms, iterative algorithms based on best response dynamics require a significant amount of information to be locally available at the player (transmitter) [29].
Although based on best response dynamics, DLF-BRSA possesses most of the advantages shown by other reinforcement learning-based algorithms, as it allows each ST to operate in a distributed and iterative way requiring only knowledge of its own estimated SINR, as illustrated in Algorithm 1 by means of simulation results.
Three of these four patients had PR based on best response using any tumor response criteria.
Science
Analyses of response to treatment are based on best response recorded during follow-up.
Science
One patient had SD based on best response using any tumor response criteria.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
47 human-written examples
No primary efficacy end point was specified; the secondary objective of antitumour activity was assessed based on best confirmed overall response according to RECIST version 1.0 (Therasse et al, 2000) and ORR (confirmed complete response (CR) or partial response (PR)).
Science
*Maximum and minimum scores are based on best and worst responses to all items on the SF-36 and SF-12.
These recommendations are based on best practices as well as responses to our surveys.
News & Media
Patient classification was performed based on best data fit to one of the 3 possible responses.
One patient was evaluated as having PD following an objective tumor response based on the best response evaluation.
Science
Expert writing Tips
Best practice
When using "based on best response", ensure the context clearly defines what constitutes the "best" response, providing clarity and avoiding ambiguity.
Common error
Avoid using "based on best response" without specifying the criteria for evaluating the response. General use can lack specific guidance in decision-making.
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on best response" primarily functions as a prepositional phrase modifying a noun or verb. It indicates that a decision, action, or strategy is contingent upon the most effective or optimal reaction to a given situation. Ludwig confirms this usage with multiple examples from diverse contexts.
Frequent in
Science
60%
News & Media
20%
Formal & Business
20%
Less common in
Wiki
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "based on best response" serves as a versatile prepositional phrase indicating a strategic adaptation according to the most effective reaction. As Ludwig confirms, its usage is grammatically correct and commonly found in scientific, news, and business contexts. While applicable across various domains, ensure clarity by specifying criteria for defining the "best" response. Employing this phrase effectively conveys adaptability and responsiveness, enriching communication with a strategic touch.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
depending on optimal reaction
Changes the base from which the action is taken and uses reaction instead of response.
reliant on most effective action
Replaces "best response" with a more descriptive phrase, while maintaining the core meaning.
informed by optimal answer
Substitutes "response" with "answer", implying a solution-oriented approach.
guided by top-tier reaction
Uses "top-tier reaction" to emphasize the high quality of the response guiding the action.
contingent on superior solution
Replaces "response" with "solution" and uses "contingent" to highlight the conditional nature.
dictated by premier action
Emphasizes the controlling influence of the best action.
determined by optimum reply
Uses "optimum reply" to specify the best answer and "determined" to indicate a more direct influence.
shaped by prime reaction
Uses a different metaphor, suggesting that the action is molded by the best reaction.
according to highest quality answer
This is more formal. Replace the word "response" for "answer" to fit a more generic environment.
following leading-edge solution
Highlights innovation and advancement.
FAQs
How can I use "based on best response" in a sentence?
You can use "based on best response" to indicate that a decision or action is determined by the most effective reaction to a situation. For example, "The company's marketing strategy is "based on best response" to real-time consumer data".
What are some alternatives to "based on best response"?
Alternatives include "depending on optimal reaction", "reliant on most effective action", or "informed by optimal answer", each offering a slightly different nuance.
In what contexts is "based on best response" most appropriate?
"Based on best response" is particularly suitable in contexts where strategic decisions are made adaptively, such as in game theory, medical treatment protocols, or dynamic business environments.
What's the difference between "based on best response" and "based on average response"?
"Based on best response" implies optimizing for the single most effective reaction, whereas "based on average response" suggests optimizing for a typical or common reaction, potentially sacrificing peak effectiveness for broader applicability.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested