Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
based on a graph
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on a graph" is correct and usable in written English.
You can use it when referring to information, conclusions, or analyses that are derived from a graphical representation of data. Example: "The conclusions drawn in this report are based on a graph that illustrates the sales trends over the past five years."
✓ Grammatically correct
Science
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
41 human-written examples
In four of these items, students were asked to generate an equation, in one case based on a story, in one case based on a graph, and in two cases, based on both a story and a graph.
Techniques such as Markov clustering may then be applied to create orthologous groups, or one may simply define clusters based on a graph's existing connections (Kuzniar et al. 2008).
Science
Additionally, one of the limitations of a model based on a graph representation is that depending on the criteria used to identify the co-substrates and co-products in the reactions, the networks obtained are different.
Science
Based on the discussion above, initially one might think that a system for this should be based on a graph database because of its inherent flexibility (anything can be linked to anything) as opposed to relational databases (where data is in tables and linked via unique keys).
Science
One motor-primitive generation approach is based on a graph [5 8].
The paper by Caprara et al. [18] introduces a model based on a graph.
Human-verified similar examples from authoritative sources
Similar Expressions
19 human-written examples
Recently, based on a graph-based manifold ranking method, Yang et al. [39] detected saliency of the image elements by ranking the similarity to background and foreground queries.
The core of the first proposed algorithm is the voltage drop between candidate TS and the substation bus, and the core of the second algorithm is based on a graph-based method to minimize the voltage drop in the network.
To address this issue, two control-oriented models are proposed in this paper, the first is based on droplet geometry superposition, while the other is based on a graph-based characterization of local flow dynamics.
Science
SQUIRREL molecular superposition is based on a graph-matching routine [4] and allows partial matching.
Science
The Space D* is based on a graph-search algorithm, which is costly for large environments.
Expert writing Tips
Best practice
When using "based on a graph", ensure the graph is properly cited and accessible to the reader for verification. This enhances the credibility of your analysis.
Common error
Avoid drawing conclusions that are not directly supported by the graph. Ensure that interpretations remain within the bounds of the data presented, preventing speculative or unsubstantiated claims.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on a graph" functions as a prepositional phrase, modifying a noun or clause by indicating the foundation or source of information. As Ludwig AI confirms, this is a common and correct usage.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, the phrase "based on a graph" is a grammatically correct and commonly used prepositional phrase, particularly in scientific and technical writing. It serves to indicate that information or conclusions are derived from a graphical representation of data. As Ludwig AI confirms, this usage is widely accepted. When using this phrase, ensure the graph is properly cited and that interpretations are directly supported by the data. Alternatives like "derived from a graph" or "informed by a graph" can offer subtle differences in emphasis.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
derived from a graph
Replaces "based on" with "derived from", emphasizing the origin of information.
informed by a graph
Substitutes "based on" with "informed by", suggesting that the graph provides context or understanding.
drawing from a graph
Similar to 'derived from', focusing on extracting information.
as shown by a graph
Highlights the graph as visual evidence.
using a graph as a foundation
Rephrases to highlight the graph as a foundational element.
according to a graph
Indicates that the information aligns with what the graph shows.
relying on a graph
Emphasizes the dependence on the graph for analysis or conclusions.
with reference to a graph
Formal way to indicate that a graph is being considered.
grounded in a graph
Suggests the analysis is firmly established by graphical data.
predicated on a graph
A more formal alternative to "based on", emphasizing the graph as a necessary condition.
FAQs
How can I use "based on a graph" in a sentence?
You can use "based on a graph" to indicate that a conclusion, analysis, or model is derived from information presented in a graphical format. For example, "The model is formulated "based on a graph" such that each node represents a location in the warehouse at the end of a specific scheduling stage."
What are some alternatives to "based on a graph"?
Some alternatives include phrases like "derived from a graph", "informed by a graph", or "relying on a graph", depending on the nuance you want to convey.
Is it better to say "based on a graph" or "according to a graph"?
Both phrases are correct, but ""based on a graph"" generally indicates that the graph was used to create or formulate something, while "according to a graph" simply states that the graph provides the information.
Can "based on a graph" be used in non-scientific contexts?
Yes, while frequently used in scientific and technical writing, ""based on a graph"" can also be used in any context where information or conclusions are drawn from a graph. The key is ensuring the graph is relevant and properly referenced.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested