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The phrase "based on the philosophy" is correct and can be used in written English.
It usually refers to an idea or approach that is informed by philosophical principles. For example: "Our approach to education is based on the philosophy of lifelong learning."
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Teaching-learning-based optimization (TLBO) is a relative new metaheuristic algorithm based on the philosophy of teaching and learning.
Both schemes are based on the idea of generating multiple redundant signal representations and selecting the one exhibiting the lowest PAR and are thus based on the philosophy of the SLM family.
Most of these ensemble methods are based on the philosophy that multiple weak learners can be leveraged to obtain one strong learner which is better than the individual weak ones.
"This is all based on the philosophy of old-fashioned," Mr. Malkemus said.
Its curriculum is based on the philosophy of Stephen Covey, the author of "The Seven Habits of Highly Effective People".
Writer describes Anthoine's unconventional passion for mountain climbing, which is based on the philosophy of enjoyment--climbing with friends and for pleasure.
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PD Buy this book at the Guardian bookshop Huxley's dystopian vision of a "stabilised" world, based on the philosophies of Henry Ford and Sigmund Freud.
It is a bullfight, based on the philosophies of the Shinto religion.
The idea for Birobidzhan was based on the philosophies of Simon Dubnow, a Jewish writer and activist, who saw Jewish cultural autonomy as crucial to maintaining identity in the face of increased calls for Jews to assimilate.
Moving to systems that are less summative and more formative, and based on the philosophies of continual quality improvement, require changes to be made in the relevant support systems in order achieve policy proposals.
The model I base on the philosophy of the great Warren Buffett gives the firm high marks, in large part because of its earnings history.
More suggestions(21)
base on the philosophy
based on the ideology
based on the conception
based on the worldview
based on the design
based on the policy
based on the philosopher
based on the stance
based on the ethos
based on the thinking
based on the policies
based on the biography
based on the leader
based on the book
based on the translation
based on the story
based on the play
based on the religion
based on the novel
based on the spread
based on the law
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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