identified by statistical hypothesis testing vs identified by

Both phrases are correct, but they serve different purposes. 'Identified by statistical hypothesis testing' is used when referring to the specific method used to identify something, while 'identified by' is a more general phrase that can be used when the method of identification is not important to specify.

Last updated: March 17, 2024 • 727 views

This phrase is correct and commonly used in academic and scientific contexts to specify the method of identification.

"identified by statistical hypothesis testing"

This phrase is used when referring to the specific method, statistical hypothesis testing, that was used to identify something.

Examples:

The presence of the gene was identified by statistical hypothesis testing.
The correlation between the variables was identified by statistical hypothesis testing.

Show examples from the web [+]

Jan 6, 2012 ... In tiling microarray experiments differentially expressed regions across treatments can be identified by statistical hypothesis testing. However ...

Alternatives:

identified through statistical hypothesis testing
identified using statistical hypothesis testing
identified by means of statistical hypothesis testing
identified with statistical hypothesis testing
identified based on statistical hypothesis testing

This phrase is correct and can be used in a general context when the specific method of identification is not important to specify.

"identified by "

This phrase is used when mentioning the act of identification without specifying the method used.

Examples:

The suspect was identified by his fingerprints.
The rare bird species was identified by its distinctive call.

Show examples from the web [+]

Ferrocement is also identified by good service and long-life.
Each one of these characters or terms is instead identified by a keysym.
Seating positions are identified by a two-digit code.
Fluid and crystallized intelligence were originally identified by Raymond Cattell.
A mike mckewon and an employee identified by his manager - justin fraser.
He was identified by the FBI database.
Paulson was identified by his custom tattoo.
Each object is identified by a SHA-1 hash of its contents.
Methylene blue was identified by Paul Ehrlich about 1891 as a possible treatment for malaria.
The work was identified by Hans Joachim Marx, professor of the University of Hamburg.
Each circuit is identified by a label.
The work or content it references is identified by a metadata set registered with ISAN-IA.
The fort was identified by Ptolemy in his Geography.
Nori Ito was identified by his brother, Takai, this morning.
Each group is identified by a name/role.
Charlesworthii is a hybrid identified by the Capitol 'C'.
Clients in the network are identified by a unique value called user hash.
Numerous Punic-Roman finds and amphorae shrubs, all clearly identified by dedicated "tags".
Each interphone is identified by a different number.
A product is usually identified by either its CAS or IUPAC number.

Alternatives:

recognized by
determined by
discovered by
found by
spotted by

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identified by statistical hypothesis testing vs identified by