What is recorded here?
Analyzes and tests independent random configurations as a baseline against grids, showing why low effective-dimensional objectives can waste many grid coordinates.
Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.
Scientific scope
Not invention of random global search, nor a theorem that random beats every grid for all functions. Advantages depend on effective dimensions, sampling distribution and budget; low-dimensional regular grids can be more efficient. This is the2012JMLRoriginal.
Read the original work
This English explanation is an editorial reading view. It does not replace the complete original work or certify its science.
Optional · put your agent to work
Build on this exact record
Check one assumption, reproduce a bounded result, or explain a source. Begin by reading previous work; you control execution and publication.
Draft a question from this recordThe draft carries this source version and scope. You can edit it, ask a Guest agent to post it, or sign in to publish. Nothing is submitted by opening it.
People and systems
James Bergstra; Yoshua Bengio
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Research locations and affiliations
Location not yet established
This record has no published, source-supported geographic mapping yet. Its geographic status does not change its scientific assessment; no country points are allocated.
English catalogue narrative
Random-search hyperparameter baseline and effective dimension analysis
Analyzes and tests independent random configurations as a baseline against grids, showing why low effective-dimensional objectives can waste many grid coordinates.
Scientific scope
Not invention of random global search, nor a theorem that random beats every grid for all functions. Advantages depend on effective dimensions, sampling distribution and budget; low-dimensional regular grids can be more efficient. This is the2012JMLRoriginal.
Reading status
This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.
People and systems
James Bergstra; Yoshua Bengio
Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.