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Everything about Reduction (complexity)
Transformation of one computational problem to another
In computability theory and computational complexity theory, a reduction is an algorithm for transforming one problem into another problem. A sufficiently efficient reduction from one problem to another may be used to show that the second problem is at least as difficult as the first. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Reduction (complexity)A 5-minute orientation
- Skim a recent paper: Transformer for Nonintrusive Load Monitoring: Complexity Reduction and TransferabilityInfluential work since 2022
- Pick up a classic book: Study of one- and two-dimensional filtering and deconvolution algorithms for a streaming array computerThe most-reprinted book on the subject
- Read the landmark paper: Gene number, noise reduction and biological complexityCited 353 times
- Go sideways: NP-hardnessA closely related topic
- Go sideways: Many-one reductionA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
Gene number, noise reduction and biological complexity
Complexity, uncertainty-reduction strategies, and project performance
A Reduced Complexity Wallace Multiplier Reduction
The Increase of Complexity and its Reduction
Clipping-Based Complexity Reduction in Explicit MPC
Emission reduction target, complexity and industrial performance
Complexity reduction for "large image" processing
Complexity reduction of biochemical rate expressions
🆕 Influential since 2022
Transformer for Nonintrusive Load Monitoring: Complexity Reduction and Transferability
Regularized impurity reduction: accurate decision trees with complexity guarantees
Sample Complexity of Asynchronous Q-Learning: Sharper Analysis and Variance Reduction
A systematic, complexity-reduction approach to dissect the kombucha tea microbiome
Complexity Reduction for Hybrid TOA/AOA Localization in UAV-Assisted WSNs
📚 Books worth reading
- 📕Study of one- and two-dimensional filtering and deconvolution algorithms for a streaming array computerGeorge E. Ioup · 1985
Electron transfer reactions of complex ions in solutionHenry Taube · 1970
Electron transfer reactions of complex ions in solutionHenry Taube · 1970
Open Problems in Spectral Dimensionality ReductionHarry Strange, Reyer Zwiggelaar · 2014
Metal sites in proteins and modelsH. A. O. Hill, Andrew Thompson · 1997
Homogeneous Catalysis With Metal Complexes Fundamentals And ApplicationsGheorghe Duca · 2012
New Trends in Molecular ElectrochemistryA. J. L. Pombeiro · 2004
Metal sites in proteins and modelsH. A. O. Hill · 1998
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- NP-hardness In computational complexity theory, a computational problem H is called NP-hard if, for every problem L which can be solved in non-deterministic polynomial-time…
- Many-one reduction In computability theory and computational complexity theory, a many-one reduction (also called mapping reduction) is a reduction that converts instances…
- Computational complexity theory In theoretical computer science and mathematics, computational complexity theory focuses on classifying computational problems according to their resource…
- Complexity class In computational complexity theory, a complexity class is a set of computational problems "of related resource-based complexity". The two most commonly…
- P versus NP problem Unsolved problem in computer science If the solution to a problem can be verified in polynomial time, must the problem be solvable in polynomial time?…
- Turing reduction In computability theory, a Turing reduction from a decision problem A to a decision problem B is an oracle machine that decides problem A given an oracle…
- NP-completeness In computational complexity theory, NP-complete problems are the hardest of the problems to which solutions can be verified quickly. NP is short for "nondetermi…
- NP (complexity) Unsolved problem in computer science 𝖯 =? 𝖭𝖯 More unsolved problems in computer science In computational complexity theory, NP (nondeterministic polynomial…