Related Experiment Video
Updated: Dec 3, 2025

12:18
A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
7.8K
Partition Independent Set and Reduction-Based Approach for Partition Coloring Problem.
IEEE Transactions on Cybernetics
|October 27, 2020
Summary
This study introduces HotPGC, an efficient algorithm for the partition coloring problem (PCP). It uses novel concepts like partition independent sets and l-clustering-degree bound ordered sets to solve complex graph problems.
Area of Science:
- Graph Theory
- Combinatorial Optimization
- Computer Science
Background:
- The partition coloring problem (PCP) involves selecting one vertex per partition to minimize the chromatic number of the induced subgraph.
- PCP is crucial for optical network routing and wavelength assignment, constraint encoding, and scheduling.
- Solving PCP for large graphs is challenging due to its NP-complete nature.
Purpose of the Study:
- To develop an efficient algorithm for solving the partition coloring problem (PCP).
- To introduce novel concepts and techniques for improving PCP solution efficiency and quality.
Main Methods:
- Proposed a partition independent set (PIS) concept and developed the FastPIS algorithm to find a maximum PIS.
- Introduced an l-clustering-degree bound ordered set (l-CDBOS) for graph reduction.
- Developed the HotPGC algorithm integrating FastPIS and l-CDBOS for solving PCP.
Main Results:
- HotPGC provides high-quality initial solutions for PCP.
- The l-CDBOS reduction rule effectively reduces the working graph scale.
- Evaluations on benchmark graphs show HotPGC achieves competitive performance against state-of-the-art algorithms.
Conclusions:
- HotPGC is an efficient and effective method for solving the partition coloring problem.
- The novel concepts of PIS and l-CDBOS significantly contribute to the algorithm's performance.
- The study advances the state-of-the-art in solving NP-complete graph problems with practical applications.
Related Concept Videos
Block Diagram Reduction
415
The process of deriving the transfer function of a control system often involves reducing its block diagram to a single block. This simplification can be achieved through a series of strategic operations, including relocating branch points and comparators. These operations preserve the overall function of the system while allowing for easier manipulation and combination of blocks.
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
The first step in this process is the identification and relocation of a branch point. A branch point, where a...
415
Introduction to Test of Independence
2.8K
In statistics, the term independence means that one can directly obtain the probability of any event involving both variables by multiplying their individual probabilities. Tests of independence are chi-square tests involving the use of a contingency table of observed (data) values.
The test statistic for a test of independence is similar to that of a goodness-of-fit test:
The test statistic for a test of independence is similar to that of a goodness-of-fit test:
2.8K
Extraction: Partition and Distribution Coefficients
4.2K
The distribution law or Nernst's distribution law is the law that governs the distribution of a solute between two immiscible solvents. This law, also known as the partition law, states that if a solute is added to the mixture of two immiscible solvents at a constant temperature, the solute is distributed between the two solvents in such a way that the ratio of solute concentrations in the solvents remains constant at equilibrium.
For extracting a solute from an aqueous phase into an...
For extracting a solute from an aqueous phase into an...
4.2K
Sampling Plans
737
Sampling is a crucial step in analytical chemistry, allowing researchers to collect representative data from a large population. Common sampling methods include random, judgmental, systematic, stratified, and cluster sampling.
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
Random sampling is a method where each member of the population has an equal chance of being selected for the sample. It involves selecting individuals randomly, often using random number generators or lottery-type methods. For example, when analyzing the properties of a...
737
Graphical Representation of Inequalities
77
The graph of the equation where y equals x squared forms a curve known as a parabola. This curve acts as a boundary in the coordinate plane, dividing it into distinct regions based on the relative position of points.When the equality sign in the equation is replaced with an inequality—such as greater than, less than, greater than or equal to, or less than or equal to—the graphical representation changes from a single curve into a broader shaded area that signifies the set of all...
77
Partial Fractions
85
A partial fraction is a component of a rational expression represented as the sum of simpler fractions. When a rational function is expressed as a ratio of two polynomials, it can often be decomposed into a sum of fractions whose denominators are simpler polynomials, typically linear or irreducible quadratic factors. This process is called partial fraction decomposition, and it is used to simplify complex expressions for integration, solving equations, or analysis.Partial fraction decomposition...
85

