2024 The maximum information coefficient

The maximum information coefficient

Author: cdow

August undefined, 2024

Splet14. mar. 2014 · Look, we mathematically prove that Reshef et al.’s definition of statistical “equitability” cannot be satisfied; we replace it with an alternative definition that is … SpletThe maximal information coefficient (MIC) is a measure of two-variable dependence designed specifically for rapid exploration of many-dimensional data sets. MIC is part of a larger family of maximal information-based nonparametric exploration (MINE) statistics, which can be used not only to identify important relationships in data sets but also ...

The Theoretical and Experimental Analysis of the Maximal Information …

Splet21. jan. 2024 · You can read the MICtools paper by Albanese, et al.. MICtools is practical, general purpose, open-source software for maximal information coefficient analysis. I think you can run it on your microarray data without problems. For multiple testing correction, MICtools makes available the strategies implemented in the Python Statsmodels … Splet04. mar. 2014 · Mutual information, a fundamental quantity in information theory, is shown to satisfy this equitability criterion. ... :1518-1524], which proposed an alternative definition of equitability and introduced a new statistic, the "maximal information coefficient" (MIC), said to satisfy equitability in contradistinction to mutual information. These ... 6級海技士機関取り方

Maximal Information Coefficient (MIC)最大互信息系数详解与实现

SpletFirstly, the maximum information coefficient is used to analyze the correlation between meteorological factors and load, the non-essential meteorological factors are removed. according to the analysis results, and a human comfort evaluation index is introduced. Secondly, the filtered meteorological data combined with load data are used as the ... Splet14. mar. 2024 · In this paper, maximum information coefficient (MIC) is introduced to measure the correlation between each feature and the decision. We design a feature … SpletKey features: APPROX-MIC (the original algorithm, DOI: 10.1126/science.1205438) and MIC_e (DOI: arXiv:1505.02213 and DOI: arXiv:1505.02214) estimators; Total Information … 6級海技士機関取得方法

Grid of two-variable maximum information coefficient (noiseless ...

KM-MIC: An improved maximum information coefficient

SpletThe maximal element value of the matrix is the maximal information coefficient (MIC). The specific definition of MIC is as follows. Definition 1 The data set is D ⊂ R 2 and the grid is x ×y where x, y are positive integers. The probability distribution is D G and then the maximum mutual information is as Formula (1). SpletBackground: The main obstacle encountered in microarray technology is how to mine the valuable information under the profiles and study the genes function. Objective: Maximal information coefficient (MIC) is a novel, non-parametric statistic that has been successfully applied to genome-wide association studies and differentially gene and miRNA … 6級海技士乗船履歴Splet01. maj 2024 · Maximum information coefficient (MIC) is utilized to capture a wide range of associations between variables, including linear, non-linear and non-functional … 6級海技士取得方法

"SpletUsage. MICtools can be used to investigate variable associations in different types of experimental scenarios: single dataset X, with M variables and N samples: to evaluate the M+ (M-1)/2 possible associations; two datasets, X (MxN) and Y (KxN) (parameter -y/--yvars): to evaluate all the pairwise relationships between the variables of the two ... " - The maximum information coefficient

The maximum information coefficient

correlation - Maximal Information Coefficient (MIC) in practical ...

http://www.exploredata.net/ Splet01. mar. 2024 · The maximum information coefficient (MIC) is used to mine linear and nonlinear relations between continuous variables through discretization optimization with unequal intervals [58], and the non ...

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Splet13. apr. 2024 · The following results were obtained: (1) The greater the viscosity and the smaller the thickness of the lower crustal conduit flow, the steeper the ground elevation change formed; (2) The maximum viscosity coefficient in the region from India to the Kunlun Mountains in the southern Tibetan Plateau through the Himalayan boundary is … SpletMIC. MIC 即：Maximal Information Coefficient 最大互信息系数。. 使用MIC来衡量两个基因之间的关联程度，线性或非线性关系，相较于Mutual Information（MI）互信息而言有更 …

Splet01. feb. 2024 · MIC (the maximal information coefficient) has two excellent properties: Generality and equitability. However, if the original approximate algorithm of MIC is … Splet12. jan. 2024 · The maximum information coefficient is based on information and mutual information theories , and it can better measure the linear and nonlinear relationship between variables by dividing the data interval with grid . The maximum mutual information coefficient is a standard to determine the correlation between two variables.

SpletThe maximum information coefficient is based on information and mutual information theories [27], and it can better measure the linear and nonlinear relationship between variables by dividing the ...

SpletThe maximal information coefficient uses binning as a means to apply mutual information on continuous random variables. Binning has been used for some time as a way of applying mutual information to continuous distributions; what MIC contributes in addition is a methodology for selecting the number of bins and picking a maximum over many ...

Splet06. feb. 2014 · The maximum information coefficient (MIC) is a novel and widely-using measure of association detection in large datasets. The most outstanding feature of MIC is that it has both generality and ... 6級海技士機関過去問Splet19. avg. 2024 · There is an extreme concentration value at which the maximum degree of sudden increase in friction coefficient can be obtained. Figure 8 shows the microstructures of PVPA-modified surfaces soaked in NaCl/FeCl 3 mixed solutions with varying concentrations of FeCl 3 . 6級海技士年収Splet27. maj 2024 · Therefore, orthodox linear correlation analysis methods, such as Pearson Correlation Coefficient, are difficult to fully characterize the relationship within the data in high-dimension data. Reshef et al. proposed a method to detect novel associations of large-scale data sets, called the Maximum Information Coefficient (MIC). MIC is a method ... 6級海技士機関乗船履歴Splet13. feb. 2024 · Maximum. Information. The natural hazards and disaster risk landscape is evolving rapidly. At Maximum Information, we empower you with the knowledge and … 6級海技士機関Splet29. jun. 2024 · The critical reduced electric field intensity and boiling temperature (BT) of gas are used as inputs to extract the important molecular structure parameters (MSPs) … 6級海技士SpletThe Maximal Information Coefficient is a tool that I plan to use more often in the future. It provides a quick way to evaluate (non-linear) associations between lots of variables. ... It … 6級海技士求人SpletIn this paper, we build multivariate regression models of home prices using a dataset composed of 81 homes. We then applied the maximum information coefficient (MIC) statistics to the observed home values (Y) and the predicted values (X) as an evaluation of the regression models. 6級海技士機関できる役職