Principal components Related Words

examples: winter,  understanding,  cloud

Here are some words that are associated with principal components: covariance matrix, power iteration, dimensionality reduction, singular value decomposition, factor analysis, orthonormal basis, harold hotelling, karhunen–loève theorem, eigenvalue, lobpcg, rayleigh quotient, cluster analysis, regression analysis, orthogonal, eigenvectors, nonlinear dimensionality reduction, cross-covariance, ellipsoid, matrix, blas, eigendecomposition, eigenvector, real n-space, direction vector, non-negative matrix factorization, distance from a point to a line, linear correlation, change of basis, exploratory data analysis, predictive modeling. You can get the definitions of these principal components related words by clicking on them. Also check out describing words for principal components and find more words related to principal components using ReverseDictionary.org

Words Related to principal components

Below is a list of words related to principal components. You can click words for definitions. Sorry if there's a few unusual suggestions! The algorithm isn't perfect, but it does a pretty good job for common-ish words. Here's the list of words that are related to principal components:

covariance matrix power iteration dimensionality reduction singular value decomposition factor analysis orthonormal basis harold hotelling karhunen–loève theorem eigenvalue lobpcg rayleigh quotient cluster analysis regression analysis orthogonal eigenvectors nonlinear dimensionality reduction cross-covariance ellipsoid matrix blas eigendecomposition eigenvector real n-space direction vector non-negative matrix factorization distance from a point to a line linear correlation
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change of basis exploratory data analysis predictive modeling rank canonical correlation orthogonal coordinate system robust statistics lp space karl pearson principal axis theorem overfitting matrix-free methods signal processing diagonal eckart–young theorem empirical orthogonal functions spectral theorem mode shape orthogonal transformation linear transformation coordinate system empirical mean unit vector positive semidefinite matrix iid whitening transformation genomics z-score explanatory variable principal component regression signal-to-noise ratio diagonal matrix polar decomposition frobenius norm swap stock euclidean space discrete cosine transform metabolomics neuroscience sample variance minimum mean square error neuron pattern recognition gram–schmidt linear discriminant analysis kernel principal component analysis mutual information kullback–leibler divergence curve manifold approximation projection outlier high dimensional data lanczos algorithm partial least squares parafac non-linear iterative partial least squares round-off errors ludovic lebart quantitative finance risk management interest rate derivative risk return ratio risk–return spectrum asset allocation stock selection criterion action potential spike-triggered covariance white noise electric current eigenvectors and eigenvalues vector space spike sorting order parameters phase transitions correspondence analysis jean-paul benzécri contingency tables chi-squared statistic detrended correspondence analysis canonical correspondence analysis multiple correspondence analysis k-means clustering sparse pca elastic map principal geodesic analysis kernel pca multilinear subspace learning multilinear principal component analysis tucker decomposition data mining correlation clustering l1-norm principal component analysis robust principal component analysis independent component analysis

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Words Related to principal components

As you've probably noticed, words related to "principal components" are listed above. According to the algorithm that drives this word similarity engine, the top 5 related words for "principal components" are: covariance matrix, power iteration, dimensionality reduction, singular value decomposition, and factor analysis. There are 119 other words that are related to or similar to principal components listed above. Hopefully the generated list of principal components related words above suit your needs.

P.S. There are some problems that I'm aware of, but can't currently fix (because they are out of the scope of this project). The main one is that individual words can have many different senses (meanings), so when you search for a word like mean, the engine doesn't know which definition you're referring to ("bullies are mean" vs. "what do you mean?", etc.), so consider that your search query for words like principal components may be a bit ambiguous to the engine in that sense, and the related terms that are returned may reflect this. You might also be wondering: What type of word is principal components?

Also check out principal components words on relatedwords.io for another source of associations.

Related Words

Related Words runs on several different algorithms which compete to get their results higher in the list. One such algorithm uses word embedding to convert words into many dimensional vectors which represent their meanings. The vectors of the words in your query are compared to a huge database of of pre-computed vectors to find similar words. Another algorithm crawls through Concept Net to find words which have some meaningful relationship with your query. These algorithms, and several more, are what allows Related Words to give you... related words - rather than just direct synonyms.

As well as finding words related to other words, you can enter phrases and it should give you related words and phrases, so long as the phrase/sentence you entered isn't too long. You will probably get some weird results every now and then - that's just the nature of the engine in its current state.

Special thanks to the contributors of the open-source code that was used to bring you this list of principal components themed words: @Planeshifter, @HubSpot, Concept Net, WordNet, and @mongodb.

There is still lots of work to be done to get this to give consistently good results, but I think it's at the stage where it could be useful to people, which is why I released it.

Please note that Related Words uses third party scripts (such as Google Analytics and advertisements) which use cookies. To learn more, see the privacy policy.

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