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kernel: this provides a general kernel for dimension reduction methods such as svr and rbf-svm. it provides the implementation of data mining algorithms such as decision trees (ctree), k-nearest neighbors (knn), bayesian networks (bn), naive bayes (nb), artificial neural networks (ann), support vector machines (svm) (except the rbf-svm), support vector classification (svc), and gaussian process classification (gpc). it can also be used to train, test, and run kernel-based models on both linear and non-linear data types. kernel functions implemented include polynomial, sigmoid, and radial basis functions (rbf) ( ref ).

the book is a quick reference guide covering the topics of demography, individual income and consumer spending; international trade (including importation and export); government income and spending; the monetary system; the financial sector; the business environment; accounting; legislation; international development and aid. it provides concise coverage of each topic using a narrative style that provides an informative but easy-to-read manner, which is both informative and useful.

atomically precise measurement of the exchange coupling strength between electrons and nitrogen vacancy centers in diamond has been developed.¹⁸⁶ the technique may provide a sensitive device for exploring the limits of nuclear spin-based quantum communication and quantum computation. to demonstrate a quantum advantage, researchers would need to develop protocols that are more robust to noise or other imperfections in their implementation than those already developed by classical computing. in one of these attempts, researchers successfully demonstrated the implementation of a quantum repeater capable of establishing entanglement between two nodes separated by up to 1,000 kilometers, much further than the 57 kilometer range for which a previous protocol was implemented.¹⁸⁷

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