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techniques with best practices and pitfalls Learn classification and regression analysis with linear regression, logistic regression, Naive Bayes;
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marketing objectives. This book looks at both classical and recent techniques of data mining, such as clustering, discriminant analysis, logistic;
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analysis * Master fundamental learning methods such as linear and logistic regression * Comprehend advanced learning methods such as support;
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presented is a binary classification model (logistic regression) and an ensemble model (Gradient Boosted Trees). The book introduces DL and an;
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trees, rule induction, artificial neural networks and support vector machines) and probabilistic models (discriminant analysis, logistic;
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Machine Learning in Bio-Signal Analysis and Diagnostic Imaging presents original research on the advanced analysis and classification;
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learning process and walks you through classification with structured data. You'll also learn methods for clustering, predicting a continuous value;
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supervised machine learning models such as linear regression, logistic regression, decision trees, and random forest. You'll also see unsupervised;
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Inference System, Support Vector Machine, Least Square Support Vector Machine, Relevance Vector Machine, Multivariate Adaptive Regression Spline;
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This compendium provides a self-contained introduction to mathematical analysis in the field of machine learning and data mining. The;
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and training data sets for analysis * Familiarize yourself with fundamental learning methods such as linear and logistic regression;
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classification using k-nearest neighbors, decision trees, and random forests. This book also covers algorithms for regression analysis, such as ridge and;
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areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way;
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areas as pattern recognition, database, data mining, and machine learning. Addressing the work of these different communities in a unified way;
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Regression with support vector machines Novelty detection Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge;
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regression, logistic regression (binary and multinomial), discriminant analysis, Bayesian classification, generalized linear models and Cox;
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K Nearest Neighbors * Classify documents and images using logistic regression and support vector machines * Create ensembles of estimators;
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learning and you'll see how to easily interact with the Matlab workspace. We'll then move on to data cleansing, mining and analyzing various data;
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effective use of support vector machines, boosted decision trees, and random forests * Get acquainted with neural networks and Deep Learning to;
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), Bayesian Networks (BN) and deep learning. Further, numerous data mining techniques are discussed, as they have proven to be good classifiers for;
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regression and classification concepts to real-world problems Perform predictive analysis using decision trees and random forests Carry out;
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for students, researchers, and practitioners. The book lays the foundations of data analysis, pattern mining, clustering, classification and;
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> Predictive analytics and Data Mining techniques covered: Exploratory Data Analysis, Visualization, Decision trees, Rule induction, k-Nearest;
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neighbors, Naive Bayes, decision trees, random forest, k-means, regression, and time-series analysis. By the end of this book, you will understand;
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