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Decision Tree
This chapter first introduces the basic concept of the decision tree, then introduces feature selection, tree-generation and tree-pruning through ID3...
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Unbiased recursive decision tree for supervised functional data classification with applying on electrocardiogram signals
Tree-structured methods are considered one of the most powerful tools in classification and regression. Nowadays, Machine Learning for functional...
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Better trees: an empirical study on hyperparameter tuning of classification decision tree induction algorithms
Machine learning algorithms often contain many hyperparameters whose values affect the predictive performance of the induced models in intricate...
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Decision Tree
The decision tree is an important algorithm in machine learning. They mimic human thinking while making decisions and thus usually are easy to...
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A Game Theoretic Flavoured Decision Tree for Classification
A game theoretic flavoured decision tree is designed for multi-class classification. Node data is split by using a game between sub-nodes that try to...
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Decision Tree Ensemble Approach for Recidivism Risk Classification Among Heinous Crime Convicts
Early prediction of violent recidivism is one of the most essential tasks of the judiciary system. Being able to accurately forecast violent...
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Incomplete Data Classification with View-Based Decision Tree
Missing values bring negative influence in data analyses and decrease the accuracy of machine learning models. Since traditional classification...
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Decision Tree
Decision tree is one of the simplest, yet popular, machine learning algorithms. It has a very long history of research and application, and has many...
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An Online Integrated Classification Algorithm for Innovation and Entrepreneurship Teaching Data Based on Decision Tree
In order to improve the accuracy of data classification, reduce misclassification rates, and improve classification efficiency, a decision tree based...
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Nearest Neighbor and Decision Tree Based Cloud Service QoS Classification
Cloud services can be categorized based on their Quality of Service (QoS) parameters. Service recommendations can help users to select the best...
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Classification of ECG beats using optimized decision tree and adaptive boosted optimized decision tree
Rapid advancements in our innovation have encouraged early analysis of diseases in the clinical area. The primary diagnostic tool for detecting...
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Decision Tree Classification with Pandas, Scikit-Learn, and PySpark
In this chapter, we will continue with classification as a form of supervised learning. Our objective is to develop, train, and evaluate a decision...
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A Game Theoretic Decision Tree for Binary Classification
Decision trees are some of the most popular and intuitive classification techniques. Based on the recursive division of the data, the goal is to...
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Simplifying Decision Tree Classification Through the AutoDTrees Web Application and Service
Various algorithms are utilized for the purpose of classification, with Decision Trees being one of the most popular. This is due to their easily...
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A credit risk assessment on borrowers classification using optimized decision tree and KNN with bayesian optimization
Credit risk evaluation is extremely important in the peer-to-peer lending model for finding out the defaulters. In this proposed work, a machine...
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A Better Decision Tree: The Max-Cut Decision Tree with Modified PCA Improves Accuracy and Running Time
Decision trees are a widely used method for classification, both alone and as the building blocks of multiple different ensemble learning methods....
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Evaluating trustworthiness of decision tree learning algorithms based on equivalence checking
Learning algorithms and their implementations are used as black-boxes to produce decision trees, e.g., for realizing critical classification tasks. A...
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Decision Tree Fusion and Improved Fundus Image Classification Algorithm
In order to improve the effect of glaucoma fundus image classification, a new algorithm based on decision tree and UNet++ was proposed. Firstly, the...
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Customized decision tree-based approach for classification of soil on cloud environment
Agriculture is the economic backbone and the main means of livelihood in numerous develo** countries. Numerous challenges related to farming and...
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Networked Industrial Control Device Asset Identification Method Based on Improved Decision Tree
Industrial control device asset identification is essential to the active defense and situational awareness system for industrial control network...
