Results 41 to 50 of about 131,642 (151)

Machine Learning Methods with Decision Forests for Parkinson’s Detection

open access: yesApplied Sciences, 2021
Biomedical engineers prefer decision forests over traditional decision trees to design state-of-the-art Parkinson’s Detection Systems (PDS) on massive acoustic signal data.
Moumita Pramanik   +4 more
doaj   +1 more source

MAPTree: Beating “Optimal” Decision Trees with Bayesian Decision Trees

open access: yesProceedings of the AAAI Conference on Artificial Intelligence
Decision trees remain one of the most popular machine learning models today, largely due to their out-of-the-box performance and interpretability. In this work, we present a Bayesian approach to decision tree induction via maximum a posteriori inference of a posterior distribution over trees.
Sullivan, Colin   +2 more
openaire   +2 more sources

A case study for assessing the utility of a decision tree based learning algorithm in mental health inpatient care quality management

open access: yesEuropean Psychiatry, 2022
Introduction There is limited knowledge about the potential role of machine learning (ML) in quality improvement of psychiatric care. Objectives Our case study was to determine whether ML decision trees used on patient databases are suitable for ...
R. Wernigg, M. Wernigg
doaj   +1 more source

An anonymization technique using intersected decision trees

open access: yesJournal of King Saud University: Computer and Information Sciences, 2015
Data mining plays an important role in analyzing the massive amount of data collected in today’s world. However, due to the public’s rising awareness of privacy and lack of trust in organizations, suitable Privacy Preserving Data Mining (PPDM) techniques
Sam Fletcher, Md Zahidul Islam
doaj   +1 more source

Interpretable surrogate models to approximate the predictions of convolutional neural networks in glaucoma diagnosis

open access: yesMachine Learning: Science and Technology, 2023
Deep learning systems, especially in critical fields like medicine, suffer from a significant drawback, their black box nature, which lacks mechanisms for explaining or interpreting their decisions.
Jose Sigut   +4 more
doaj   +1 more source

Modelo de suporte à decisão aplicado à identificação de indivíduos não aderentes ao tratamento anti-hipertensivo

open access: yesSaúde em Debate
Objetivou-se desenvolver um modelo de apoio à tomada de decisão para identificar indivíduos não aderentes ao tratamento anti-hipertensivo. Propõe-se a utilização de árvore de decisão sobre um banco de dados de adesão ao tratamento envolvendo 118 usuários
Amira Rose Costa Medeiros   +3 more
doaj   +1 more source

A New Algorithm for Optimization of Fuzzy Decision Tree in Data Mining [PDF]

open access: yesJournal of Optimization in Industrial Engineering, 2011
Decision-tree algorithms provide one of the most popular methodologies for symbolic knowledge acquisition. The resulting knowledge, a symbolic decision tree along with a simple inference mechanism, has been praised for comprehensibility.
Abolfazl Kazemi, Elahe Mehrzadegan
doaj  

Building decision trees based on production knowledge as support in decision-making process

open access: yesProduction Engineering Archives, 2020
The article presents sources of production knowledge and thoroughly describes its identification which on the construction of decision trees, and on the construction of knowledge bases for production processes.
Matuszny Marcin
doaj   +1 more source

Shopping intention prediction using decision trees

open access: yesMillenium, 2017
Introduction: The price is considered to be neglected marketing mix element due to the complexity of price management and sensitivity of customers on price changes. It pulls the fastest customer reactions to that change.
Dario Šebalj   +2 more
doaj  

A Novel Hyperparameter-Free Approach to Decision Tree Construction That Avoids Overfitting by Design

open access: yesIEEE Access, 2019
Decision trees are an extremely popular machine learning technique. Unfortunately, overfitting in decision trees still remains an open issue that sometimes prevents achieving good performance.
Rafael Garcia Leiva   +3 more
doaj   +1 more source

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