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Comparative Study of Fuzzy Rule-Based Classifiers for Medical Applications [PDF]

open access: yesSensors, 2023
The use of machine learning in medical decision support systems can improve diagnostic accuracy and objectivity for clinical experts. In this study, we conducted a comparison of 16 different fuzzy rule-based algorithms applied to 12 medical datasets and ...
Anna Czmil
doaj   +2 more sources

Recognition of medication information from discharge summaries using ensembles of classifiers [PDF]

open access: yesBMC Medical Informatics and Decision Making, 2012
Background Extraction of clinical information such as medications or problems from clinical text is an important task of clinical natural language processing (NLP).
Doan Son   +4 more
doaj   +3 more sources

DANCE provides an open-source and low-cost approach to quantify aggression and courtship in Drosophila [PDF]

open access: yeseLife
Quantifying animal behavior is pivotal for identifying the neuronal and genetic mechanisms involved. Computational approaches have enabled automated analysis of complex behaviors such as aggression and courtship in Drosophila.
R Sai Prathap Yadav   +10 more
doaj   +2 more sources

NONDETERMINISTIC DECISION RULES [PDF]

open access: yesZeszyty Naukowe Wyższej Szkoły Finansów i Prawa w Bielsku-Białej, 2015
In the paper the authors discuss classifiers based on deterministic decision rules and non-deterministic decision rules and prove that non-deterministic decision rules can be used for improving the quality of classification.
Piotr Paszek
doaj   +15 more sources

Association Rules-Based Classifier Chains Method [PDF]

open access: yesIEEE Access, 2022
The order for label learning is very important to the classifier chains method, and improper order can limit learning performance and make the model very random. Therefore, this paper proposes a classifier chains method based on the association rules (ARECC in short).
Ding Jiaman   +4 more
openaire   +2 more sources

Improving rule-based classification using Harmony Search [PDF]

open access: yesPeerJ Computer Science, 2019
Classification and associative rule mining are two substantial areas in data mining. Some scientists attempt to integrate these two field called rule-based classifiers.
Hesam Hasanpour   +2 more
doaj   +2 more sources

Multi-view Genetic Programming Learning to Obtain Interpretable Rule-Based Classifiers for Semi-supervised Contexts. Lessons Learnt

open access: yesInternational Journal of Computational Intelligence Systems, 2020
Multi-view learning analyzes the information from several perspectives and has largely been applied on semi-supervised contexts. It has not been extensively analyzed for inducing interpretable rule-based classifiers.
Carlos García-Martínez   +1 more
doaj   +1 more source

Spammer detection using multi-classifier information fusion based on evidential reasoning rule

open access: yesScientific Reports, 2022
Spammer detection is essentially a process of judging the authenticity of users, and thus can be regarded as a classification problem. In order to improve the classification performance, multi-classifier information fusion is usually used to realize the ...
Shuaitong Liu   +5 more
doaj   +1 more source

Ants Constructing Rule-Based Classifiers [PDF]

open access: yes, 2006
Swarm Intelligence is an innovative distributed intelligent paradigm for solving optimization problems that originally took its inspiration from the biological examples by swarming, flocking and herding phenomena in vertebrates. Data Mining is an analytic process designed to explore large amounts of data in search of consistent patterns and/or ...
Martens, David   +4 more
openaire   +2 more sources

Highly interpretable hierarchical deep rule-based classifier [PDF]

open access: yesApplied Soft Computing, 2020
Pioneering the traditional fuzzy rule-based (FRB) systems, deep rule-based (DRB) classifiers are able to offer both human-level performance and transparent system structure on image classification problems by integrating zero-order fuzzy rule base with a multi-layer image-processing architecture that is typical for deep learning.
Xiaowei Gu, Plamen P. Angelov
openaire   +2 more sources

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