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Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)

Informatics in medicine unlocked, 2021, Vol.27, p.100799, Article 100799

2021

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An Introduction to Machine Learning

Kubat, Miroslav

3rd ed. 2021., 2017

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An up-to-date comparison of state-of-the-art classification algorithms

Expert systems with applications, 2017-10, Vol.82, p.128-150

2017

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Nearest neighbors distance ratio open-set classifier

Machine learning, 2017-03, Vol.106 (3), p.359-386

2017

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Machine learning reduced workload with minimal risk of missing studies: development and evaluation of a randomized controlled trial classifier for Cochrane Reviews

Journal of clinical epidemiology, 2021-05, Vol.133, p.140-151

2021

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Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation

Remote sensing (Basel, Switzerland), 2021-11, Vol.13 (21), p.4405

2021

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Comparison of Random Forest and Support Vector Machine Classifiers for Regional Land Cover Mapping Using Coarse Resolution FY-3C Images

Remote sensing (Basel, Switzerland), 2022-02, Vol.14 (3), p.574

2022

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GIS-based landslide susceptibility modeling: A comparison between fuzzy multi-criteria and machine learning algorithms

Di xue qian yuan., 2021-03, Vol.12 (2), p.857-876

2021

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Item response theory in AI: Analysing machine learning classifiers at the instance level

Artificial intelligence, 2019-06, Vol.271, p.18-42

2019

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Adapting Feature Selection Algorithms for the Classification of Chinese Texts

Systems (Basel), 2023-09, Vol.11 (9), p.483

2023

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Diabetic retinopathy classification based on multipath CNN and machine learning classifiers

Physical and engineering sciences in medicine, 2021-09, Vol.44 (3), p.639-653

2021

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Hate speech detection and racial bias mitigation in social media based on BERT model

PloS one, 2020-08, Vol.15 (8), p.e0237861-e0237861

2020

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Histologic subtype classification of non-small cell lung cancer using PET/CT images

European journal of nuclear medicine and molecular imaging, 2021-02, Vol.48 (2), p.350-360

2021

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ConfusionVis: Comparative evaluation and selection of multi-class classifiers based on confusion matrices

Knowledge-based systems, 2022-07, Vol.247, p.108651, Article 108651

2022

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Deep learning models for electrocardiograms are susceptible to adversarial attack

Nature medicine, 2020-03, Vol.26 (3), p.360-363

2020

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An Introduction to Machine Learning

Kubat, Miroslav

3rd ed. 2021, 2017

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Automatic grading of prostate cancer in digitized histopathology images: Learning from multiple experts

Medical image analysis, 2018-12, Vol.50, p.167-180

2018

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Mobile Encrypted Traffic Classification Using Deep Learning: Experimental Evaluation, Lessons Learned, and Challenges

IEEE eTransactions on network and service management, 2019-06, Vol.16 (2), p.445-458

2019

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Ensemble Generalized Multiclass Support-Vector-Machine-Based Health Evaluation of Complex Degradation Systems

IEEE/ASME transactions on mechatronics, 2020-10, Vol.25 (5), p.2230-2240

2020

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RDTIDS: Rules and Decision Tree-Based Intrusion Detection System for Internet-of-Things Networks

Future internet, 2020-03, Vol.12 (3), p.44

2020

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A framework for breast cancer classification using Multi-DCNNs

Computers in biology and medicine, 2021-04, Vol.131, p.104245-104245, Article 104245

2021

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Rapid relevance classification of social media posts in disasters and emergencies: A system and evaluation featuring active, incremental and online learning

Information processing & management, 2020-01, Vol.57 (1), p.102132, Article 102132

2020

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FeAture Explorer (FAE): A tool for developing and comparing radiomics models

PloS one, 2020-08, Vol.15 (8), p.e0237587-e0237587

2020

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Arabic text classification: the need for multi-labeling systems

Neural computing & applications, 2022-01, Vol.34 (2), p.1135-1159

2022

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Denial of service attack detection and mitigation for internet of things using looking-back-enabled machine learning techniques

Computers & electrical engineering, 2022-03, Vol.98, p.107716, Article 107716

2022

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Missing value imputation affects the performance of machine learning: A review and analysis of the literature (2010–2021)

An Introduction to Machine Learning

An up-to-date comparison of state-of-the-art classification algorithms

Nearest neighbors distance ratio open-set classifier

Machine learning reduced workload with minimal risk of missing studies: development and evaluation of a randomized controlled trial classifier for Cochrane Reviews

Bagging and Boosting Ensemble Classifiers for Classification of Multispectral, Hyperspectral and PolSAR Data: A Comparative Evaluation

Comparison of Random Forest and Support Vector Machine Classifiers for Regional Land Cover Mapping Using Coarse Resolution FY-3C Images

GIS-based landslide susceptibility modeling: A comparison between fuzzy multi-criteria and machine learning algorithms

Item response theory in AI: Analysing machine learning classifiers at the instance level

Adapting Feature Selection Algorithms for the Classification of Chinese Texts

Diabetic retinopathy classification based on multipath CNN and machine learning classifiers

Hate speech detection and racial bias mitigation in social media based on BERT model

Histologic subtype classification of non-small cell lung cancer using PET/CT images

ConfusionVis: Comparative evaluation and selection of multi-class classifiers based on confusion matrices

Deep learning models for electrocardiograms are susceptible to adversarial attack

An Introduction to Machine Learning

Automatic grading of prostate cancer in digitized histopathology images: Learning from multiple experts

Mobile Encrypted Traffic Classification Using Deep Learning: Experimental Evaluation, Lessons Learned, and Challenges

Ensemble Generalized Multiclass Support-Vector-Machine-Based Health Evaluation of Complex Degradation Systems

RDTIDS: Rules and Decision Tree-Based Intrusion Detection System for Internet-of-Things Networks

A framework for breast cancer classification using Multi-DCNNs

Rapid relevance classification of social media posts in disasters and emergencies: A system and evaluation featuring active, incremental and online learning

FeAture Explorer (FAE): A tool for developing and comparing radiomics models

Arabic text classification: the need for multi-labeling systems

Denial of service attack detection and mitigation for internet of things using looking-back-enabled machine learning techniques

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