Performance evaluation in machine learning: the good, the bad, the ugly, and the way forward

P Flach - Proceedings of the AAAI conference on artificial …, 2019 - aaai.org
… Concentrating on performance evaluation as we do in this paper, let us consider what happens
in one of the most common evaluation scenarios in machine learning: cross-validation of …

[PDF][PDF] Performance evaluation of machine learning methods for breast cancer prediction

Y Li, Z Chen - Appl Comput Math, 2018 - downloadmaghaleh.com
… study compares RF with other machine learning models, such as DT, SVM, LR and NN. The
experimental results illustrate that RF has the best performance on classification accuracy in …

[HTML][HTML] Performance evaluation of machine learning methods for forest fire modeling and prediction

BT Pham, A Jaafari, M Avand, N Al-Ansari, T Dinh Du… - Symmetry, 2020 - mdpi.com
… of predictive models based on the four machine learning methods, namely Bayes Network,
Naïve … if a particular predictive model derived from machine learning methods aligns with their …

[HTML][HTML] Silhouette analysis for performance evaluation in machine learning with applications to clustering

M Shutaywi, NN Kachouie - Entropy, 2021 - mdpi.com
Grouping the objects based on their similarities is an important common task in machine
learning applications. Many clustering methods have been developed, among them k-means …

Performance evaluation of supervised machine learning algorithms for intrusion detection

MC Belavagi, B Muniyal - Procedia Computer Science, 2016 - Elsevier
… different machine learningmachine learning techniques in intrusion detection is limited.
Hence this paper aims at understanding the implications of using supervised machine learning

[HTML][HTML] Performance evaluation of machine learning algorithms for urban pattern recognition from multi-spectral satellite images

M Wieland, M Pittore - Remote Sensing, 2014 - mdpi.com
… a classification and performance evaluation framework … machine learning algorithms in the
context of an object-based image analysis and to thoroughly test the algorithm’s performance

A performance evaluation of machine learning-based streaming spam tweets detection

C Chen, J Zhang, Y Xie, Y Xiang… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
… Most of these works are utilizing machine learning algorithm to separate spam and nonspam…
, there lacks of a performance evaluation of existing machine learning-based streaming …

Performance evaluation on machine learning classification techniques for disease classification and forecasting through data analytics for chronic kidney disease …

W Gunarathne, KDM Perera… - 2017 IEEE 17th …, 2017 - ieeexplore.ieee.org
… as machine learning, artificial intelligence (AI) and statistical. In this study machine learning
… The data set used in this research was collected from UCI machine learning repository which …

Performance evaluation of different machine learning techniques for prediction of heart disease

AK Dwivedi - Neural Computing and Applications, 2018 - Springer
… of six machine learning techniques was evaluated for prediction of heart disease. The
recital of these methods was assessed on eight diverse classification performance indices. In …

Performance evaluation of machine learning algorithms for credit card fraud detection

S Mittal, S Tyagi - 2019 9th International Conference on Cloud …, 2019 - ieeexplore.ieee.org
machine learning algorithms can be applied to solve this problem. In this work, popular
supervised and unsupervised machine learning … It was found that unsupervised machine learning