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Understanding metric-related pitfalls in image analysis validation
A Reinke, MD Tizabi, V Singhal, N Chou, J Lee, Y Yue, J Liu, WK Chock… - Nature …, 2024 - nature.com
Spatial omics data are clustered to define both cell types and tissue domains. We present
Building Aggregates with a Neighborhood Kernel and Spatial Yardstick (BANKSY), an …
Building Aggregates with a Neighborhood Kernel and Spatial Yardstick (BANKSY), an …
The coefficient of determination R-squared is more informative than SMAPE, MAE, MAPE, MSE and RMSE in regression analysis evaluation
Regression analysis makes up a large part of supervised machine learning, and consists of
the prediction of a continuous independent target from a set of other predictor variables. The …
the prediction of a continuous independent target from a set of other predictor variables. The …
Dual-IDS: A bagging-based gradient boosting decision tree model for network anomaly intrusion detection system
The mission of an intrusion detection system (IDS) is to monitor network activities and
assess whether or not they are malevolent. Specifically, anomaly-based IDS can discover …
assess whether or not they are malevolent. Specifically, anomaly-based IDS can discover …
The Matthews correlation coefficient (MCC) is more informative than Cohen's Kappa and Brier score in binary classification assessment
Even if measuring the outcome of binary classifications is a pivotal task in machine learning
and statistics, no consensus has been reached yet about which statistical rate to employ to …
and statistics, no consensus has been reached yet about which statistical rate to employ to …
A systematic evaluation of machine learning–based biomarkers for major depressive disorder
Importance Biological psychiatry aims to understand mental disorders in terms of altered
neurobiological pathways. However, for one of the most prevalent and disabling mental …
neurobiological pathways. However, for one of the most prevalent and disabling mental …
Enhanced credit card fraud detection model using machine learning
NS Alfaiz, SM Fati - Electronics, 2022 - mdpi.com
The COVID-19 pandemic has limited people's mobility to a certain extent, making it difficult
to purchase goods and services offline, which has led the creation of a culture of increased …
to purchase goods and services offline, which has led the creation of a culture of increased …
Challenges in the real world use of classification accuracy metrics: From recall and precision to the Matthews correlation coefficient
GM Foody - Plos one, 2023 - journals.plos.org
The accuracy of a classification is fundamental to its interpretation, use and ultimately
decision making. Unfortunately, the apparent accuracy assessed can differ greatly from the …
decision making. Unfortunately, the apparent accuracy assessed can differ greatly from the …