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My latest publications

My latest research proposing a Periodic Table of Performance Instruments has just been accepted by Springer SN Computer Science: "PToPI: A Comprehensive Review, Analysis, and Knowledge Representation of Binary Classification Performance Measures/Metrics" [September 2022]

2. ACCBAR (Accuracy Barrier)

My article has been accepted for an IEEE conference. In this article, I propose a new classification performance instrument category 'indicators' and provide the first performance indicator instance named ACCBAR (Accuracy Barrier) that indicates the problematic cases of widely used performance metric (Accuracy) Accepted Paper [September 2023]

My latest research on benchmarking classification performance metrics has just been published with SpringerNature in Neural Computing and Applications journal (SCI, Q1): "BenchMetrics: A systematic benchmarking method for binary-classification performance metrics" [August 2021]

4. GIGO

My latest research on gaining insights in datasets in the shade of “garbage in, garbage out” rationale: feature space distribution fitting has just been accepted by WIREs Data Mining and Knowledge Discovery (SCI, Q1). Preprint [March 2022]

My article proposing representation method and a compact tool with graphics for performance evaluation instruments has been published in an IEEE conference. Download TasKar for free. Watch video presentation in my YouTube channel
[December 2021]

This study published in an IEEE conference proposes a systematic ML process that is designed as a cycle with eight sub-processes going through introduced spaces (file, sample, class, feature, dataset, model, and finally metric spaces). The dataset quality analysis/comparison sub-process is specifically formed as a quality control gateway. The proposed process is explained via a case study of the Android mobile malware classification problem domain. [December 2021]

My article introducing a new method to compare machine-learning datasets via multiple binary-feature frequency ranks has been published in Hittite Journal of Science and Engineering. Free full-text is avilable here (click PDF in the page). [June 2021]

My paper proposing a data profiling method for datasets with big data association has been published. The presentation video in Turkish is available for free. [August 2021]

My paper proposing a method for Benchmarking of Metrics for Probabilistic instruments (BenchMetrics Prob) has been in review for a while. Here you can access the preprint version. [February 2022]

My paper proposing a data profiling method for datasets with big data association has been published. The presentation video in Turkish is available for free. [August 2021]

See all my publications

New covers

New arrangement / cover and video clip by Gürol

Cover and video clip by Gürol