Search Results for author: Ahmad S. Tarawneh

Found 7 papers, 0 papers with code

Stop Oversampling for Class Imbalance Learning: A Critical Review

no code implementations4 Feb 2022 Ahmad B. Hassanat, Ahmad S. Tarawneh, Ghada A. Altarawneh, Abdullah Almuhaimeed

Given data and methods in hand, we argue that oversampling in its current forms and methodologies is unreliable for learning from class imbalanced data and should be avoided in real-world applications.

Fuzzy Win-Win: A Novel Approach to Quantify Win-Win Using Fuzzy Logic

no code implementations13 Dec 2021 Ahmad B. Hassanat, Ghada A. Altarawneh, Ahmad S. Tarawneh, David Carfi, Abdullah Almuhaimeed

The classic win-win has a key flaw in that it cannot offer the parties the right amounts of winning because each party believes they are winners.

Deep learning for identification and face, gender, expression recognition under constraints

no code implementations2 Nov 2021 Ahmad B. Hassanat, Abeer Albustanji, Ahmad S. Tarawneh, Malek Alrashidi, Hani Alharbi, Mohammed Alanazi, Mansoor Alghamdi, Ibrahim S Alkhazi, V. B. Surya Prasath

The main objective of this work is to test the ability of deep learning based automated computer system to identify not only persons, but also to perform recognition of gender, age, and facial expressions such as eye smile.

Smile Recognition

Deep Face Image Retrieval: a Comparative Study with Dictionary Learning

no code implementations13 Dec 2018 Ahmad S. Tarawneh, Ahmad B. A. Hassanat, Ceyhun Celik, Dmitry Chetverikov, M. Sohel Rahman, Chaman Verma

The comparative results of the experiments conducted on three standard face image datasets show that the best performers for face image retrieval are Alexlayer7 with $K$-means and SSF, Alexlayer6 with $K$-SVD and SSF, and Alexlayer6 with $K$-means and SSF.

Dictionary Learning Face Image Retrieval +1

Detailed Investigation of Deep Features with Sparse Representation and Dimensionality Reduction in CBIR: A Comparative Study

no code implementations23 Nov 2018 Ahmad S. Tarawneh, Ceyhun Celik, Ahmad B. Hassanat, Dmitry Chetverikov

Research on content-based image retrieval (CBIR) has been under development for decades, and numerous methods have been competing to extract the most discriminative features for improved representation of the image content.

Content-Based Image Retrieval Dimensionality Reduction +1

Distance and Similarity Measures Effect on the Performance of K-Nearest Neighbor Classifier -- A Review

no code implementations14 Aug 2017 V. B. Surya Prasath, Haneen Arafat Abu Alfeilat, Ahmad B. A. Hassanat, Omar Lasassmeh, Ahmad S. Tarawneh, Mahmoud Bashir Alhasanat, Hamzeh S. Eyal Salman

This review attempts to answer this question through evaluating the performance (measured by accuracy, precision and recall) of the KNN using a large number of distance measures, tested on a number of real-world datasets, with and without adding different levels of noise.

Victory Sign Biometric for Terrorists Identification

no code implementations26 Feb 2016 Ahmad B. A. Hassanat, Mahmoud B. Alhasanat, Mohammad Ali Abbadi, Eman Btoush, Mouhammd Al-Awadi, Ahmad S. Tarawneh

Simple measurements for the fingers, in addition to the Hu Moments for the areas of the fingers were used to extract the geometric features of the shown part of the hand shown after segmentation.

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