Yazar "Bakal, Gokhan" için listeleme
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Beyond visual cues: Emotion recognition in images with text-aware fusion☆
Sungur, Kerim Serdar; Bakal, Gokhan (ELSEVIER, 2025)Sentiment analysis is a widely studied problem for understanding human emotions and potential outcomes. As it can be performed over textual data, working on visual data elements is also critically substantial to examining ... -
Building a challenging medical dataset for comparative evaluation of classifier capabilities
Bozkurt, Berat; Coskun, Kerem; Bakal, Gokhan (ELSEVIER, 2024)Since the 2000s, digitalization has been a crucial transformation in our lives. Nevertheless, digitalization brings a bulk of unstructured textual data to be processed, including articles, clinical records, web pages, and ... -
A Comparative Analysis on Medical Article Classification Using Text Mining & Machine Learning Algorithms
Kolukisa, Burak; Dedeturk, Bilge Kagan; Dedeturk, Beyhan Adanur; Gulşen, Abdulkadir; Bakal, Gokhan (Institute of Electrical and Electronics Engineers Inc., 2021)The document classification task is one of the widely studied research fields on multiple domains. The core motivation of the classification task is that the manual classification efforts are impractical due to the ... -
A Computational Drug Repositioning Effort using Patients' Reviews Dataset
Akkaya, Ali; Bakal, Gokhan (Institute of Electrical and Electronics Engineers Inc., 2023)The drug discovery process is one of the core motivations in both medical and, specifically, pharmaceutical disciplines. Due to the nature of the process, it requires an excessive amount of time, clinical experiments, ... -
Document Classification with Contextually Enriched Word Embeddings
Mahmood, Raad Saadi; Bakal, Gokhan; Akbas, Ayhan (Bajece (İstanbul Teknik Ünv), 2024)The text classification task has a wide range of application domains for distinct purposes, such as the classification of articles, social media posts, and sentiments. As a natural language processing application, machine ... -
An empirical study of sentiment analysis utilizing machine learning and deep learning algorithms
Erkantarci, Betul; Bakal, Gokhan (SPRINGER, 2023)Among text-mining studies, one of the most studied topics is the text classifcation task applied in various domains, including medicine, social media, and academia. As a sub-problem in text classifcation, sentiment ... -
ENHANCING DEEP LEARNING PERFORMANCE THROUGH A GENETIC ALGORITHM-ENHANCED APPROACH: FOCUSING ON LSTM
Şen, Tarık Üveys; Bakal, Gokhan (Kahramanmaraş Sütçü İmam Üniversitesi, 2024)Deep learning has shown remarkable success in various applications, such as image classification, natural language processing, and speech recognition. However, training deep neural networks is challenging due to their ... -
On Comparative Classification of Relevant Covid-19 Tweets
Bakal, Gokhan; Abar, Orhan (Institute of Electrical and Electronics Engineers Inc., 2021)Due to the impressive information dissemination power of social networks such as Twitter, people tend to check social networks and Web pages more than other traditional news sources, including newspapers, TV news programs, ... -
A Transfer Learning Application on the Reliability of Psychological Drugs' Comments
Sen, Tarik Uveys; Bakal, Gokhan (Institute of Electrical and Electronics Engineers Inc., 2023)As digitalization and the Internet stay emerging concepts by gaining popularity, the accuracy of personal reviews/opinions will be a critical issue. This circumstance also particularly applies to patients taking psychological ...
