Optimizing sentiment analysis of Indonesian texts: Enhancing deep learning models with genetic algorithm-based feature selection
Automatic text classification techniques are employed in a multitude of real-world applications, including the filtering of unsolicited messages, the analysis of sentiment, and the categorization of news items. The primary challenge in text representation is the high dimensionality, which can increa...
| Main Authors: | Siti, Mujilahwati, Noor Zuraidin, Mohd Safar, Ku Muhammad Naim, Ku Khalif, Nasyitah, Ghazalli |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Penerbit UTHM
2024
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/43886/ http://umpir.ump.edu.my/id/eprint/43886/1/Optimizing%20sentiment%20analysis%20of%20indonesian%20texts.pdf |
Similar Items
Rainfall intensity forecast using ensemble artificial neural network and data fusion for tropical climate
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2020)
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2020)
Rainfall intensity forecast using ensemble
artificial neural network and data fusion
for tropical climate
by: Mohd Safar, Noor Zuraidin, et al.
Published: (2020)
by: Mohd Safar, Noor Zuraidin, et al.
Published: (2020)
Analysis of Indonesian sentiment text based on affective space model (ASM) using electroencephalogram (EEG) signals
by: Hulliyah, Khodijah, et al.
Published: (2017)
by: Hulliyah, Khodijah, et al.
Published: (2017)
Rain prediction using fuzzy rule based system in North-West Malaysia
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2019)
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2019)
Feature Selection And Enhanced Krill Herd Algorithm For Text Document Clustering
by: Abualigah, Laith Mohammad Qasim
Published: (2018)
by: Abualigah, Laith Mohammad Qasim
Published: (2018)
Feature selection based on particle swarm optimization algorithm for sentiment analysis classification
by: Nurcahyawati, Vivine, et al.
Published: (2021)
by: Nurcahyawati, Vivine, et al.
Published: (2021)
A reliability based consistent fuzzy preference relations – fuzzy similarity for risk assessment in oil and gas industry
by: Ku Muhammad Naim, Ku Khalif, et al.
Published: (2019)
by: Ku Muhammad Naim, Ku Khalif, et al.
Published: (2019)
A reliability based consistent fuzzy preference relations for risk assessment in oil and gas industry
by: Ku Khalif, Ku Muhammad Naim, et al.
Published: (2019)
by: Ku Khalif, Ku Muhammad Naim, et al.
Published: (2019)
PSM UMPSA Lights Up Hari TVET Negara 2024 with Hands On Data Analytics Activities
by: Ku Muhammad Naim, Ku Khalif
Published: (2024)
by: Ku Muhammad Naim, Ku Khalif
Published: (2024)
Reliability fuzzy clustering algorithm for wellness of elderly people
by: N. J., Mohd Jamal, et al.
Published: (2019)
by: N. J., Mohd Jamal, et al.
Published: (2019)
Sentiment Analysis on COVID-19 Vaccine Tweets using Machine Learning and Deep Learning Algorithms
by: Tarun Jain, Tarun Jain, et al.
Published: (2023)
by: Tarun Jain, Tarun Jain, et al.
Published: (2023)
A coherent knowledge-driven deep learning model for idiomatic - aware sentiment analysis of unstructured text using Bert transformer
by: Bashar M. A., Tahayna
Published: (2023)
by: Bashar M. A., Tahayna
Published: (2023)
Enhanced feature selections of Adaboost training for face detection using genetic algorithm
by: Mohd. Zin, Zalhan
Published: (2007)
by: Mohd. Zin, Zalhan
Published: (2007)
Enhancing minority sentiment classification in gastronomy tourism: a hybrid sentiment analysis framework with data augmentation, feature engineering and business intelligence
by: Razali, Mohd Norhisham, et al.
Published: (2024)
by: Razali, Mohd Norhisham, et al.
Published: (2024)
Enhancing minority sentiment classification in gastronomy tourism: a hybrid sentiment analysis framework with data augmentation, feature engineering and business intelligence
by: Razali, Mohd Norhisham, et al.
Published: (2024)
by: Razali, Mohd Norhisham, et al.
Published: (2024)
An improved deep learning-based approach for sentiment mining
by: Mohd Sharef, Nurfadhlina, et al.
Published: (2014)
by: Mohd Sharef, Nurfadhlina, et al.
Published: (2014)
Prediction of Age, Sentiment, and Connectivity from Social Media Text
by: Nguyen, Thin, et al.
Published: (2011)
by: Nguyen, Thin, et al.
Published: (2011)
Speech-to-text and sentiment analysis for a hotel feedback system
by: Lee, Jia Jet
Published: (2023)
by: Lee, Jia Jet
Published: (2023)
The implementation of z-numbers in fuzzy clustering algorithm for wellness of chronic kidney disease patients
by: N. J., Mohd Jamal, et al.
Published: (2019)
by: N. J., Mohd Jamal, et al.
Published: (2019)
Enhanced feature selections of Adaboost training for face detection using genetic algorithm (GABoost)
by: Mohd. Zin, Zalhan, et al.
Published: (2007)
by: Mohd. Zin, Zalhan, et al.
Published: (2007)
Using wordnet to enhance feature selection in automated text categorization
by: Chua, Stephanie Hui Li
Published: (2004)
by: Chua, Stephanie Hui Li
Published: (2004)
Sentiment classification of financial news using statistical features
by: Yazdani, Sepideh Foroozan, et al.
Published: (2017)
by: Yazdani, Sepideh Foroozan, et al.
Published: (2017)
Indonesian affective word resources construction in valence and arousal dimension for sentiment analysis
by: Hulliyah, Khodijah, et al.
Published: (2019)
by: Hulliyah, Khodijah, et al.
Published: (2019)
Integrated Generative Adversarial Networks and Deep Convolutional Neural Networks for Image Data Classification A Case Study for COVID-19
by: Ku Muhammad Naim, Ku Khalif, et al.
Published: (2024)
by: Ku Muhammad Naim, Ku Khalif, et al.
Published: (2024)
Clustering of rainfall data using k-means algorithm
by: Mohd Sham, Mohamad, et al.
Published: (2019)
by: Mohd Sham, Mohamad, et al.
Published: (2019)
Indonesian pre-war Chinese Peranakan writings as Indonesian ‘post-colonial’ literary texts.
by: Sim , Chee Cheang
Published: (2008)
by: Sim , Chee Cheang
Published: (2008)
Multimodal Sentiment Analysis Of Social Media Through Deep Learning Approach
by: An, Jieyu
Published: (2024)
by: An, Jieyu
Published: (2024)
Multitasking deep neural network models for Arabic dialect sentiment analysis
by: Alali, Muath Mohammad Oqlah
Published: (2022)
by: Alali, Muath Mohammad Oqlah
Published: (2022)
Automatic timetabling for Malaysian secondary school using genetic algorithm / Ku Shin Soon
by: Ku, Shin Soon
Published: (2006)
by: Ku, Shin Soon
Published: (2006)
Buletin Pusat Pembelajaran Berterusan Dan Apel Edisi 2/2022
by: Mohd Safar, Noor Zuraidin
Published: (2022)
by: Mohd Safar, Noor Zuraidin
Published: (2022)
Review on outliers identification methods for univariate circular biological data
by: Siti Zanariah, Satari, et al.
Published: (2020)
by: Siti Zanariah, Satari, et al.
Published: (2020)
Optimization of PID Tuning Using Genetic Algorithm
by: Tengku Ahmad Faris, Ku Yusoff, et al.
Published: (2015)
by: Tengku Ahmad Faris, Ku Yusoff, et al.
Published: (2015)
Political speech texts of the Indonesian Presidents in the reformation era
by: Megah S., Suswanto Ismadi
Published: (2022)
by: Megah S., Suswanto Ismadi
Published: (2022)
The evaluation of accuracy performance in an enhanced embedded feature selection for unstructured text classification
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2020)
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2020)
Features selection for ids in encrypted traffic using genetic algorithm
by: Barati, Mehdi, et al.
Published: (2013)
by: Barati, Mehdi, et al.
Published: (2013)
Multilocal feature selection using genetic algorithm for face identification
by: Mohamad, Dzulkifli
Published: (2008)
by: Mohamad, Dzulkifli
Published: (2008)
Feature extraction based on word embeddings and opinion lexicals for sentiment analysis
by: Alshari, Eissa Mohammed Mohsen
Published: (2018)
by: Alshari, Eissa Mohammed Mohsen
Published: (2018)
An enhanced hybrid feature selection technique using term frequency-inverse document frequency and support vector machine-recursive feature elimination for sentiment classification
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2021)
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2021)
The English language multilingual processing for sentiment analysis in social media by using Python NLTK Text Classification, Miopia and MeaningCloud sentiment analysis techniques
by: Allen, Lee Wei Kiat
Published: (2019)
by: Allen, Lee Wei Kiat
Published: (2019)
Multi local feature selection using genetic algorithm for face identification
by: Chu, Kai Chuan
Published: (2007)
by: Chu, Kai Chuan
Published: (2007)
Similar Items
-
Rainfall intensity forecast using ensemble artificial neural network and data fusion for tropical climate
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2020) -
Rainfall intensity forecast using ensemble
artificial neural network and data fusion
for tropical climate
by: Mohd Safar, Noor Zuraidin, et al.
Published: (2020) -
Analysis of Indonesian sentiment text based on affective space model (ASM) using electroencephalogram (EEG) signals
by: Hulliyah, Khodijah, et al.
Published: (2017) -
Rain prediction using fuzzy rule based system in North-West Malaysia
by: Noor Zuraidin, Mohd Safar, et al.
Published: (2019) -
Feature Selection And Enhanced Krill Herd Algorithm For Text Document Clustering
by: Abualigah, Laith Mohammad Qasim
Published: (2018)