Bi-LSTM Model to Increase Accuracy in Text Classification: Combining Word2vec CNN and Attention Mechanism

Jang, Beakcheol, Kim, Myeonghwi, Harerimana, Gaspard, Kang, Sang-ug, Kim, Jong Wook·2020·Applied Sciences

Cited by (442)

Items 301–400 of 442

  1. An Exploration of Various Aspects in Opinion Mining and Sentiment Analysis Across Social Media Platforms
    Sethu Vinayaga Vadivu, P. Nagaraj, M. Raja · 2026 · EAI/Springer Innovations in Communication and Computing
  2. Learning Improved Class Vector for Multi-Class Question Type Classification
    Tanu Gupta, Ela Kumar · 2021 · Atlantis Highlights in Computer Sciences/Atlantis highlights in computer sciences
  3. PROSTATE ULTRASOUND IMAGE CLASSIFICATION USING CNN-BILSTM
    Jayanth Ramesh, Dr. Manavalan R. · 2021 · Indian Journal of Computer Science and Engineering
  4. Analytical Approach for Sentiment Analysis of Movie Reviews Using CNN and LSTM
    Arushi Garg, Soumya Vats, Garima Jaiswal, Arun Sharma · 2022 · Communications in computer and information science
  5. Framework for Detecting Fake Retweets Using Deep Neural Network
    Sampad Dinesh Hegde, Akhilesh Shetty, N. Manoj, Abhigna Kalasad, R. K. Bharathi · 2022 · IEEE International Conference for Convergence in Technology (I2CT)
  6. Automatic Documents Categorization Using NLP
    Parsa Sai Tejaswi, Saranam Venkata Amruth, Prakya Tummala, Suneetha Manne · 2022 · Lecture notes in networks and systems
  7. Using Convolution Neural Networks for Improving Customer Requirements Classification Performance of Autonomous Vehicle
    Hao Wang, Asrul Adam, Fengrong Han · 2022 · International Journal of Computing and Digital Systems
  8. Bullying Tweets Detection using CNN- Attention
    Alghafiqe Alhlou, Abu Alam · 2023 · International Journal on Cybernetics & Informatics
  9. Feasibility Study of the Prediction of Radiologist’s Instructions with the Bi-LSTM Model Trained with Descriptions of MR Imaging Order-statement
    Kozo Shimizu, Tetsuya Tachiiri, Yuya Yamatani, Yoshimasa Mai, Nagaaki Marugami · 2023 · Japanese Journal of Radiological Technology
  10. The Influence of Knowledge Worker Salary Satisfaction on Employee Job Performance
    Lina Zeng · 2023 · Journal of Organizational and End User Computing
  11. Text Classification Accuracy Enhancement Using Deep Neural Networks
    Mobajjal Kadhim Najm, Mustafa S. Aljumaily, Ahmed Salih Al-Khaleefa, Ali Mahmoud Ayal, Dheyaa Abdulameer Mohammed, Aqeel Luaibi Challoob · 2023 · Al-Sadiq International Conference on Communication and Information Technology (AICCIT)
  12. A Study on Working and Applications of Sequential Deep Learning Models
    S.B. Swathi, SaiNikhil Juluri, Pooja Madhukar Komarali, Akshaya Kandhagatla, Soumya Chavan · 2023 · International Conference on Pervasive Computing and Social Networking (ICPCSN)
  13. Justifying the selection of a neural network linguistic classifier
    Olesia Barkovska, Kseniia Voropaieva, Oleksandr Ruskikh · 2023 · Innovative technologies and scientific solutions for industries
  14. Multi-Label Age Classification of Indonesian Song Lyrics using Deep Learning
    Raissa Camilla Maringka, Arief Setyanto, Emha Taufiq Luthfi · 2023 · International Conference on Cybernetics and Intelligent System (ICORIS)
  15. Amplifying document categorization with advanced features and deep learning
    M. Kavitha, K. Akila · 2024 · Multimedia Tools and Applications
  16. On Cognitive Level Classification of Assessment-items Using Pre-trained BERT-based Model
    Adnan Saif Dipto, Md. Mahmudur Rahman Limon, Fatima Tanjum Tuba, Md. Mohsin Uddin, Musharrat Khan, Rashedul Amin Tuhin · 2023 · International Conference on Natural Language Processing and Information Retrieval (NLPIR)
  17. Enhancing Film Discovery through Social Media Traces Using Sentiment Analysis and Machine Learning Combined Approach
    Aicha Boubekeur, Fouzia Benchikha, Naila Marir · 2024 · Learning and Technology Conference (L&T)
  18. Multi-Lingual Sentiment Analysis of Urdu and English Tweets Using RNN with Bidirectional LSTM
    Yash Deole, Tarun Jagadish, Md Shabrez, M. Premalatha, G. Anusooya · 2023 · International Conference on Recent Trends in Advance Computing (ICRTAC)
  19. Text Feature Representation via LSTM and Manifold Learning
    Qiujun Song, Yanyan Huang, Changbin Huang · 2024 · International Conference on Neural Networks, Information and Communication Engineering (NNICE)
  20. A BERT-Based Framework for Automated Extraction of Behavioral Indicators of Compromise from Security Incident Reports
    Mohamed El Amine Bekhouche, Kamel Adi · 2024 · Lecture notes in computer science
  21. Lightweight Conceptual Dictionary Learning for Text Classification Using Information Compression
    Li Wan, Tansu Alpcan, Margreta Kuijper, Emanuele Viterbo · 2024 · IEEE Transactions on Knowledge and Data Engineering
  22. Visual Question Answer System for Skeletal Image Using Radiology Images in the Healthcare Domain Based on Visual and Textual Feature Extraction Techniques
    Y. I. Jinesh Melvin, Mukesh Shrimali, Sushopti D. Gawade · 2024 · Annals of Data Science
  23. Syntactic analysis of SMOSS model combined with improved LSTM model: Taking English writing teaching as an example
    Ke Yan · 2024 · PLoS ONE
  24. Ancient Text Translation Model Optimized with GujiBERT and Entropy-SkipBERT
    Fuxing Yu, Rui Han, Yanchao Zhang, Han Yang · 2024 · Electronics
  25. Acute Respiratory Infection Time Series Forecasting Based On Natural Language Processing Models
    Coryna Rodríguez, Álvaro D. Orjuela-Cañón, Natalia Buitrago-Ricaurte · 2024 · IEEE Latin American Conference on Computational Intelligence (LA-CCI)
  26. Handling Semantic Relationships for Classification of Sparse Text: A Review
    Safuan Safuan, Ku Ruhana Ku‐Mahamud · 2025 · Mechanical Engineering, Science and Technology International Conference (MEST)
  27. Fixing Poorly Written Questions and Classifying Their Difficulty with DistilBERT, ALBERT, CNN, and Explainable AI
    Aradhana Saxena, A. Santhanavijayan, Harish Kumar Shakya · 2025 · Procedia Computer Science
  28. Evaluation of the Impact of Privacy-Enhancing Technologies on Data Security Compliance in Regulated Frameworks
    Yinjin Xu · 2025 · International Journal of High Speed Electronics and Systems
  29. Energy Forecasting Utilizing CNN-LSTM Attention Mechanism: Empirical Evidence from the Spanish Electricity Market
    Ekramul Haque Tusher, Jalal Uddin Md Akbar, Riadul Islam Rabbi, Mahmudul Hasan · 2025 · International series in management science/operations research/International series in operations research & management science
  30. Emerging Information Technologies for Next Generation Communications and Networks
    Byung-Seo Kim · 2021 · Applied Sciences
  31. Python‐Based Visual Classification Algorithm for Economic Text Big Data
    Yihuo Jiang, Xiaomei Guo, Hongliang Ni, Wenbing Jiang · 2022 · Discrete Dynamics in Nature and Society
  32. Sentimental Analysis on Social Media Comments with Recurring Models and Pretrained Word Embeddings in Portuguese
    Cristian Muoz Villalobos, Leonardo A. Forero Mendoza, Harold Dias de Mello, César Hernando Valencia Niño, Alvaro Orjuela, Ricardo Tanscheit, Marco Aurélio C. Pacheco · 2022 · International Conference on Natural Language Processing and Information Retrieval (NLPIR)
  33. Bi-LSTM-Based Model for Classifying Software Requirements
    Jalil Abbas, Zhuoxuan Hu, Saima Kanwal, Arshad Ahmad, Ahmad Almogren, Ayman Altameem · 2024 · Preprints.org
  34. The comprehensive Review of Mindfulness concepts within the Bhagavad Gita using deep learning based NLP technique
    Manali Pare Guha, Omkar Pattnaik · 2025 · SSRN Electronic Journal
  35. Enhancing Question-Answering in Energy Engineering Via a Domain-Specific Embedding Model in an Open-Source Rag Pipeline: A Case Study on Geothermal Energy
    Kamran Haddadian, Shengnan Chen, Roman Shor · 2025 · SSRN Electronic Journal
  36. CNN Prediction Method of Characteristic Parameter of Reservoir Reconstruction Based on Bi-LSTM and Attention
    Yu Gang Fan, Changlin Zhou, Liu Fei, Yan Fu, Wenlong Qi, Lin Yang, Chenhan Tang, Muhammad Hashim · 2021 · Lecture notes on data engineering and communications technologies
  37. Définition et détection des incohérences du système dans les dialogues orientés tâche. (We present experiments on automatically detecting inconsistent behavior of task-oriented dialogue systems from the context)
    Léon-Paul Schaub, Vojtěch Hudeček, Daniel Stancl, Ondřej Dušek, Patrick Paroubek · 2021
  38. Machine Learning Approach To Forecast the Word in Social Media
    Rajanala Vijaya Prakash · 2022
  39. Research on judgment reasoning using natural language inference in Chinese medical texts
    Xin Li, Wenping Kong · 2021 · International Conference on Natural Language Processing and Information Retrieval (NLPIR)
  40. NLP Based Review Categorization: A Survey
    Amogh Karhadkar, Akanksha Laddha, Nuti Revanth, Antara Roy Choudhury, K. Panimozhi · 2022 · International Conference on Intelligent Computing and Control Systems (ICICCS)
  41. Multivariate Time Series Forecasting of Rainfall Using Machine Learning
    Shilpa Hudnurkar, Vidur Sood, Vedansh Mishra, Manobhav Mehta, Akash Upadhyay, Shilpa Gite, Neela Rayavarapu · 2022 · Advances in computational intelligence and robotics book series
  42. Peer Review #2 of "An enhanced CNN-LSTM remaining useful life prediction model for aircraft engine with attention mechanism (v0.1)"
    2022 · PeerJ Computer Science
  43. Peer Review #1 of "An enhanced CNN-LSTM remaining useful life prediction model for aircraft engine with attention mechanism (v0.2)"
    2022 · PeerJ Computer Science
  44. Peer Review #1 of "An enhanced CNN-LSTM remaining useful life prediction model for aircraft engine with attention mechanism (v0.1)"
    2022 · PeerJ Computer Science
  45. Peer Review #2 of "An enhanced CNN-LSTM remaining useful life prediction model for aircraft engine with attention mechanism (v0.2)"
    2022 · PeerJ Computer Science
  46. Pengaruh Distribusi Panjang Data Teks pada Klasifikasi: Sebuah Studi Awal
    Said Al Faraby, Ade Romadhony · 2022 · JURNAL MEDIA INFORMATIKA BUDIDARMA
  47. Challenges of shopping cart content categorization with LSTM neural networks
    Zoltan Balogh · 2022 · International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME)
  48. Natural Language Inference for Arabic using Recurrent Neural Network and Word Embedding
    Mabrouka Ben-Sghaier, Wided Bakari, Mahmoud Néji · 2022 · IEEE/ACS International Conference on Computer Systems and Applications (AICCSA)
  49. A Deep Learning Approach for Minimizing False Negatives in Predicting Receipt Emails
    Chanda Hirway, Enda Fallon, Paul Connolly, Kieran Flanagan, Deepak Yadav · 2022 · International Conference on Computer and Applications (ICCA)
  50. Peringkasan Dokumen Teks Otomatis Berdasarkan Sebuah Kueri Menggunakan Bidirectional Long Short Term Memory Network
    Yuliska Yuliska, Khairul Umam Syaliman · 2022 · INTECOMS Journal of Information Technology and Computer Science
  51. Topic Model with Fully-Connected Layers for Short-Text Classification
    Zhiyong Pan, Gang Zhao, Dan Wang · 2023 · Lecture notes on data engineering and communications technologies
  52. Long Text Multi-label Classification
    Miao Zang, Siyi Niu, Yang Gao, Xi Chen · 2023 · International Conference on Neural Networks, Information and Communication Engineering (NNICE)
  53. Helpdesk Ticket Classification for Technician Assignment Routes Using BiLSTM
    Putu Alan Arismandika, Kadek Yota Ernanda Aryanto, I Made Gede Sunarya · 2023 · Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi)
  54. DESIGNING A TEXT DATA RECOGNITION MODEL USING COMPUTATIONAL INTELLIGENCE
    Olga A. Dmitrieva, E. BABENKO · 2023 · Scientific papers of Donetsk National Technical University Series Informatics Cybernetics and Computer Science
  55. Enhancing Fake News Detection through Clustering with Convolutional Neural Networks
    Melisa Biçer, Selma Ayşe Özel · 2023 · Innovations in Intelligent Systems and Applications Conference (ASYU)
  56. Incorporating News Tags into Neural News Recommendation in Indonesian Language
    Maxalmina Satria Kahfi, Evi Yulianti, Alfan Farizki Wicaksono · 2023 · International Journal of Advanced Computer Science and Applications
  57. Comparative Study of Deep Learning Models for Document Classification
    Aswathy Sreekumar, R Reshma, B. Athira · 2023 · International Conference on Smart Computing and Communications (ICSCC)
  58. EFM: A Negative Network Public Opinion Early Warning Model Based on Evolutionary Feature Mining
    Fanfeixue Meng, Jingchen Wu, Feifan Song, Xu Wu, Lan Hu · 2023 · IEEE International Conference on Data Science in Cyberspace
  59. Dental Patient Chief Complaint Classification
    Aryo Handono, Ade Romadhony · 2023 · International Conference on Informatics and Computing (ICIC)
  60. Advancing Recurrent Neural Networks and Generative Adversarial Networks: A Technical Framework for Enhanced Effectiveness Evaluation
    Yu Xia · 2023 · IEEE International Conference on Information Systems and Computer Aided Education (ICISCAE)
  61. Enhancing Official Policy Document Classification with BERT and Keyword Augmentation
    Xuming Wang, YU Jia-hua, Simon James Fong · 2023 · International Conference on Digital Data Processing (DDP)
  62. A Novel Method for Detection and Tracking of Low-Slow-Small Drones Based on Computer Vision
    Qilong Wu, Zhuolin Yu, Chuan Xu, Tong Zhou · 2023 · International Conference on Image Processing, Computer Vision and Machine Learning (ICICML)
  63. BERT-Enhanced Graph Convolutional Network for News Text Classification
    Li Li, Yushui Geng · 2023 · IEEE Smart World Congress (SWC)
  64. A Deep Learning System for Multi-Label Customer Review Analysis
    Rishabh Pandey, Ashutosh Kumar, Charu Karmo, Shivali Chopra · 2024 · SSRN Electronic Journal
  65. Construction Research on Quality Feature Dictionary of Medical Services Based on Tongyici Cilin and Word2vec Model
    Shulei Shu, Zhiwen Cai, Cui Jiang · 2023 · International Conference on Data Science & Informatics (ICDSI)
  66. Using word evolution to predict drug repurposing
    Judita Preiss · 2024 · BMC Medical Informatics and Decision Making
  67. Countering DDoS threats: leveraging ensemble methods for detection and mitigation
    Muhammad Zeeshan Arshad · 2024 · Lahore Garrison University Research Journal of Computer Science and Information Technology
  68. A Thesaurus Constructing Method in Electric Power Domain Based on Word2vec and Quantum Convolutional Neural Network
    Hongying He, Nan Liu, Jizhong Zhu, Diansheng Luo, Runli Hong · 2024 · SSRN Electronic Journal
  69. Deep Learning-Based cloud services recommendation
    Saida Kichou, Brairi Ismail, Essalhi Mohamed Amine · 2024 · International Conference on Pattern Analysis and Intelligent Systems (PAIS)
  70. Anatomization of Neural Networks based models for Semantic Analysis of Tabular dataset
    B Sai Bharath, Jahnavi Bollineni, Sandeep Preetham Mandala, Tania Ganguly, J. Amudha, Nikhil Shukla, Raj Joseph · 2024 · IEEE International Conference for Convergence in Technology (I2CT)
  71. STPDA: Leveraging spatial-temporal patterns for downstream analysis in spatial transcriptomic data
    Mingguang Shi, Xudong Cheng, Yulong Dai · 2024 · Computational Biology and Chemistry
  72. Klasifikasi Sinyal EEG Untuk Mengenali Jenis Emosi Menggunakan Deep Learning
    Pita Rosemari, Dian Palupi Rini, Winda Kurnia Sari · 2023 · Jurnal Sistem Komputer dan Informatika (JSON)
  73. Prediction and Analysis of Seepage Flow of UpperReservoir of a Pumped Storage Power Station Based on Bi-LSTM
    Guofeng Chen, Guangkai Li, Fangxiao Ma · 2024 · International Academic Conference on Edge Computing, Parallel and Distributed Computing (ECPDC)
  74. Research on the Clustering of Emotional Elements in Art and Design Based on Visual Language Communication
    Xia Du, Shahbaz Ahmad · 2024 · International Journal of Information Technologies and Systems Approach
  75. POQC: Prompt-Optimized Model for Question Classification Using LLM-Based Data Augmentation
    Yichuan Wang, Changhong Luo, Turdi Tohti, Askar Hamdulla · 2024 · International Conference on Electronic Communication and Artificial Intelligence (ICECAI)
  76. Vehicle-Trajectory Prediction Method Using Both Deep Learning and Physics Models
    Sumin Ahn, Dayeon Yoo, Jaeyeon Yoo, Jinwoo Yoo · 2024 · Transactions of Korean Society of Automotive Engineers
  77. An Enhanced BERT-CNN-BiLSTM-MH Model for NLP Classification
    Yilin Zhang · 2024 · IEEE International Conference on Data Science and Computer Application (ICDSCA)
  78. An Internet of Things (IoT) Consumer Data Network Security Assessment that Uses Variant Mode Decomposition (VMD) and Fused CNN-Attention Bi- LSTM
    Amit Kumar Mishra, Pooja Varma, Y. K. Sharma, S. Hemelatha, Ramesh Saini, D. Nirmala · 2024 · Global Conference on Communications and Information Technologies (GCCIT)
  79. Deep Learning for Explicit Content Classification in Music Lyrics
    Raissa Camilla Maringka, Green Arther Sandag · 2024 · International Conference on Cybernetics and Intelligent System (ICORIS)
  80. Text Prediction Using Attention Mechanism
    Teresa Stefanie Sheryl, Anthonio Obert Lais, Azani Cempaka Sari, Hanis Amalia Saputri, Andien Dwi Novika · 2024 · International Conference on Cybernetics and Intelligent System (ICORIS)
  81. Artificial Intelligence-Powered Intent Classification for Indonesian E-Wallet Customer Service Chatbots
    Christopher Owen, Derwin Suhartono · 2024 · International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA)
  82. An LSTM‐Oriented Approach for Next Word Prediction Using Deep Learning
    Nidhi Shukla, Ashutosh Kumar Singh, Vijay Kumar Dwivedi, Pallavi Shukla, Jeetesh Srivastava, Vivek Prakash Srivastava · 2025
  83. Evaluation of E-commerce Logistics Service Quality using Online Customer Reviews with Bi-LSTM and Bahdanau Attention
    Hongmei Zhao · 2024 · International Conference on Distributed Systems, Computer Networks and Cybersecurity (ICDSCNC)
  84. Classification and Labeling Techniques of Educational Resources Based on BERT-CNN model
    Viswanathan.M.P, Noor Kaylan Hamid, Vankadhara Rajyalakshmi, Neelam Sharma, Sharmeen Izzat Hassan, S Muthuperumal · 2025 · International Conference on Emerging Smart Computing and Informatics (ESCI)
  85. A study on news headline classification based on BERT-CNN-LSTM model with fusion adversarial training
    Yimin Li, Manqi Qiu, Qi Zhang, Zimo Li, Tongfei Li · 2024 · International Conference on Computer Network Technology and Electronic and Information Engineering (CNTEIE)
  86. GAL: A global aspect local extraction mechanism for aspect-based sentiment classification
    Zhiqiang Zhang, Xiaoming Li, Hongpeng Bai, Meilian Zheng, Kun Huang · 2025 · Information Sciences
  87. Detecting Cyber Attacks Using Deep Learning: An Empirical Study on Network Traffic Data
    Fatima Radi Hamade, Ahmed J. Obaid, Parul Agarwal · 2025 · Information systems engineering and management
  88. Leveraging Deep Learning Models to Combat Fake News: A Study on RNN, CNN, and BERT Accuracy in Identifying Misinformation
    Nyoman Wira Prasetya, Fathul Qorib, Anak Agung Ayu Mirah Krisnawati, Richard Wijaya Harianto · 2025 · International Conference on Computer Sciences, Engineering, and Technology Innovation (ICoCSETI)
  89. Addressing Security Threats Using Attention Recurrent Bidirectional Network-Based Crossover Prairie Dog Algorithm Interconnected Systems
    Deepa Rajasekar, Ravikumar Sethuraman, Priscilla Rajadurai, Surendran Subbaraj · 2025 · IETE Journal of Research
  90. Clustering of cancer text documents in the medical field using machine learning heuristics
    C. Premila Rosy · 2025 · THE SCIENTIFIC TEMPER
  91. Application of Machine Vision Technology in Automated Financial Auditing and Compliance Inspection
    Wenjuan Xu, Jihong Tang · 2025 · International Journal of High Speed Electronics and Systems
  92. A Sentiment Analysis of Inception Movie Reviews Based on TextBlob and VADER
    雨婷 王 · 2025 · Modern Linguistics
  93. Optimization of a Causality-Driven Transformer-XL Model for Law: Construction and Validation of an Explainable AI System for Criminal Case Evidence Chain Reasoning
    Mingxiang Chen · 2025 · International Journal of High Speed Electronics and Systems
  94. An intelligent real-time system for warning of flash floods
    Isa Ebtehaj, Hossein Bonakdari, Silvio José Gumière, Mohamed Khelifi, Ousmane Seidou, Bahram Gharabaghi · 2025 · Elsevier eBooks
  95. Music audio emotion regression using the fusion of convolutional neural networks and bidirectional long short-term memory models
    Yi Qiu, Yu Qiang Lin, Yun Lin · 2025 · PeerJ Computer Science
  96. Research on Prediction and Discrimination Method of Compressor Internal Stall Level Based on Time Series Feature Extraction
    Weiguang Zhao, Jia Yu, Tao Liu · 2025 · IEEE Access
  97. LeSMO-ALB2TM: Data security in educational cloud using lattice signature scheme and optimized deep learning framework for attack detection
    Satheesh K S V A Kavuri, T. krishnaSree · 2025 · Peer-to-Peer Networking and Applications
  98. Modeling an Intrusion Detection System using Hybrid DT-LSTM Model
    Naledi Mogane, Sello Mokwena · 2025 · Conference on Information Communications Technology and Society (ICTAS)
  99. Prediction of Consumer Complaints Using Various Classification Models with Pre-trained Embedded Layer
    Debarati Nath, Joseph Roy, Sukanya Ghosh, Sayantani Bhattacharya · 2025 · Lecture notes in networks and systems
  100. A Review of Sentiment Analysis For Text Mining on Social Media Platforms
    K. Gokila, D. Sivakumar · 2025 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering