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Enhancing Depressive Post Detection in Bangla: A Comparative Study of TF-IDF, BERT and FastText Embeddings

https://doi.org/10.2139/ssrn.4885802
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-319-54184-6_12openalex-extracted
Analysis on the Dropout Effect in Convolutional Neural Networks
inferredcites →https://doi.org/10.1007/978-981-16-8484-5_21openalex-extracted
Depressive Bangla Text Detection from Social Media Post Using Different Data Mining Techniques
inferredcites →https://doi.org/10.1007/s11042-019-08409-zopenalex-extracted
Efficient feature selection techniques for sentiment analysis
inferredcites →https://doi.org/10.1007/s41347-020-00134-xopenalex-extracted
Social Media and Mental Health: Benefits, Risks, and Opportunities for Research and Practice
inferredcites →https://doi.org/10.1016/0165-0327(95)00015-fopenalex-extracted
Major depression and the risk of attempted suicide
inferredcites →https://doi.org/10.1037/0278-6133.14.5.388openalex-extracted
inferredcites →https://doi.org/10.1080/10824669.2018.1523734openalex-extracted
Receiver Operating Characteristic (ROC) Area Under the Curve (AUC): A Diagnostic Measure for Evaluating the Accuracy of Predictors of Education Outcomes
inferredcites →https://doi.org/10.1080/15456870.2015.972282openalex-extracted
Social Media: Defining, Developing, and Divining
inferredcites →https://doi.org/10.1109/ic4me247184.2019.9036528openalex-extracted
Depression Analysis from Social Media Data in Bangla Language using Long Short Term Memory (LSTM) Recurrent Neural Network Technique
inferredcites →https://doi.org/10.1109/icasert.2019.8934455openalex-extracted
Depression Analysis of Bangla Social Media Data using Gated Recurrent Neural Network
inferredcites →https://doi.org/10.1109/icece.2018.8636797openalex-extracted
Social media bullying detection using machine learning on Bangla text
inferredcites →https://doi.org/10.1109/iciev.2014.6850712openalex-extracted
Performing sentiment analysis in Bangla microblog posts
inferredcites →https://doi.org/10.1109/ijcnn.2015.7280578openalex-extracted
Analysis of function of rectified linear unit used in deep learning
inferredcites →https://doi.org/10.1109/iwci.2016.7860338openalex-extracted
Sentiment analysis on bangla and romanized bangla text using deep recurrent models
inferredcites →https://doi.org/10.1109/tnnls.2021.3084827openalex-extracted
A Survey of Convolutional Neural Networks: Analysis, Applications, and Prospects
inferredcites →https://doi.org/10.1136/amiajnl-2011-000464openalex-extracted
Natural language processing: an introduction
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-extracted
Long Short-Term Memory
inferredcites →https://doi.org/10.1609/aaai.v33i01.33011682openalex-extracted
Generalized Batch Normalization: Towards Accelerating Deep Neural Networks
inferredcites →https://doi.org/10.17977/um018v2i12019p41-46openalex-extracted
Adam Optimization Algorithmfor Wide and Deep Neural Network
inferredcites →https://doi.org/10.3390/app12178643openalex-extracted
A Comparison of Pooling Methods for Convolutional Neural Networks
inferredcites →https://doi.org/10.48550/arxiv.1911.00288openalex-extracted
inferredcites →https://doi.org/10.48550/arxiv.2004.02806openalex-extracted
inferredcites →https://doi.org/10.1037//0278-6133.14.5.388openalex-snapshot
The impact of negative emotions on prognosis following myocardial infarction: Is it more than depression?

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-15346-3_9openalex-snapshot
BanglaMind: An AI-Powered Chatbot for Emotion and Suicide Risk Detection in Students
inferred← citeshttps://doi.org/10.1007/978-3-032-16281-6_24openalex-snapshot
Beyond Bag-of-Words: Transformers for Robust Cyberbullying Detection on Twitter
inferred← citeshttps://doi.org/10.1007/978-981-96-2721-9_35openalex-snapshot
A Comparative Analysis of Sarcasm Detection in Bangla Texts Using Several AI Approaches
inferred← citeshttps://doi.org/10.1007/s13198-025-02950-xopenalex-snapshot
Enhancing text classification using hybrid embeddings and advanced machine learning techniques
inferred← citeshttps://doi.org/10.3390/jtaer20040253openalex-snapshot
Scalable Gender Profiling from Turkish Texts Using Deep Embeddings and Meta-Heuristic Feature Selection
inferred← citeshttps://doi.org/10.7759/s44389-025-08575-2openalex-snapshot
The Evolution of Intent Detection: Deep Learning-Based Paradigms for Natural Language Understanding
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