Analyzing Schizophrenic-prone text from social media content: a novel approach through ML and NLP

Analyzing Schizophrenic-prone text from social media content: a novel approach through ML and NLP

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024.

Podrobná bibliografie
Hlavní autoři:	Rodela, Raisa Rahman, Efty, Farhan Tanvir, Rahman, Mubashira, Wajiha, Shaira
Další autoři:	Reza, Md Tanzim
Médium:	Diplomová práce
Jazyk:	English
Vydáno:	Brac University 2024
Témata:	Schizophrenia Logistic regression Mental illness Decision tree Language pattern Social media post Natural language processing GRU Bi-LSTM BERT Natural language processing (Computer science) Machine learning
On-line přístup:	http://hdl.handle.net/10361/22875

Podobné jednotky

An integrated approach: fake review detection using convBERT-BiLSTM classification
Autor: Mahmud, Md. Anas, a další
Vydáno: (2024)

Multimodal fake news detection using text and image
Autor: Biswas, Trisha, a další
Vydáno: (2024)

Sentiment analysis in Bengali Text using NLP
Autor: Sarkar, Ankon, a další
Vydáno: (2023)

Optimizing restaurant recommendations through sentiment analysis
Autor: Juha, Tasnia, a další
Vydáno: (2024)

Predicting suicidal intent from social media text post using machine learning
Autor: Chowdhury, Md. Mubin Ul Islam, a další
Vydáno: (2023)

Detecting sarcasm in Bengali comments using NLP
Autor: Chowdhury, Md. Jamiur Rahman
Vydáno: (2024)

A study on the efficacy of natural language generation techniques for similar writing personalities
Autor: Anwar, Ahmed, a další
Vydáno: (2024)

Hybrid recommendation system of intelligent captioning using deep learning networks
Autor: Wasi, Ahamed Al, a další
Vydáno: (2024)

Sentiment analysis using Natural Language Processing (NLP) & deep learning
Autor: Islam, Kazi Minhazul, a další
Vydáno: (2022)

A hybrid deep learning model and explainable AI-based Bengali hate speech multi-label classification and interpretation
Autor: Shakil, Mahmudul Hasan
Vydáno: (2023)

Quality assessment of extracted information from newspaper comment sections using natural language processing
Autor: Deb, Arnob, a další
Vydáno: (2024)

Research on the latest trends in Bangla named entity recognition
Autor: Farhan, Niloy, a další
Vydáno: (2023)

Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security
Autor: Fiha, Yeamin Jahan, a další
Vydáno: (2022)

NLP-based AI robot for intelligent interaction
Autor: Dastagir, Golam, a další
Vydáno: (2024)

Mental health analysis of cancer-diagnosed patients with the lowest survival rate and their caregivers
Autor: Orchi, Irin Hoque, a další
Vydáno: (2023)

Sentiment classification on Bengali food and restaurant reviews
Autor: Hossain, Abid, a další
Vydáno: (2024)

Interpretable Bangla fake news classification using BERT and traditional machine learning approaches
Autor: Anan, Ramisa, a další
Vydáno: (2023)

Automated reference validation for scholarly publications using NLP
Autor: Khan, A S M Nasim, a další
Vydáno: (2024)

Bangla hate speech detection on social media using attention-based recurrent neural network
Autor: Das, Amit Kumar, a další
Vydáno: (2022)

Survey of Afghan (Dari) Language NLP for Building Afghan NLIDB System
Autor: Karimi, Sadullah
Vydáno: (2022)

Human sentiment analysis using natural language processing
Autor: Shamya, Md. Shamiul Haque Khan, a další
Vydáno: (2024)

Recognizing sentimental emotions in text by using Machine Learning
Autor: Bushra, Tabassum Khan, a další
Vydáno: (2023)

Enhancing Bangla video comprehension through multimodal feature integration and attention-based encoder-decoder captioning models for single-action videos
Autor: Das, Saurav, a další
Vydáno: (2024)

Concomitant use of multiple antipsychotics to treat Schizophrenia: Risk benefit analysis
Autor: Tabassum, Fariha
Vydáno: (2024)

Market demand analysis using NLP in Bangla language
Autor: Hossain, Md Sabbir, a další
Vydáno: (2022)

A machine learning-based approach for data analysis to ascertain suicidal individuals from Social media users
Autor: Nahar, Fatiha Binte Kamrun, a další
Vydáno: (2023)

Vulgar and spam comment identification using Gluon Natural Language Processing and Convolution Neural Networks
Autor: Jahan, Rufyda
Vydáno: (2019)

Automated image caption generator in Bangla using multimodal learning
Autor: Rodoshi, Mashiat Hasin, a další
Vydáno: (2023)

Subjective question generation and answer evaluation using NLP
Autor: Swapno, Ahmed Symum, a další
Vydáno: (2024)

Automated essay scoring for Bangla
Autor: Mahjabin, Rubayet, a další
Vydáno: (2024)

Analyzing CV/resume using natural language processing and machine learning
Autor: Reza, Md. Tanzim, a další
Vydáno: (2018)

Advanced natural language processing with TensorFlow 2 : build effective real-world NLP applications using NER, RNNS, seq2seq models, transformers, and more /
Autor: Bansal, Ashish
Vydáno: (2021)

A comprehensive NLP-based voice assistant system for streamlined information retrieval in metro rail services of Bangladesh
Autor: Rahman, MD. Abir, a další
Vydáno: (2024)

Novel approach to detect hate speech and profanity on online platforms
Autor: Pritha, Barha Meherun, a další
Vydáno: (2022)

Feature unification for morphological parsing in Bangla
Autor: Dasgupta, Sajib, a další
Vydáno: (2010)

Natural language processing for online applications : text retrieval, extraction, and categorization /
Autor: Jackson, Peter, 1948-
Vydáno: (2002)

Rating detection by reviews using ML and NLP towards mobile phone recommendation
Autor: Sarker, Md Wafi, a další
Vydáno: (2023)

Utilization of machine learning classifiers to predict different forms of mental illness: schizophrenia, PTSD, bipolar disorder and depression
Autor: Jaman, Ayman Ibn, a další
Vydáno: (2021)

Text classification with an efficient preprocessing technique for cross-language and multilingual data
Autor: Khan, Towhid, a další
Vydáno: (2023)

TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices
Autor: Ahmed, Hasibul Hasan, a další
Vydáno: (2024)