{"product_id":"contextual-emotion-classification-in-text-using-hybrid-word2vec-bilstm-9786209879531","title":"Contextual Emotion Classification in Text Using Hybrid Word2Vec-BiLSTM","description":"\u003cp\u003e • Author(s): Nilla Sivasrinu | Suneel Kumar Duvvuri\u003cbr\u003e • Publisher: LAP Lambert Academic Publishing\u003cbr\u003e • Publisher Imprint: LAP Lambert Academic Publishing\u003cbr\u003e • BISAC: General\u003c\/p\u003e\u003cp\u003eIn the modern digital era, human communication has shifted significantly toward unstructured text found on social media, micro-blogs, and instant messaging platforms. While traditional face-to-face interactions rely on non-verbal cues like facial expressions and vocal tone, digital text lacks these signals, making the detection of emotional intent a complex challenge for Natural Language Processing (NLP). This study addresses the limitations of traditional machine learning methods, such as Na�ve Bayes and Logistic Regression, which often fail to capture contextual meaning and long-range sequential dependencies. The proposed research introduces a hybrid deep learning framework that integrates Word2Vec(Continuous Bag-of-Words) embeddings with a Bidirectional Long Short-Term Memory (BiLSTM) network. Word2Vec is utilized to extract dense semantic features, enabling the model to understand mathematical relationships between words.\u003c\/p\u003e","brand":"LAP Lambert Academic Publishing","offers":[{"title":"Paperback","offer_id":47883602198679,"sku":"9786209879531","price":7345.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9786209879531.webp?v=1781102798","url":"https:\/\/atlanticbooks.com\/products\/contextual-emotion-classification-in-text-using-hybrid-word2vec-bilstm-9786209879531","provider":"Atlantic Books","version":"1.0","type":"link"}