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Daily Archives: April 11, 2024

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Sentiview: AI-Driven Sentiment Analysis and Insight Extraction from YouTube Comments

Sentiview: AI-Driven Sentiment Analysis and Insight Extraction from YouTube Comments
Authors:-Associate Professor Dr.Deevi Hari Krishna, Teleprolu Sai Sri Harshini, Gudipati Pavani, Nagabhairu Varshitha

Abstract-In our research, we employ sentiment analysis to scrutinize public sentiment by processing comments on YouTube as our primary data source. Our goal is to identify a broad spectrum of sentiments, including positive, negative, and neutral, as well as to understand the underlying opinions and attitudes expressed in the text. We utilize comments on YouTube to gain insights into public viewpoints on various aspects of videos. Given that YouTube boasts over a billion unique users, it serves as a significant platform for this analysis. Users can voice their opinions through various means such as voting, rating, favoriting, sharing, and commenting on videos. We have designed a machine learning system grounded in Naïve-Bayes algorithms and assessed the accuracy of these classification algorithms using several metrics, including the F-score and Accuracy score. To boost our system’s performance, we have also incorporated numerous feature selection techniques. Our research adds value to the domain of text analytics, which involves scrutinizing unstructured data embedded in natural language text using various machine learning tools and methodologies. The insights we glean hold considerable potential for understanding user behavior and sentiment on platforms like YouTube.

DOI: 10.61137/ijsret.vol.10.issue2.145

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Sustainable Materials of Innovative Construction Techniques in Green Building

Sustainable Materials of Innovative Construction Techniques in Green Building
Authors:-P.Pratish, Professor Dr.M.Narmatha

Abstract-Materials are the essential components of buildings construction. Chemical, physical and mechanical Properties of materials as well as an appropriate design are accountable of the building mechanical strength. The design of green buildings should thus begin with the selection and use of eco-friendly materials with related or better features than traditional building materials. Building materials are usually selected through functional, technical and financial requirements. The green building movement has gained significant traction as a means to address the environmental impact of buildings and promote sustainable development. This research paper examines the application of green building practices in the context of sustainable development in India. Buildings in India account for a substantial portion of resource consumption, energy use, and carbon dioxide emissions. Uncontrolled urban development has further intensified these environmental challenges. Recognizing the need for a more sustainable approach, the green building movement has emerged as a solution to minimize the environmental footprint of buildings.

DOI: 10.61137/ijsret.vol.10.issue2.146

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