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2 articles for “Bidirectional LSTM”

• Published Subscription 14 Sep 2023

  Perception Analysis of Social Network Tweets Using a Genetic Algorithm Based Approach

  By Radha Krishna Jana, Dharmpal Singh, Saikat Maity, Hrithik Paul

  Abstract: We communicate, post different comments, communicating with different people in Social media. Different people of the world posted their views on COVID-19 during the pandemic. In this study we analysed the posted comments on social media. Analysis of the comment in social media is called sentiment analysis. We performed sentiment analysis on content from social media platforms, classifying it into either positive or negative categories. For this task, we proposed …

  Published in Journal of Software Engineering Tools & Technology Trends · Vol. 10, Issue 2, 2023 · pp. 27–38 Read article →

• Published Subscription Review Article 12 Aug 2026

  Real-Time Deepfake Detection in Video Conferencing Systems

  By Juhi Singh, Shreya Saxena, A. Madhav Ainesh, Yanshi Goyal

  Abstract: Deepfake technology presents non-exemplary threats to video conferencing platforms, enabling advanced fraud, impression and misinformation campaigns worth billions annually. Current detection methods either exhibit latencies exceeding 100ms or rely on server-side cloud processing, raising privacy concerns. This paper presents DeepConfGuard, a lightweight hybrid architecture combining MobileNetV2 for spatial feature extraction, a bidirectional LSTM with attention for temporal modelling, and EfficientNetV2 for refinement. It reaches 94.8% accuracy with 85 ms end‑to‑end …

  Published in International Journal of Electronics Automation · Vol. 4, Issue 2, 2026 Read article →