MUMBAI, India, May 1 -- Intellectual Property India has published a patent application (202641049982 A) filed by Sree Chaitanya College Of Engineering, Karimnagar, Telangana, on April 20, for 'indemnification of message contacts classification models using ml.'
Inventor(s) include Mr. Murali Mohan Reddy M; Mr. Paloju Jayakrishna; Ms. Kamtam Durga Jyothirmai; and Ms. Peddi Sindhuja.
The application for the patent was published on May 1, under issue no. 18/2026.
According to the abstract released by the Intellectual Property India: "This describes content analysis of text with to identify suicidal tendencies and types. This article also describes how to make a sentence classifier that uses a neural network created using various libraries created for machine learning in the Python programming language. Attention is paid to the problem of teenage suicide and groups of death in social networks, the search for ways to stop the propaganda of suicide among minors. Analysis of existing information about so-called groups of death and its distribution on the Internet. We first choose the data source, define our proposed model and analyze the baseline characteristics. Then, we compute the frequency of n-grams, such as unigrams and bigrams, in the dataset to detect the presence of suicidal thoughts. We evaluate the experimental approach based on the baseline and our proposed model. Finally, we train our LSTM-CNN model using 10-fold cross-validation to identify our best hyper-parameter selection for suicide ideation detection. For our dataset, we apply the data collected from Reedit social media which allow its users to create longer posts."
Disclaimer: Curated by HT Syndication.
