MUMBAI, India, Sept. 5 -- Intellectual Property India has published a patent application (202441014985 A) filed by Hewlett Packard Enterprise Development Lp, Spring, U.S.A., on Feb. 29, 2024, for 'near linear autoencoders for class localization and anomaly detection.'

Inventor(s) include Mopur, Satish Kumar; Perumal Vijayan, Gunalan; and Bandopadhyay, Shounak.

The application for the patent was published on Sept. 5, under issue no. 36/2025.

According to the abstract released by the Intellectual Property India: "Examples of the presently disclosed technology provide a "near linear" activation function for an autoencoder (AE). The "near linear" activation function may comprise a piecewise function comprising: (1) a linearly-sloped middle segment spanning a majority of a domain of the piece-wise near linear activation function; (2) a first end segment with a different slope than the linearly-sloped middle segment, wherein the first end segment commences at a lower boundary of the domain of the piece-wise near linear activation function and terminates at a first end of the linearly-sloped middle segment; and (3) a second end segment with a different slope than the linearly-sloped middle segment, wherein the second end segment commences at a second end of the linearly-sloped middle segment and terminates at an upper boundary of the domain of the piece-wise near linear activation function."

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