Health Discovery Corporation has filed a patent infringement lawsuit against NVIDIA Corporation in the United States District Court for the District of Delaware. The suit alleges that NVIDIA unlawfully infringed U.S. Patent No. 10,402,685, which covers a recursive feature elimination method using support vector machines to enhance pattern recognition and classification tasks. The patent introduced a process that systematically ranks and removes less significant data features to improve model accuracy and efficiency. Although the patent expired in June 2025, Health Discovery Corporation is seeking damages, including potentially trebled damages for alleged willful infringement, for the period covered by the statute of limitations. The case targets NVIDIA’s GPU-accelerated machine-learning stack as infringing the patent’s claims.
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