Patent ID: 11880646
Assignee: nan
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A system comprising:
a central server, wherein the central server is a hardware server; and
a dynamic content optimization system comprising:
a collection engine,
a news server,
an optimization engine comprising:
a filter engine including a text preprocessor, a transformation engine, and a testing module; and
a markup engine;

a client website comprising a display module,
wherein the dynamic content optimization system creates the client website using data gathered from the collection engine;
wherein the collection engine gathers content from outside the dynamic content optimization system and store it within the news server;
wherein the transformation engine
retrieves previously stored and newly stored news server content,
preprocesses the newly retrieved news server content for comparison against previously stored news server content,
transforms the retrieved news server content into numerical input for testing, and
splits retrieved news server content into a first validation variable signifying news content and a second validation variable signifying non-news content by using at least one of word embeddings, count vectors, and one hot encoding;

wherein the testing module finds a vector for each text in the first or second validation variable, maps the vector and compares it against a threshold to determine a prediction accuracy; and
wherein the optimization engine posts non-rejected content on the client website based at least in part on the prediction accuracy and stores rejected content in the news server for future comparison.