Michael John Witbrock

Title: Michael John Witbrock: Innovator in Text Data Representation and Problem Solving

Introduction

Michael John Witbrock is a notable inventor based in Ossining, NY (US), recognized for his contributions to the field of computer science and artificial intelligence. With a total of 8 patents to his name, he has made significant strides in enhancing computing efficiency and machine learning methodologies.

Latest Patents

One of his latest patents is titled "Text data representation learning using random document embedding." This invention provides a computer-implemented method for performing unsupervised feature representation learning for text data. The method generates reference text data with a set of random text sequences, where each sequence is of random length and comprises a number of random words. The random lengths are sampled from a minimum to a maximum length, and the random words are drawn from a distribution. The method generates a feature matrix for raw text data based on computed distances between the random text sequences and the raw text data, which is then used as input for machine learning models.

Another significant patent is "Problem manipulators for language-independent computerized reasoning." This method improves the computing efficiency of a device for language-independent problem solving and reasoning. It involves receiving a user query, which is decomposed into sub-queries arranged in a tree structure. These sub-queries are executed in a knowledge base, and the results are composed into a query response that is transmitted back to the user.

Career Highlights

Michael John Witbrock is currently employed at International Business Machines Corporation (IBM), where he continues to innovate and contribute to advancements in technology. His work focuses on developing methods that enhance the capabilities of machine learning and artificial intelligence.

Collaborations

Throughout his career, Michael has collaborated with notable colleagues, including Lingfei Wu and Liana Liyow Fong. These collaborations have further enriched his research and development efforts in the field.

Conclusion

Michael John Witbrock stands out as a prominent inventor whose work in text data representation and problem-solving methodologies has made a significant impact in the tech industry. His innovative patents and contributions continue to shape the future of artificial intelligence and computing efficiency.