Company Filing History:
Years Active: 2020
Title: Innovations by Julian Qian in Inventory Utilization Prediction
Introduction
Julian Qian is an accomplished inventor based in San Francisco, CA. He has made significant contributions to the field of machine learning, particularly in the area of inventory utilization prediction. With a total of 2 patents to his name, Qian's work is paving the way for more efficient inventory management systems.
Latest Patents
One of Julian Qian's latest patents is titled "Regression-tree compressed feature vector machine for time-expiring inventory utilization prediction." This patent discloses systems that utilize regression-tree-modified feature vector machine learning models to predict utilization in time-expiring inventory. The online computing system receives a feature vector for a listing and inputs it, along with modified feature vectors, into a demand function to generate demand estimates. These estimates are then input into a likelihood model to produce a set of request likelihoods. Each request likelihood represents the probability that the time-expiring inventory will receive a transaction request at various test prices and times to expiration. The system further trains a regression tree model based on a training dataset that includes each of the request likelihoods and the test parameters used to generate the demand estimates.
Career Highlights
Julian Qian is currently employed at Airbnb, Inc., where he applies his innovative ideas to enhance the company's operational efficiency. His work focuses on leveraging advanced machine learning techniques to solve complex problems related to inventory management.
Collaborations
Some of Julian's notable coworkers include Spencer De Mars and Yangli Hector Yee. Their collaborative efforts contribute to the innovative environment at Airbnb, fostering advancements in technology and inventory solutions.
Conclusion
Julian Qian's contributions to the field of inventory utilization prediction through his innovative patents demonstrate his expertise and commitment to advancing technology. His work not only benefits his company but also has the potential to impact the broader industry significantly.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.