This inventor holds 1 USPTO granted patent. Top assignee: Adobe, Inc.. Active years: 2018.
Company Filing History:
Years Active: 2018
Title: Ehsan Amid: Innovator in High-Dimensional Data Visualizations
Introduction
Ehsan Amid is a prominent inventor based in Santa Cruz, CA (US). He has made significant contributions to the field of data visualization through his innovative approaches to dimensionality reduction. His work focuses on enhancing the understanding of high-dimensional datasets, which is crucial in various applications across industries.
Latest Patents
Ehsan Amid holds a patent for an invention titled "Enhanced triplet embedding and triplet creation for high-dimensional data visualizations." This patent describes a triplet embedding system that improves dimensionality reduction by utilizing exponential triplet embedding. The system leverages heavy-tailed properties of t-exponential distributions and robust non-convex loss functions to enhance visualizations, particularly in the presence of noisy data. Additionally, the system incorporates triplet similarity weighting and improved sampling techniques to accelerate triplet embedding in large datasets. Overall, this invention produces superior dimensionality reduction visualizations that accurately reveal the underlying structure of real-world high-dimensional datasets in lower-dimensional space. Ehsan has 1 patent to his name.
Career Highlights
Ehsan Amid is currently employed at Adobe, Inc., where he continues to develop innovative solutions in data visualization. His expertise in high-dimensional data analysis has positioned him as a valuable asset to the company. His work not only contributes to Adobe's product offerings but also advances the field of data science.
Collaborations
Ehsan has collaborated with Nikolaos Vlassis, further enhancing the impact of his work in the realm of data visualization. Their combined expertise has led to advancements in the methodologies used for high-dimensional data analysis.
Conclusion
Ehsan Amid is a notable inventor whose work in high-dimensional data visualizations is paving the way for more effective data analysis techniques. His innovative patent and contributions to Adobe, Inc. highlight his commitment to advancing the field.