Location History:
- Herzliya, IL (2021)
- Givatayim, IL (2020 - 2023)
- Ramat Gan, IL (2023)
- Givaatayim, IL (2019 - 2024)
Company Filing History:
7 out of 54,719 
6 out of 51,907 
Years Active: 2019-2025
Title: Itzik Malkiel: Innovator in Relational Similarity and Neural Networks
Introduction
Itzik Malkiel is a prominent inventor based in Givaatayim, Israel. He has made significant contributions to the fields of machine learning and artificial intelligence, holding a total of 13 patents. His work focuses on developing advanced algorithms that enhance the capabilities of neural networks and relational data processing.
Latest Patents
One of Malkiel's latest patents is titled "Representation learning with side information." This invention involves a relational similarity determination engine that processes a dataset containing entities and their co-occurrence data. The engine models both co-occurrence relations and explicit relations to compute similarity metrics for pairs of entities. It identifies the most similar replacement entity for each entity based on these metrics.
Another notable patent is "Deep gradient activation map model refinement." This method generates an aggregate saliency map using a convolutional neural network. The saliency map generator creates layer-dependent saliency maps based on convolutional activation maps and their gradients. These maps are then combined to indicate the contributions of individual components of the input data to the prediction scores computed by the neural network.
Career Highlights
Throughout his career, Itzik Malkiel has worked with leading technology companies, including Microsoft Technology Licensing, LLC and General Electric Company. His experience in these organizations has allowed him to refine his skills and contribute to groundbreaking innovations in technology.
Collaborations
Malkiel has collaborated with notable professionals in his field, including Noam Koenigstein and Oren Barkan. These collaborations have further enriched his work and expanded the impact of his inventions.
Conclusion
Itzik Malkiel is a distinguished inventor whose work in relational similarity and neural networks has made a significant impact on technology. His innovative patents and collaborations highlight his expertise and dedication to advancing the field of artificial intelligence.