Djallel Bouneffouf

Title: Djallel Bouneffouf: Innovator in Decision Support and Molecular Optimization

Introduction

Djallel Bouneffouf is a notable inventor based in Wappingers Falls, NY (US). He has made significant contributions to the fields of decision support systems and molecular optimization. With a total of 5 patents, his work is recognized for its innovative approaches and practical applications.

Latest Patents

One of his latest patents is titled "Feedback driven decision support in partially observable settings." This invention introduces a novel formulation called the Context-Attentive Bandit with Observations (CABO). It addresses scenarios where only a limited number of features can be accessed by the learner. The invention is particularly applicable to clinical settings and dialog systems, where revealing the entire feature set is not feasible. It adapts the standard contextual bandit algorithm known as Thompson Sampling with a new algorithm called Context-Attentive Thompson Sampling with Observations (CATSO). Experimental results demonstrate its effectiveness, including a regret analysis and empirical evaluations on several real-life datasets.

Another significant patent is focused on the "Optimization of multiple molecules." This computer-implemented method allows for modifying molecular structures while adhering to a budget. The process begins with receiving a subset of molecules from the user, represented as generation paths, along with an allotted budget for modifications. The method involves testing molecules and adjusting the budget based on resources expended. It continues until the budget is exhausted, ultimately presenting the tested molecules to the user.

Career Highlights

Djallel Bouneffouf is currently employed at International Business Machines Corporation (IBM). His work at IBM has allowed him to explore and develop innovative solutions in technology and research.

Collaborations

He has collaborated with notable coworkers, including Bei Chen and Sohini Upadhyay, contributing to various projects and advancements in their respective fields.

Conclusion

Djallel Bouneffouf's contributions to decision support systems and molecular optimization highlight his innovative spirit and dedication to advancing technology. His patents reflect a commitment to solving complex problems through creative solutions.