Tokyo, Japan

Makoto Otsuka

USPTO Granted Patents = 4 

Average Co-Inventor Count = 2.4

ph-index = 1

Forward Citations = 4(Granted Patents)


Company Filing History:


Years Active: 2017-2022

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4 patents (USPTO):

Title: **Makoto Otsuka: Pioneering Innovation in Consumer Behavior Modeling**

Introduction

Makoto Otsuka, an inventive mind based in Tokyo, Japan, has made significant contributions to the field of cognitive science and consumer behavior through his innovative patents. With a total of four patents to his name, Otsuka is recognized for harnessing advanced technology to better understand and predict consumer choices.

Latest Patents

Otsuka's latest patents include cutting-edge developments such as a processing apparatus and method, as well as an estimating apparatus and method. The processing apparatus is designed to represent cognitively biased selection behavior of consumers through a learnable model with high prediction accuracy. This model considers various feature values of both the product and the consumer, allowing for a detailed analysis of selection behaviors. The apparatus utilizes an acquiring unit to gather training data, an input combining unit to generate combined input vectors, and a learning processing unit to develop a selection model based on these inputs.

Additionally, his work on a dynamic time-evolution Boltzmann machine exemplifies his commitment to advancing technology in learning models that correspond with time-series input data. This model incorporates a mechanism to adjust weight parameters in order to enhance conditional probabilities based on input data sequences, thus refining the learning processes involved.

Career Highlights

Otsuka's innovative journey is significantly anchored at the International Business Machines Corporation (IBM), a leader in technology and innovation. His expertise in developing sophisticated models for analyzing consumer behavior showcases his profound understanding of machine learning and cognitive biases.

Collaborations

Throughout his career, Otsuka has collaborated with distinguished colleagues such as Takayuki Osogami and Tetsuro Morimura. These partnerships have enriched his innovative approaches, combining their collective expertise to push the boundaries of research and development in their field.

Conclusion

Makoto Otsuka continues to be an influential figure in the realm of consumer behavior modeling through his groundbreaking inventions. His patented technologies not only improve our understanding of consumer choices but also pave the way for future innovations in predictive modeling. With a firm foundation in advanced computational methods, Otsuka's work stands as a testament to the potential of innovation in creating smarter consumer experiences.

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