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Takuma Otsuka

2 accepted papers

2017

Multi-output Polynomial Networks and Factorization Machines

NeurIPS 2017poster

Factorization machines and polynomial networks are supervised polynomial models based on an efficient low-rank decomposition. We extend these models to the multi-output setting, i.e., for learning vector-valued functions, with application to multi-class or multi-task problems. We cast this as the pr…

Cited by 17SourcePDFScholar
2015

Challenges in deploying a microphone array to localize and separate sound sources in real auditory scenes

ICASSP 2015accepted

Analyzing the auditory scene of real environments is challenging partly because an unknown number and type of sound sources are observed at the same time and partly because these sounds are observed on a significantly different sound pressure level at the microphone. These are difficult problems eve…

Cited by 0SourceScholar