Faster Deep Q-learning using Neural Episodic Control

The research on deep reinforcement learning which estimates Q-value by deep learning has been attracted the interest of researchers recently. In deep reinforcement learning, it is important to efficiently learn the experiences that an agent has collected by exploring environment. We propose NEC2DQN that improves learning speed of a poor sample efficiency algorithm such as DQN by using good one such as NEC at the beginning of learning. We show it is able to learn faster than Double DQN or N-step DQN in the experiments of Pong.Comment: 6 pages, 6 figures, COMPSAC2018 short pape

Enzyme engineering of fungal-derived FAD-GDH by circular permutation

The flavin adenine dinucleotide dependent glucose dehydrogenase (FAD-GDH; EC 1.1.5.9) comprises oxidoreductases that catalyze the initial oxidation of glucose and other sugar molecules, using FAD as the primary electron acceptor. FAD-GDH has received attention as biocatalyst for glucose monitoring, especially self-monitoring of blood glucose. Please click Additional Files below to see the full abstract

TECTA mutations in Japanese with mid-frequency hearing loss affected by zona pellucida domain protein secretion

信州大学博士（医学）・学位論文・平成24年7月3日授与（乙第1146号）・茂木英明TECTA gene encodes alpha-tectorin, the major component of noncollagenous glycoprotein of the tectorial membrane, and has a role in intracochlear sound transmission. The TECTA mutations are one of the most frequent causes of autosomal dominant (AD) hearing loss and genotype-phenotype correlations are associated with mutations of TECTA in exons according to alpha-tectorin domains. In this study, we investigated the prevalence of hearing loss caused by TECTA mutations in Japanese AD hearing loss families, and confirmed genotype-phenotype correlation, as well as the intracellular localization of missense mutations in the alpha-tectorin domain. TECTA mutations were detected in 2.9% (4/139) of our Japanese AD hearing loss families, with the prevalence in moderate hearing loss being 7.7% (4/52), and all patients showed typical genotype-phenotype correlations as previously described. The present in vitro study showed differences of localization patterns between wild type and mutants, and suggested that each missense mutation may lead to a lack of assembly of secretion, and may reduce the incorporation of alpha-tectorin into the tectorial membrane. Journal of Human Genetics (2012) 57, 587-592; doi:10.1038/jhg.2012.73; published online 21 June 2012ArticleJOURNAL OF HUMAN GENETICS. 57(9):587-592 (2012)journal articl

Language development in Japanese children who receive cochlear implant and/or hearing aid

Objectives: This study aimed to investigate a wide variety of factors that influence auditory, speech, and language development following pediatric cochlear implantation (CI). Study design: Prospective collection of language tested data in profound hearing-impaired children. Hypothesis: Pediatric CI can potentially be effective to development of practical communication skills and early implantation is more effective. Methods: We proposed a set of language tests (assessment package of the language development for Japanese hearing-impaired children; ALADJIN) consisting of communication skills testing (test for question-answer interaction development; TQAID), comprehensive (Peabody Picture Vocabulary Test-Revised; PVT-R and Standardized Comprehension Test for Abstract Words; SCTAW) and productive vocabulary (Word Fluency Test; WFT), and comprehensive and productive syntax (Syntactic processing Test for Aphasia; STA). Of 638 hearing-impaired children recruited for this study, 282 (44.2%) with >70 dB hearing impairment had undergone CI. After excluding children with low birth weight (11 points on the Pervasive Developmental Disorder ASJ Rating Scale for the test of autistic tendency, and those <2 SD on Raven's Colored Progressive Matrices for the test of non-verbal intelligence, 190 children were subjected to this set of language tests. Results: Sixty children (31.6%) were unilateral CI-only users, 128 (67.4%) were CI-hearing aid (HA) users, and 2 (1.1%) were bilateral CI users. Hearing loss level of CI users was significantly (p < 0.01) worse than that of HA-only users. However, the threshold level, maximum speech discrimination score, and speech intelligibility rating in CI users were significantly (p < 0.01) better than those in HA-only users. The scores for PVT-R (p < 0.01), SCTAW, and WET in CI users were better than those in HA-only users. STA and TQAID scores in CI-HA users were significantly (p < 0.05) better than those in unilateral CI-only users. The high correlation (r = 0.52) has been found between the age of CI and maximum speech discrimination score. The scores of speech and language tests in the implanted children before 24 months of age have been better than those in the implanted children after 24 months of age. Conclusions: We could indicate that CI was effective for language development in Japanese hearing-impaired children and early CI was more effective for productive vocabulary and syntax.ArticleINTERNATIONAL JOURNAL OF PEDIATRIC OTORHINOLARYNGOLOGY. 76(3):433-438 (2012)journal articl