Presentation 2023-05-15
Cognitive Load Estimation of Speech-in-Noise Recall Task with State-Space Models
Mateusz Dubiel, Minoru Nakayama, Xin Wang,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) Cognitive workload during a listening and recall task was estimated using a state-space model based on metrics of pupillary dilations and saccadic eye movements. The latent attention levels were predicted in 15 time bins using two parameters of the model, based on the experimental factors: (1) Speech type factors (i.e., natural vs. synthetic), and (2) three signal-to-noise levels (-1dB, -3dB, and -5dB). The results indicate that the above experimental factors can be used for estimating attention levels during the listening and recall task.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Statical modellingcognitive loadSpeech perceptionPupilEye movement
Paper # HCS2023-7,HIP2023-7
Date of Issue 2023-05-08 (HCS, HIP)

Conference Information
Committee HIP / HCS / HI-SIGCE
Conference Date 2023/5/15(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Okinawa Industry Support Center
Topics (in Japanese) (See Japanese page)
Topics (in English) Communication Enhancing, Human Communications, and Human Information Processing
Chair Yuji Wada(Ritsumeikan Univ.) / Tomoko Kanda(Osaka Inst. of Tech.)
Vice Chair Hiroyuki Umemoto(AIST) / Sachiko Kiyokawa(Univ. Tokyo) / Yugo Hayashi(Ritsumeikan Univ.) / Masashi Komori(Osaka Electro-Comm. Univ.)
Secretary Hiroyuki Umemoto(Kyushu Univ.) / Sachiko Kiyokawa(NICT) / Yugo Hayashi(Nihon Univ.) / Masashi Komori(Kanagawa Univ.) / (Tokiwa Univ.)
Assistant Ippei Negishi(Kanazawa Inst. of Tech.) / Daisuke Tanaka(Tottori Univ.) / HUANG HUNGHSUAN(Univ. of Fukuchiyama) / Jun Ichikawa(Shizuoka Univ.) / Kazuki Takashima(Tohoku Univ.) / Hiroto Saito(Tokyo Denki Univ.) / Ryo Ishii(NTT) / Yoshimasa Ohmoto(Shizuoka Univ.)

Paper Information
Registration To Technical Committee on Human Information Processing / Technical Committee on Human Communication Science / Special Interest Group on Communication Enhancement
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Cognitive Load Estimation of Speech-in-Noise Recall Task with State-Space Models
Sub Title (in English)
Keyword(1) Statical modellingcognitive loadSpeech perceptionPupilEye movement
1st Author's Name Mateusz Dubiel
1st Author's Affiliation University of Luxembourg(uni.lu)
2nd Author's Name Minoru Nakayama
2nd Author's Affiliation Tokyo Institute of Technology(Tokyo Tech.)
3rd Author's Name Xin Wang
3rd Author's Affiliation National Institute of Informatics(NII)
Date 2023-05-15
Paper # HCS2023-7,HIP2023-7
Volume (vol) vol.123
Number (no) HCS-24,HIP-25
Page pp.pp.29-32(HCS), pp.29-32(HIP),
#Pages 4
Date of Issue 2023-05-08 (HCS, HIP)