Computer Audition for Healthcare: Opportunities and Challenges

被引:22
作者
Qian, Kun [1 ]
Li, Xiao [2 ]
Li, Haifeng [3 ]
Li, Shengchen [4 ]
Li, Wei [5 ]
Ning, Zuoliang [6 ]
Yu, Shuai [5 ]
Hou, Limin [7 ]
Tang, Gang [8 ]
Lu, Jing [9 ]
Li, Feng [10 ]
Duan, Shufei [11 ]
Du, Chengcheng [12 ]
Cheng, Yao [13 ]
Wang, Yujun [14 ]
Gan, Lin [15 ]
Yamamoto, Yoshiharu [1 ]
Schuller, Bjoern W. [16 ,17 ,18 ]
机构
[1] Univ Tokyo, Educ Physiol Lab, Tokyo, Japan
[2] Chongqing Med Univ, Dept Neurol, Childrens Hosp, Chongqing, Peoples R China
[3] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin, Peoples R China
[4] Beijing Univ Posts & Telecommun, Inst Informat Photon & Opt Commun, Beijing, Peoples R China
[5] Fudan Univ, Sch Comp Sci & Technol, Shanghai, Peoples R China
[6] Shanghai Comp Mus Assoc SCMA, Shanghai, Peoples R China
[7] Shanghai Univ, Sch Commun & Informat Engn, Shanghai, Peoples R China
[8] Beijing Univ Chem Technol, Sch Mech & Elect Engn, Beijing, Peoples R China
[9] Univ Elect Sci & Technol China, Sch Life Sci & Technol, Chengdu, Peoples R China
[10] Anhui Univ Finance & Econ, Dept Comp Sci & Technol, Bengbu, Peoples R China
[11] Taiyuan Univ Technol, Dept Informat & Comp, Taiyuan, Peoples R China
[12] Ennova Hlth, Langfang, Peoples R China
[13] Shenyang Conservatory Mus, Dept Mus Technol, Shenyang, Peoples R China
[14] Xiaomi, AI Lab, AI Dept, Speech Grp, Beijing, Peoples R China
[15] Tianjin Univ, Sch Precis Instrument & Optoelect Engn, Tianjin, Peoples R China
[16] Imperial Coll London, GLAM Grp Language Audio & Mus, London, England
[17] Augsburg Univ, Chair Embedded Intelligence Hlth Care & Wellbeing, Augsburg, Germany
[18] audEERING GmbH, Gilching, Germany
来源
FRONTIERS IN DIGITAL HEALTH | 2020年 / 2卷
基金
日本学术振兴会;
关键词
computer audition; machine learning; deep learning; artificial intelligence; health informatics; wearables; internet of things;
D O I
10.3389/fdgth.2020.00005
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
[No abstract available]
引用
收藏
页数:4
相关论文
共 14 条
  • [1] [Anonymous], 2013, P 21 ACM INT C MULT, DOI DOI 10.1145/2502081.2502224
  • [2] Unsupervised Learning
    Barlow, H. B.
    [J]. NEURAL COMPUTATION, 1989, 1 (03) : 295 - 311
  • [3] Automatic speech recognition and speech variability: A review
    Benzeghiba, M.
    De Mori, R.
    Deroo, O.
    Dupont, S.
    Erbes, T.
    Jouvet, D.
    Fissore, L.
    Laface, P.
    Mertins, A.
    Ris, C.
    Rose, R.
    Tyagi, V.
    Wellekens, C.
    [J]. SPEECH COMMUNICATION, 2007, 49 (10-11) : 763 - 786
  • [4] Chapelle O., 2009, IEEE Trans. Neural Netw., V20, P542, DOI DOI 10.1109/TNN.2009.2015974
  • [5] A review of depression and suicide risk assessment using speech analysis
    Cummins, Nicholas
    Scherer, Stefan
    Krajewski, Jarek
    Schnieder, Sebastian
    Epps, Julien
    Quatieri, Thomas F.
    [J]. SPEECH COMMUNICATION, 2015, 71 : 10 - 49
  • [6] Interdisciplinary research issues in music information retrieval: ISMIR 2000-2002
    Futrelle, J
    Downie, JS
    [J]. JOURNAL OF NEW MUSIC RESEARCH, 2003, 32 (02) : 121 - 131
  • [7] Generative Adversarial Networks
    Goodfellow, Ian
    Pouget-Abadie, Jean
    Mirza, Mehdi
    Xu, Bing
    Warde-Farley, David
    Ozair, Sherjil
    Courville, Aaron
    Bengio, Yoshua
    [J]. COMMUNICATIONS OF THE ACM, 2020, 63 (11) : 139 - 144
  • [8] Music technology usage in music therapy: A survey of practice
    Hahna, Nicole D.
    Hadley, Susan
    Miller, Vern H.
    Bonaventura, Michelle
    [J]. ARTS IN PSYCHOTHERAPY, 2012, 39 (05) : 456 - 464
  • [9] Deep learning
    LeCun, Yann
    Bengio, Yoshua
    Hinton, Geoffrey
    [J]. NATURE, 2015, 521 (7553) : 436 - 444
  • [10] Validity of machine learning in biology and medicine increased through collaborations across fields of expertise
    Littmann, Maria
    Selig, Katharina
    Cohen-Lavi, Liel
    Frank, Yotam
    Hoenigschmid, Peter
    Kataka, Evans
    Moesch, Anja
    Qian, Kun
    Ron, Avihai
    Schmid, Sebastian
    Sorbie, Adam
    Szlak, Liran
    Dagan-Wiener, Ayana
    Ben-Tal, Nir
    Niv, Masha Y.
    Razansky, Daniel
    Schuller, Bjoern W.
    Ankerst, Donna
    Hertz, Tomer
    Rost, Burkhard
    [J]. NATURE MACHINE INTELLIGENCE, 2020, 2 (01) : 18 - 24