Publications

2024

1. Preprint Generative AI

   Can Text-to-image Model Assist Multi-modal Learning for Visual Recognition with Visual Modality Missing?

   Tiantian Feng , Daniel Yang , Digbalay Bose , and Shrikanth Narayanan

   arXiv preprint arXiv:2402.09036, 2024

   Bib

   @article{feng2024can,
     title = {Can Text-to-image Model Assist Multi-modal Learning for Visual Recognition with Visual Modality Missing?},
     author = {Feng, Tiantian and Yang, Daniel and Bose, Digbalay and Narayanan, Shrikanth},
     journal = {arXiv preprint arXiv:2402.09036},
     year = {2024},
     abbr2 = {Generative AI},
   }

2. ICASSP 2024 Trustworthiness

   TRUST-SER: On The Trustworthiness Of Fine-Tuning Pre-Trained Speech Embeddings For Speech Emotion Recognition

   Tiantian Feng , Rajat Hebbar , and Shrikanth Narayanan

   In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024

   Bib Code

   @inproceedings{feng2024trust,
     title = {TRUST-SER: On The Trustworthiness Of Fine-Tuning Pre-Trained Speech Embeddings For Speech Emotion Recognition},
     author = {Feng, Tiantian and Hebbar, Rajat and Narayanan, Shrikanth},
     booktitle = {ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {11201--11205},
     year = {2024},
     organization = {IEEE},
     abbr2 = {Trustworthiness},
   }

3. ICASSP TSP 2024 Federated Learning

   Partial federated learning: Unlocking non-biometric text information sharing for federated learning

   Tiantian Feng , Anil Ramakrishna , Jimit Majmudar , Charith Peris , Jixuan Wang , Clement Chung , Richard Zemel , Morteza Ziyadi , and Rahul Gupta

   2024

   Bib

   @article{feng2024partial,
     title = {Partial federated learning: Unlocking non-biometric text information sharing for federated learning},
     author = {Feng, Tiantian and Ramakrishna, Anil and Majmudar, Jimit and Peris, Charith and Wang, Jixuan and Chung, Clement and Zemel, Richard and Ziyadi, Morteza and Gupta, Rahul},
     booktitle = {ICASSP Workshops 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     year = {2024},
     abbr2 = {Federated Learning}
   }

4. ICASSP 2024 Foundation Model

   Foundation Model Assisted Automatic Speech Emotion Recognition: Transcribing, Annotating, and Augmenting

   Tiantian Feng , and Shrikanth Narayanan

   In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024

   Bib Code

   @inproceedings{feng2024foundation,
     title = {Foundation Model Assisted Automatic Speech Emotion Recognition: Transcribing, Annotating, and Augmenting},
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     booktitle = {ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {12116--12120},
     year = {2024},
     organization = {IEEE},
     abbr2 = {Foundation Model},
   }

5. Preprint Wearables

   Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings

   Tiantian Feng , and Shrikanth Narayanan

   arXiv preprint arXiv:2402.09028, 2024

   Bib

   @article{feng2024understanding,
     title = {Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings},
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     journal = {arXiv preprint arXiv:2402.09028},
     year = {2024},
     abbr2 = {Wearables},
   }

6. ICASSP 2024 Child Understanding

   Audio-visual child-adult speaker classification in dyadic interactions

   Anfeng Xu , Kevin Huang , Tiantian Feng , Helen Tager-Flusberg , and Shrikanth Narayanan

   In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024

   Bib

   @inproceedings{xu2024audio,
     title = {Audio-visual child-adult speaker classification in dyadic interactions},
     author = {Xu, Anfeng and Huang, Kevin and Feng, Tiantian and Tager-Flusberg, Helen and Narayanan, Shrikanth},
     booktitle = {ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {8090--8094},
     year = {2024},
     organization = {IEEE},
     abbr2 = {Child Understanding}
   }

7. ICASSP 2024 Foundation Model

   Emotion-Aligned Contrastive Learning Between Images and Music

   Shanti Stewart , Kleanthis Avramidis , Tiantian Feng , and Shrikanth Narayanan

   In ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2024

   Bib

   @inproceedings{stewart2024emotion,
     title = {Emotion-Aligned Contrastive Learning Between Images and Music},
     author = {Stewart, Shanti and Avramidis, Kleanthis and Feng, Tiantian and Narayanan, Shrikanth},
     booktitle = {ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {8135--8139},
     year = {2024},
     organization = {IEEE},
     abbr2 = {Foundation Model}
   }

2023

1. ACM Multimedia Dataset

   MM-AU: Towards Multimodal Understanding of Advertisement Videos

   Digbalay Bose , Rajat Hebbar , Tiantian Feng , Krishna Somandepalli , Anfeng Xu , and Shrikanth Narayanan

   In Proceedings of the 31st ACM International Conference on Multimedia , 2023

   Bib

   @inproceedings{bose2023mm,
     title = {MM-AU: Towards Multimodal Understanding of Advertisement Videos},
     author = {Bose, Digbalay and Hebbar, Rajat and Feng, Tiantian and Somandepalli, Krishna and Xu, Anfeng and Narayanan, Shrikanth},
     booktitle = {Proceedings of the 31st ACM International Conference on Multimedia},
     pages = {86--95},
     year = {2023},
     abbr2 = {Dataset},
   }

2. Voice Privacy Generative AI

   Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content

   Tiantian Feng , Digbalay Bose , Xuan Shi , and Shrikanth Narayanan

   arXiv preprint arXiv:2306.07791, 2023

   Bib

   @article{feng2023unlocking,
     title = {Unlocking Foundation Models for Privacy-Enhancing Speech Understanding: An Early Study on Low Resource Speech Training Leveraging Label-guided Synthetic Speech Content},
     author = {Feng, Tiantian and Bose, Digbalay and Shi, Xuan and Narayanan, Shrikanth},
     journal = {arXiv preprint arXiv:2306.07791},
     year = {2023},
     abbr2 = {Generative AI},
   }

3. Preprint Generative AI

   GPT-FL: Generative pre-trained model-assisted federated learning

   Tuo Zhang* , Tiantian Feng* , Samiul Alam , Mi Zhang , Shrikanth S Narayanan , and Salman Avestimehr

   arXiv preprint arXiv:2306.02210, 2023

   Bib

   @article{zhang2023gpt,
     title = {GPT-FL: Generative pre-trained model-assisted federated learning},
     author = {Zhang*, Tuo and Feng*, Tiantian and Alam, Samiul and Zhang, Mi and Narayanan, Shrikanth S and Avestimehr, Salman},
     journal = {arXiv preprint arXiv:2306.02210},
     year = {2023},
     abbr2 = {Generative AI},
   }

4. Journal Trustworthiness

   A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness

   Tiantian Feng , Rajat Hebbar , Nicholas Mehlman , Xuan Shi , Aditya Kommineni , and Shrikanth Narayanan

   APSIPA Transactions on Signal and Information Processing, 2023

   Bib

   @article{feng2023review,
     title = {A Review of Speech-centric Trustworthy Machine Learning: Privacy, Safety, and Fairness},
     author = {Feng, Tiantian and Hebbar, Rajat and Mehlman, Nicholas and Shi, Xuan and Kommineni, Aditya and Narayanan, Shrikanth},
     journal = {APSIPA Transactions on Signal and Information Processing},
     volume = {12},
     number = {3},
     year = {2023},
     publisher = {Now Publishers, Inc.},
     abbr2 = {Trustworthiness},
   }

5. SIGKDD 2023 Federated Learning

   FedMultimodal: A Benchmark for Multimodal Federated Learning

   Tiantian Feng , Digbalay Bose , Tuo Zhang , Rajat Hebbar , Anil Ramakrishna , Rahul Gupta , Mi Zhang , Salman Avestimehr , and Shrikanth Narayanan

   In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining , 2023

   Bib Code

   @inproceedings{feng2023fedmultimodal,
     title = {FedMultimodal: A Benchmark for Multimodal Federated Learning},
     author = {Feng, Tiantian and Bose, Digbalay and Zhang, Tuo and Hebbar, Rajat and Ramakrishna, Anil and Gupta, Rahul and Zhang, Mi and Avestimehr, Salman and Narayanan, Shrikanth},
     booktitle = {Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
     pages = {4035--4045},
     year = {2023},
     abbr2 = {Federated Learning},
   }

6. ICASSP 2023 Federated Learning

   FedAudio: A federated learning benchmark for audio tasks

   Tuo Zhang , Tiantian Feng , Samiul Alam , Sunwoo Lee , Mi Zhang , Shrikanth S Narayanan , and Salman Avestimehr

   In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2023

   Bib Code

   @inproceedings{zhang2023fedaudio,
     title = {FedAudio: A federated learning benchmark for audio tasks},
     author = {Zhang, Tuo and Feng, Tiantian and Alam, Samiul and Lee, Sunwoo and Zhang, Mi and Narayanan, Shrikanth S and Avestimehr, Salman},
     booktitle = {ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1--5},
     year = {2023},
     organization = {IEEE},
     abbr2 = {Federated Learning},
   }

7. ACII 2023 Foundation Model

   PEFT-SER: On the use of parameter efficient transfer learning approaches for speech emotion recognition using pre-trained speech models

   Tiantian Feng , and Shrikanth Narayanan

   In 2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII) , 2023

   Bib Code

   @inproceedings{feng2023peft,
     title = {PEFT-SER: On the use of parameter efficient transfer learning approaches for speech emotion recognition using pre-trained speech models},
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     booktitle = {2023 11th International Conference on Affective Computing and Intelligent Interaction (ACII)},
     pages = {1--8},
     year = {2023},
     organization = {IEEE},
     abbr2 = {Foundation Model},
   }

8. Journal HRV

   Increasing coordination and responsivity of emotion-related brain regions with a heart rate variability biofeedback randomized trial

   Kaoru Nashiro , Jungwon Min , Hyun Joo Yoo , Christine Cho , Shelby L Bachman , Shubir Dutt , Julian F Thayer , Paul M Lehrer , Tiantian Feng , Noah Mercer , and 1 more author

   Cognitive, Affective, & Behavioral Neuroscience, 2023

   Bib

   @article{nashiro2023increasing,
     title = {Increasing coordination and responsivity of emotion-related brain regions with a heart rate variability biofeedback randomized trial},
     author = {Nashiro, Kaoru and Min, Jungwon and Yoo, Hyun Joo and Cho, Christine and Bachman, Shelby L and Dutt, Shubir and Thayer, Julian F and Lehrer, Paul M and Feng, Tiantian and Mercer, Noah and others},
     journal = {Cognitive, Affective, \& Behavioral Neuroscience},
     volume = {23},
     number = {1},
     pages = {66--83},
     year = {2023},
     publisher = {Springer},
     abbr2 = {HRV}
   }

9. Journal HRV

   Effects of a randomised trial of 5-week heart rate variability biofeedback intervention on cognitive function: possible benefits for inhibitory control

   Kaoru Nashiro , Hyun Joo Yoo , Christine Cho , Jungwon Min , Tiantian Feng , Padideh Nasseri , Shelby L Bachman , Paul Lehrer , Julian F Thayer , and Mara Mather

   Applied psychophysiology and biofeedback, 2023

   Bib

   @article{nashiro2023effects,
     title = {Effects of a randomised trial of 5-week heart rate variability biofeedback intervention on cognitive function: possible benefits for inhibitory control},
     author = {Nashiro, Kaoru and Yoo, Hyun Joo and Cho, Christine and Min, Jungwon and Feng, Tiantian and Nasseri, Padideh and Bachman, Shelby L and Lehrer, Paul and Thayer, Julian F and Mather, Mara},
     journal = {Applied psychophysiology and biofeedback},
     volume = {48},
     number = {1},
     pages = {35--48},
     year = {2023},
     publisher = {Springer},
     abbr2 = {HRV}
   }

10. INTERSPEECH 2023 Child Understanding

    Understanding spoken language development of children with asd using pre-trained speech embeddings

    Anfeng Xu , Rajat Hebbar , Rimita Lahiri , Tiantian Feng , Lindsay Butler , Lue Shen , Helen Tager-Flusberg , and Shrikanth Narayanan

    arXiv preprint arXiv:2305.14117, 2023

    Bib

    @article{xu2023understanding,
      title = {Understanding spoken language development of children with asd using pre-trained speech embeddings},
      author = {Xu, Anfeng and Hebbar, Rajat and Lahiri, Rimita and Feng, Tiantian and Butler, Lindsay and Shen, Lue and Tager-Flusberg, Helen and Narayanan, Shrikanth},
      journal = {arXiv preprint arXiv:2305.14117},
      year = {2023},
      abbr2 = {Child Understanding}
    }

11. INTERSPEECH 2023 Child Understanding

    Robust self supervised speech embeddings for child-adult classification in interactions involving children with autism

    Rimita Lahiri , Tiantian Feng , Rajat Hebbar , Catherine Lord , So Hyun Kim , and Shrikanth Narayanan

    arXiv preprint arXiv:2307.16398, 2023

    Bib

    @article{lahiri2023robust,
      title = {Robust self supervised speech embeddings for child-adult classification in interactions involving children with autism},
      author = {Lahiri, Rimita and Feng, Tiantian and Hebbar, Rajat and Lord, Catherine and Kim, So Hyun and Narayanan, Shrikanth},
      journal = {arXiv preprint arXiv:2307.16398},
      year = {2023},
      abbr2 = {Child Understanding}
    }

2022

1. Scientific Data Dataset

   TILES-2019: A longitudinal physiologic and behavioral data set of medical residents in an intensive care unit

   Joanna C Yau , Benjamin Girault , Tiantian Feng , Karel Mundnich , Amrutha Nadarajan , Brandon M Booth , Emilio Ferrara , Kristina Lerman , Eric Hsieh , and Shrikanth Narayanan

   Scientific Data, 2022

   Bib Website

   @article{yau2022tiles,
     title = {TILES-2019: A longitudinal physiologic and behavioral data set of medical residents in an intensive care unit},
     author = {Yau, Joanna C and Girault, Benjamin and Feng, Tiantian and Mundnich, Karel and Nadarajan, Amrutha and Booth, Brandon M and Ferrara, Emilio and Lerman, Kristina and Hsieh, Eric and Narayanan, Shrikanth},
     journal = {Scientific Data},
     volume = {9},
     number = {1},
     pages = {536},
     year = {2022},
     publisher = {Nature Publishing Group UK London},
     abbr2 = {Dataset},
   }

2. ICASSP 2022 Trustworthiness

   Enhancing privacy through domain adaptive noise injection for speech emotion recognition

   Tiantian Feng , Hanieh Hashemi , Murali Annavaram , and Shrikanth S Narayanan

   In ICASSP 2022-2022 IEEE international conference on acoustics, speech and signal processing (ICASSP) , 2022

   Bib Code

   @inproceedings{feng2022enhancing,
     title = {Enhancing privacy through domain adaptive noise injection for speech emotion recognition},
     author = {Feng, Tiantian and Hashemi, Hanieh and Annavaram, Murali and Narayanan, Shrikanth S},
     booktitle = {ICASSP 2022-2022 IEEE international conference on acoustics, speech and signal processing (ICASSP)},
     pages = {7702--7706},
     year = {2022},
     organization = {IEEE},
     abbr2 = {Trustworthiness},
   }

3. INTERSPEECH 2022 Federated Learning

   User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning

   Tiantian Feng , Raghuveer Peri , and Shrikanth Narayanan

   In Proc. Interspeech 2022 , 2022

   Bib Code

   @inproceedings{feng22b_interspeech,
     author = {Feng, Tiantian and Peri, Raghuveer and Narayanan, Shrikanth},
     title = {{User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning}},
     year = {2022},
     booktitle = {Proc. Interspeech 2022},
     pages = {5055--5059},
     doi = {10.21437/Interspeech.2022-10060},
     abbr2 = {Federated Learning},
   }

4. INTERSPEECH 2022 Federated Learning

   Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling

   Tiantian Feng , and Shrikanth Narayanan

   In Proc. Interspeech 2022 , 2022

   Bib Code

   @inproceedings{feng22_interspeech,
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     title = {{Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling}},
     year = {2022},
     booktitle = {Proc. Interspeech 2022},
     pages = {5050--5054},
     doi = {10.21437/Interspeech.2022-141},
     abbr2 = {Federated Learning}
   }

5. Frontiers Wearables

   Understanding the effect of speed on human emotion perception in mediated social touch using voice coil actuators

   Xin Zhu , Tiantian Feng , and Heather Culbertson

   Frontiers in Computer Science, 2022

   Bib

   @article{zhu2022understanding,
     title = {Understanding the effect of speed on human emotion perception in mediated social touch using voice coil actuators},
     author = {Zhu, Xin and Feng, Tiantian and Culbertson, Heather},
     journal = {Frontiers in Computer Science},
     volume = {4},
     pages = {826637},
     year = {2022},
     publisher = {Frontiers},
     abbr2 = {Wearables}
   }

2021

1. Scientific Reports Wearables

   A multimodal analysis of physical activity, sleep, and work shift in nurses with wearable sensor data

   Tiantian Feng , Brandon M Booth , Brooke Baldwin-Rodrı́guez , Felipe Osorno , and Shrikanth Narayanan

   Scientific reports, 2021

   Bib Code

   @article{feng2021multimodal,
     title = {A multimodal analysis of physical activity, sleep, and work shift in nurses with wearable sensor data},
     author = {Feng, Tiantian and Booth, Brandon M and Baldwin-Rodr{\'\i}guez, Brooke and Osorno, Felipe and Narayanan, Shrikanth},
     journal = {Scientific reports},
     volume = {11},
     number = {1},
     pages = {8693},
     year = {2021},
     publisher = {Nature Publishing Group UK London},
     abbr2 = {Wearables},
   }

2. ACM Transactions Wearables

   Temporal dynamics of workplace acoustic scenes: Egocentric analysis and prediction

   Arindam Jati , Amrutha Nadarajan , Raghuveer Peri , Karel Mundnich , Tiantian Feng , Benjamin Girault , and Shrikanth Narayanan

   IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2021

   Bib

   @article{jati2021temporal,
     title = {Temporal dynamics of workplace acoustic scenes: Egocentric analysis and prediction},
     author = {Jati, Arindam and Nadarajan, Amrutha and Peri, Raghuveer and Mundnich, Karel and Feng, Tiantian and Girault, Benjamin and Narayanan, Shrikanth},
     journal = {IEEE/ACM Transactions on Audio, Speech, and Language Processing},
     volume = {29},
     pages = {756--769},
     year = {2021},
     publisher = {IEEE},
     abbr2 = {Wearables},
   }

3. Preprint Federated Learning

   Attribute inference attack of speech emotion recognition in federated learning settings

   Tiantian Feng , Hanieh Hashemi , Rajat Hebbar , Murali Annavaram , and Shrikanth S Narayanan

   arXiv preprint arXiv:2112.13416, 2021

   Bib

   @article{feng2021attribute,
     title = {Attribute inference attack of speech emotion recognition in federated learning settings},
     author = {Feng, Tiantian and Hashemi, Hanieh and Hebbar, Rajat and Annavaram, Murali and Narayanan, Shrikanth S},
     journal = {arXiv preprint arXiv:2112.13416},
     year = {2021},
     abbr2 = {Federated Learning}
   }

4. ACII 2021 Trustworthiness

   Privacy and utility preserving data transformation for speech emotion recognition

   Tiantian Feng , and Shrikanth Narayanan

   In 2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII) , 2021

   Bib

   @inproceedings{feng2021privacy,
     title = {Privacy and utility preserving data transformation for speech emotion recognition},
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     booktitle = {2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII)},
     pages = {1--7},
     year = {2021},
     organization = {IEEE},
     abbr2 = {Trustworthiness}
   }

2020

1. Scientific Data Dataset

   TILES-2018, a longitudinal physiologic and behavioral data set of hospital workers

   Karel Mundnich , Brandon M Booth , Michelle l’Hommedieu , Tiantian Feng , Benjamin Girault , Justin L’hommedieu , Mackenzie Wildman , Sophia Skaaden , Amrutha Nadarajan , Jennifer L Villatte , and 1 more author

   Scientific Data, 2020

   Bib Website

   @article{mundnich2020tiles,
     title = {TILES-2018, a longitudinal physiologic and behavioral data set of hospital workers},
     author = {Mundnich, Karel and Booth, Brandon M and l'Hommedieu, Michelle and Feng, Tiantian and Girault, Benjamin and L'hommedieu, Justin and Wildman, Mackenzie and Skaaden, Sophia and Nadarajan, Amrutha and Villatte, Jennifer L and others},
     journal = {Scientific Data},
     volume = {7},
     number = {1},
     pages = {354},
     year = {2020},
     publisher = {Nature Publishing Group UK London},
     abbr2 = {Dataset},
   }

2. ICASSP 2020 Wearables

   Modeling behavioral consistency in large-scale wearable recordings of human bio-behavioral signals

   Tiantian Feng , and Shrikanth S Narayanan

   In ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2020

   Bib

   @inproceedings{feng2020modeling,
     title = {Modeling behavioral consistency in large-scale wearable recordings of human bio-behavioral signals},
     author = {Feng, Tiantian and Narayanan, Shrikanth S},
     booktitle = {ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1011--1015},
     year = {2020},
     organization = {IEEE},
     abbr2 = {Wearables}
   }

3. ICASSP 2020 Wearables

   Modeling behavior as mutual dependency between physiological signals and indoor location in large-scale wearable sensor study

   Tiantian Feng , Brandon M Booth , and Shrikanth S Narayanan

   In ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2020

   Bib

   @inproceedings{feng2020modelinh,
     title = {Modeling behavior as mutual dependency between physiological signals and indoor location in large-scale wearable sensor study},
     author = {Feng, Tiantian and Booth, Brandon M and Narayanan, Shrikanth S},
     booktitle = {ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {1016--1020},
     year = {2020},
     organization = {IEEE},
     abbr2 = {Wearables}
   }

2019

1. ICASSP 2019 Wearables

   Discovering optimal variable-length time series motifs in large-scale wearable recordings of human bio-behavioral signals

   Tiantian Feng , and Shrikanth S Narayanan

   In ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2019

   Bib

   @inproceedings{feng2019discovering,
     title = {Discovering optimal variable-length time series motifs in large-scale wearable recordings of human bio-behavioral signals},
     author = {Feng, Tiantian and Narayanan, Shrikanth S},
     booktitle = {ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {7615--7619},
     year = {2019},
     organization = {IEEE},
     abbr2 = {Wearables}
   }

2. JMIR Wearables

   Multimodal human and environmental sensing for longitudinal behavioral studies in naturalistic settings: Framework for sensor selection, deployment, and management

   Brandon M Booth , Karel Mundnich , Tiantian Feng , Amrutha Nadarajan , Tiago H Falk , Jennifer L Villatte , Emilio Ferrara , and Shrikanth Narayanan

   Journal of medical Internet research, 2019

   Bib

   @article{booth2019multimodal,
     title = {Multimodal human and environmental sensing for longitudinal behavioral studies in naturalistic settings: Framework for sensor selection, deployment, and management},
     author = {Booth, Brandon M and Mundnich, Karel and Feng, Tiantian and Nadarajan, Amrutha and Falk, Tiago H and Villatte, Jennifer L and Ferrara, Emilio and Narayanan, Shrikanth},
     journal = {Journal of medical Internet research},
     volume = {21},
     number = {8},
     pages = {e12832},
     year = {2019},
     publisher = {JMIR Publications Toronto, Canada},
     abbr2 = {Wearables}
   }

3. EMBC 2019 Wearables

   Imputing missing data in large-scale multivariate biomedical wearable recordings using bidirectional recurrent neural networks with temporal activation regularization

   Tiantian Feng , and Shrikanth Narayanan

   In 2019 41st annual international conference of the IEEE engineering in medicine and biology society (EMBC) , 2019

   Bib

   @inproceedings{feng2019imputing,
     title = {Imputing missing data in large-scale multivariate biomedical wearable recordings using bidirectional recurrent neural networks with temporal activation regularization},
     author = {Feng, Tiantian and Narayanan, Shrikanth},
     booktitle = {2019 41st annual international conference of the IEEE engineering in medicine and biology society (EMBC)},
     pages = {2529--2534},
     year = {2019},
     organization = {IEEE},
     abbr2 = {Wearables}
   }

4. ICASSP 2019 Wearables

   Toward robust interpretable human movement pattern analysis in a workplace setting

   Brandon M Booth , Tiantian Feng , Abhishek Jangalwa , and Shrikanth S Narayanan

   In ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2019

   Bib

   @inproceedings{booth2019toward,
     title = {Toward robust interpretable human movement pattern analysis in a workplace setting},
     author = {Booth, Brandon M and Feng, Tiantian and Jangalwa, Abhishek and Narayanan, Shrikanth S},
     booktitle = {ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {7630--7634},
     year = {2019},
     organization = {IEEE},
     abbr2 = {Wearables}
   }

5. Scientific Report Child Understanding

   Cross-modal coordination of face-directed gaze and emotional speech production in school-aged children and adolescents with asd

   Tanner Sorensen , Emily Zane , Tiantian Feng , Shrikanth Narayanan , and Ruth Grossman

   Scientific reports, 2019

   Bib

   @article{sorensen2019cross,
     title = {Cross-modal coordination of face-directed gaze and emotional speech production in school-aged children and adolescents with asd},
     author = {Sorensen, Tanner and Zane, Emily and Feng, Tiantian and Narayanan, Shrikanth and Grossman, Ruth},
     journal = {Scientific reports},
     volume = {9},
     number = {1},
     pages = {18301},
     year = {2019},
     publisher = {Nature Publishing Group UK London},
     abbr2 = {Child Understanding}
   }

2018

1. Mobisys Workshop Wearables

   Tiles Audio Recorder: An Unobtrusive Wearable Solution to Track Audio Activity

   Tiantian Feng , Amrutha Nadarajan , Colin Vaz , Brandon Booth , and Shrikanth Narayanan

   In Proceedings of the 4th ACM Workshop on Wearable Systems and Applications , 2018

   Bib Code

   @inproceedings{feng2018tiles,
     title = {Tiles Audio Recorder: An Unobtrusive Wearable Solution to Track Audio Activity},
     author = {Feng, Tiantian and Nadarajan, Amrutha and Vaz, Colin and Booth, Brandon and Narayanan, Shrikanth},
     booktitle = {Proceedings of the 4th ACM Workshop on Wearable Systems and Applications},
     pages = {33--38},
     year = {2018},
     abbr2 = {Wearables},
   }