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ORCIDDavid C. Atkins
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- affiliation: Lyssn.io, Inc., Seattle, WA, USA
- affiliation (former): University of Washington, Department of Psychiatry and Behavioral Sciences, Seattle, WA, USA
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2020 – today
- 2023
[j7]Ashish Sharma, Inna W. Lin, Adam S. Miner
, David C. Atkins, Tim Althoff:
Human-AI collaboration enables more empathic conversations in text-based peer-to-peer mental health support. Nat. Mac. Intell. 5(1): 46-57 (2023)- 2022
- [j6]Zhuohao Chen, Nikolaos Flemotomos, Karan Singla, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan:
An automated quality evaluation framework of psychotherapy conversations with local quality estimates. Comput. Speech Lang. 75: 101380 (2022) - [j5]James Gibson, David C. Atkins, Torrey A. Creed, Zac E. Imel, Panayiotis G. Georgiou, Shrikanth Narayanan:
Multi-Label Multi-Task Deep Learning for Behavioral Coding. IEEE Trans. Affect. Comput. 13(1): 508-518 (2022) - [c32]Zhuohao Chen, Nikolaos Flemotomos, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios. EMNLP (Findings) 2022: 5787-5795 - [i13]Ashish Sharma, Inna W. Lin, Adam S. Miner, David C. Atkins, Tim Althoff:
Human-AI Collaboration Enables More Empathic Conversations in Text-based Peer-to-Peer Mental Health Support. CoRR abs/2203.15144 (2022) - [i12]Victor Ardulov, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan:
Local dynamic mode of Cognitive Behavioral Therapy. CoRR abs/2205.09752 (2022) - [i11]Zhuohao Chen, Nikolaos Flemotomos, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios. CoRR abs/2210.14254 (2022) - 2021
- [c31]Zhuohao Chen, Nikolaos Flemotomos, Victor Ardulov, Torrey A. Creed, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
Feature Fusion Strategies for End-to-End Evaluation of Cognitive Behavior Therapy Sessions. EMBC 2021: 1836-1839 - [c30]Ashish Sharma, Inna W. Lin, Adam S. Miner, David C. Atkins, Tim Althoff:
Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach. WWW 2021: 194-205 - [i10]Ashish Sharma, Inna W. Lin, Adam S. Miner, David C. Atkins, Tim Althoff:
Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach. CoRR abs/2101.07714 (2021) - [i9]Nikolaos Flemotomos, Victor R. Martinez, Zhuohao Chen, Karan Singla, Victor Ardulov, Raghuveer Peri, Derek D. Caperton, James Gibson, Michael J. Tanana, Panayiotis G. Georgiou, Jake Van Epps, Sarah P. Lord, Tad Hirsch, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
"Am I A Good Therapist?" Automated Evaluation Of Psychotherapy Skills Using Speech And Language Technologies. CoRR abs/2102.11265 (2021) - [i8]Nikolaos Flemotomos, Victor R. Martinez, Zhuohao Chen, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan:
Automated Quality Assessment of Cognitive Behavioral Therapy Sessions Through Highly Contextualized Language Representations. CoRR abs/2102.11573 (2021) - [i7]Zhuohao Chen, Nikolaos Flemotomos, Karan Singla, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan:
An Automated Quality Evaluation Framework of Psychotherapy Conversations with Local Quality Estimates. CoRR abs/2106.07922 (2021) - 2020
- [j4]John M. Tracy, Yasin Özkanca, David C. Atkins, Reza Hosseini Ghomi:
Investigating voice as a biomarker: Deep phenotyping methods for early detection of Parkinson's disease. J. Biomed. Informatics 104: 103362 (2020) - [c29]Karan Singla, Zhuohao Chen, David C. Atkins, Shrikanth Narayanan:
Towards end-2-end learning for predicting behavior codes from spoken utterances in psychotherapy conversations. ACL 2020: 3797-3803 - [c28]Ashish Sharma, Adam S. Miner, David C. Atkins, Tim Althoff:
A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support. EMNLP (1) 2020: 5263-5276 - [i6]Zhuohao Chen, Karan Singla, David C. Atkins, Zac E. Imel, Shrikanth Narayanan:
A Label Proportions Estimation Technique for Adversarial Domain Adaptation in Text Classification. CoRR abs/2003.07444 (2020) - [i5]Zhuohao Chen, Nikolaos Flemotomos, Victor Ardulov, Torrey A. Creed, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
Feature Fusion Strategies for End-to-End Evaluation of Cognitive Behavior Therapy Sessions. CoRR abs/2005.07809 (2020) - [i4]Ashish Sharma, Adam S. Miner, David C. Atkins, Tim Althoff:
A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support. CoRR abs/2009.08441 (2020)
2010 – 2019
- 2019
- [j3]Jihyun Park, Dimitrios Kotzias, Patty Kuo, Robert L. Logan IV, Kritzia Merced, Sameer Singh, Michael Tanana, Efi Karra Taniskidou, Jennifer Elston-Lafata, David C. Atkins, Ming Tai-Seale, Zac E. Imel, Padhraic Smyth:
Detecting conversation topics in primary care office visits from transcripts of patient-provider interactions. J. Am. Medical Informatics Assoc. 26(12): 1493-1504 (2019) - [c27]Jie Cao, Michael Tanana, Zac E. Imel, Eric Poitras, David C. Atkins, Vivek Srikumar:
Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes. ACL (1) 2019: 5599-5611 - [c26]Zhuohao Chen, Karan Singla, James Gibson, Dogan Can, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Improving the Prediction of Therapist Behaviors in Addiction Counseling by Exploiting Class Confusions. ICASSP 2019: 6605-6609 - [c25]Nikolaos Flemotomos, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Role Specific Lattice Rescoring for Speaker Role Recognition from Speech Recognition Outputs. ICASSP 2019: 7330-7334 - [c24]Md. Nasir, Sandeep Nallan Chakravarthula, Brian R. W. Baucom, David C. Atkins, Panayiotis G. Georgiou, Shrikanth Narayanan:
Modeling Interpersonal Linguistic Coordination in Conversations Using Word Mover's Distance. INTERSPEECH 2019: 1423-1427 - [c23]Victor R. Martinez, Nikolaos Flemotomos, Victor Ardulov, Krishna Somandepalli, Simon B. Goldberg, Zac E. Imel, David C. Atkins, Shrikanth Narayanan:
Identifying Therapist and Client Personae for Therapeutic Alliance Estimation. INTERSPEECH 2019: 1901-1905 - [i3]Md. Nasir, Sandeep Nallan Chakravarthula, Brian R. Baucom, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Modeling Interpersonal Linguistic Coordination in Conversations using Word Mover's Distance. CoRR abs/1904.06002 (2019) - [i2]Jie Cao, Michael Tanana, Zac E. Imel, Eric Poitras, David C. Atkins, Vivek Srikumar:
Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes. CoRR abs/1907.00326 (2019) - 2018
- [c22]Tad Hirsch, Christina Soma, Kritzia Merced, Patty Kuo, Aaron Dembe, Derek D. Caperton, David C. Atkins, Zac E. Imel:
"It's hard to argue with a computer": Investigating Psychotherapists' Attitudes towards Automated Evaluation. Conference on Designing Interactive Systems 2018: 559-571 - [c21]Nikolaos Flemotomos, Victor R. Martinez, James Gibson, David C. Atkins, Torrey A. Creed, Shrikanth S. Narayanan:
Language Features for Automated Evaluation of Cognitive Behavior Psychotherapy Sessions. INTERSPEECH 2018: 1908-1912 - [c20]Anil Ramakrishna, Timothy Greer, David C. Atkins, Shrikanth S. Narayanan:
Computational Modeling of Conversational Humor in Psychotherapy. INTERSPEECH 2018: 2344-2348 - [c19]Karan Singla, Zhuohao Chen, Nikolaos Flemotomos, James Gibson, Dogan Can, David C. Atkins, Shrikanth S. Narayanan:
Using Prosodic and Lexical Information for Learning Utterance-level Behaviors in Psychotherapy. INTERSPEECH 2018: 3413-3417 - [c18]Nikolaos Flemotomos, Zhuohao Chen, David C. Atkins, Shrikanth S. Narayanan:
Role Annotated Speech Recognition for Conversational Interactions. SLT 2018: 1036-1043 - [i1]James Gibson, David C. Atkins, Torrey A. Creed, Zac E. Imel, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Multi-label Multi-task Deep Learning for Behavioral Coding. CoRR abs/1810.12349 (2018) - 2017
- [j2]Garren Gaut, Mark Steyvers, Zac E. Imel, David C. Atkins, Padhraic Smyth:
Content Coding of Psychotherapy Transcripts Using Labeled Topic Models. IEEE J. Biomed. Health Informatics 21(2): 476-487 (2017) - [c17]Tad Hirsch, Kritzia Merced, Shrikanth S. Narayanan, Zac E. Imel, David C. Atkins:
Designing Contestability: Interaction Design, Machine Learning, and Mental Health. Conference on Designing Interactive Systems 2017: 95-99 - [c16]James Gibson, Dogan Can, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Attention Networks for Modeling Behaviors in Addiction Counseling. INTERSPEECH 2017: 3251-3255 - 2016
- [j1]Bo Xiao, Che-Wei Huang, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
A technology prototype system for rating therapist empathy from audio recordings in addiction counseling. PeerJ Comput. Sci. 2: e59 (2016) - [c15]Rahul Gupta, Nishant Nath, Taruna Agrawal, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Laughter Valence Prediction in Motivational Interviewing Based on Lexical and Acoustic Cues. INTERSPEECH 2016: 505-509 - [c14]Bo Xiao, Dogan Can, James Gibson, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Behavioral Coding of Therapist Language in Addiction Counseling Using Recurrent Neural Networks. INTERSPEECH 2016: 908-912 - [c13]James Gibson, Dogan Can, Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
A Deep Learning Approach to Modeling Empathy in Addiction Counseling. INTERSPEECH 2016: 1447-1451 - [c12]Michael Tanana, Aaron Dembe, Christina Soma, Zac E. Imel, David C. Atkins, Vivek Srikumar:
Is Sentiment in Movies the Same as Sentiment in Psychotherapy? Comparisons Using a New Psychotherapy Sentiment Database. CLPsych@HLT-NAACL 2016: 33-41 - 2015
- [c11]Dogan Can, David C. Atkins, Shrikanth S. Narayanan:
A dialog act tagging approach to behavioral coding: a case study of addiction counseling conversations. INTERSPEECH 2015: 339-343 - [c10]Sandeep Nallan Chakravarthula, Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou:
Assessing empathy using static and dynamic behavior models based on therapist's language in addiction counseling. INTERSPEECH 2015: 668-672 - [c9]James Gibson, Nikolaos Malandrakis, Francisco Romero, David C. Atkins, Shrikanth S. Narayanan:
Predicting therapist empathy in motivational interviews using language features inspired by psycholinguistic norms. INTERSPEECH 2015: 1947-1951 - [c8]Rahul Gupta, Theodora Chaspari, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Analysis and modeling of the role of laughter in motivational interviewing based psychotherapy conversations. INTERSPEECH 2015: 1962-1966 - [c7]Bo Xiao, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Analyzing speech rate entrainment and its relation to therapist empathy in drug addiction counseling. INTERSPEECH 2015: 2489-2493 - [c6]Michael Tanana, Kevin Hallgren, Zac E. Imel, David C. Atkins, Padhraic Smyth, Vivek Srikumar:
Recursive Neural Networks for Coding Therapist and Patient Behavior in Motivational Interviewing. CLPsych@HLT-NAACL 2015: 71-79 - 2014
- [c5]Rahul Gupta, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Predicting client's inclination towards target behavior change in motivational interviewing and investigating the role of laughter. INTERSPEECH 2014: 208-212 - [c4]Bo Xiao, Daniel Bone, Maarten Van Segbroeck, Zac E. Imel, David C. Atkins, Panayiotis G. Georgiou, Shrikanth S. Narayanan:
Modeling therapist empathy through prosody in drug addiction counseling. INTERSPEECH 2014: 213-217 - 2013
- [c3]Bo Xiao, Panayiotis G. Georgiou, Zac E. Imel, David C. Atkins, Shrikanth S. Narayanan:
Modeling therapist empathy and vocal entrainment in drug addiction counseling. INTERSPEECH 2013: 2861-2865 - 2012
- [c2]Bo Xiao, Dogan Can, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
Analyzing the language of therapist empathy in Motivational Interview based psychotherapy. APSIPA 2012: 1-4 - [c1]Dogan Can, Panayiotis G. Georgiou, David C. Atkins, Shrikanth S. Narayanan:
A Case Study: Detecting Counselor Reflections in Psychotherapy for Addictions using Linguistic Features. INTERSPEECH 2012: 2254-2257
Coauthor Index
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