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David C. Atkins
ORCID
Publication Activity (10 Years)
Years Active: 2012-2023
Publications (10 Years): 41
Top Topics
Mental Health
Deep Learning
Open Data
Fusion Strategies
Top Venues
INTERSPEECH
CoRR
Conference on Designing Interactive Systems
CLPsych@HLT-NAACL
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Publications
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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) (2023)
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
(2022)
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
(2022)
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 (2022)
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)
Victor Ardulov
,
Torrey A. Creed
,
David C. Atkins
,
Shrikanth Narayanan
Local dynamic mode of Cognitive Behavioral Therapy.
CoRR
(2022)
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) (2022)
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
(2021)
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)
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
(2021)
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)
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
(2021)
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
(2021)
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)
Zhuohao Chen
,
Singla Karan
,
David C. Atkins
,
Zac E. Imel
,
Shrikanth Narayanan
A Label Proportions Estimation Technique for Adversarial Domain Adaptation in Text Classification.
CoRR
(2020)
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)
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
(2020)
Ashish Sharma
,
Adam S. Miner
,
David C. Atkins
,
Tim Althoff
A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support.
CoRR
(2020)
John M. Tracy
,
Yasin Ă–zkanca
,
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 (2020)
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) (2019)
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)
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)
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
(2019)
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)
Jie Cao
,
Michael Tanana
,
Zac E. Imel
,
Eric Poitras
,
David C. Atkins
,
Vivek Srikumar
Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes.
CoRR
(2019)
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)
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)
Nikolaos Flemotomos
,
Zhuohao Chen
,
David C. Atkins
,
Shrikanth S. Narayanan
Role Annotated Speech Recognition for Conversational Interactions.
SLT
(2018)
Anil Ramakrishna
,
Timothy Greer
,
David C. Atkins
,
Shrikanth S. Narayanan
Computational Modeling of Conversational Humor in Psychotherapy.
INTERSPEECH
(2018)
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)
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)
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
(2018)
Tad Hirsch
,
Christina S. 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)
James Gibson
,
Dogan Can
,
Panayiotis G. Georgiou
,
David C. Atkins
,
Shrikanth S. Narayanan
Attention Networks for Modeling Behaviors in Addiction Counseling.
INTERSPEECH
(2017)
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)
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) (2017)
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)
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 (2016)
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)
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)
Michael Tanana
,
Aaron Dembe
,
Christina S. 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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)