Publications

Variational autoencoder provides proof of concept that compressing CDT to extremely low-dimensional space retains its ability of distinguishing dementia,
Sabyasachi Bandyopadhyay, Catherine Dion, David J. Libon, Catherine Price, Patrick Tighe and Parisa Rashidi
Nature, Scientific Reports volume 12, Article number: 7992 (2022)
Publication year: 2022

A smartwatch-based framework for real-time and online assessment and mobility monitoring
Matin Kheirkhahan, Sanjay Nair, Anis Davoudi, Parisa Rashidi, Amal A Wanigatunga, Duane B Corbett, Tonatiuh Mendoza, Todd M Manini, Sanjay Ranka
Journal of biomedical informatics, 89, 29-40
Publication year: 2019

Accuracy of Samsung Gear S Smartwatch for Activity Recognition: Validation Study
Anis Davoudi, Amal Asiri Wanigatunga, Matin Kheirkhahan, Duane Benjamin Corbett, Tonatiuh Mendoza, Manoj Battula, Sanjay Ranka, Roger Benton Fillingim, Todd Matthew Manini, Parisa Rashidi
JMIR mHealth and uHealth, 7(2), e11270.
Publication year: 2019

DeepSOFA: A Continuous Acuity Score for Critically Ill Patients using Clinically Interpretable Deep Learning
Benjamin Shickel, Tyler J. Loftus, Lasith Adhikari, Tezcan Ozrazgat-Baslanti, Azra Bihorac & Parisa Rashidi
Nature Scientific Reportsvolume 9, Article number: 1879 (2019)
Publication year: 2019

MySurgeryRisk : Development and Validation of a Machine-learning Risk Algorithm for Major Complications and Death After Surgery
Azra Bihorac, Tezcan Ozrazgat-Baslanti, Ashkan Ebadi, Amir Motaei, Mohcine Madkour, Panagote M Pardalos, Gloria Lipori, William R Hogan, Philip A Efron, Frederick Moore, Lyle L Moldawer, Daisy Zhe Wang, Charles E Hobson, Parisa Rashidi, Xiaolin Li, Petar Momcilovic
Annals of surgery
Publication year: 2019

Perception of Older Adults Toward Smartwatch Technology for Assessing Pain and Related Patient-Reported Outcomes: Pilot Study
Manini TM, Mendoza T, Battula M, Davoudi A, Kheirkhahan M, Young ME, Weber E, Fillingim RB, Rashidi P
JMIR Mhealth Uhealth 2019;7(3):e10044
Publication year: 2019

Intelligent ICU for Autonomous Patient Monitoring Using Pervasive Sensing and Deep Learning
Davoudi, Anis, Kumar Rohit Malhotra, Benjamin Shickel, Scott Siegel, Seth Williams, Matthew Ruppert, Emel Bihorac, Tezcan Ozrazgat-Baslanti, Patrick J. Tighe, Azra Bihorac, and Parisa Rashidi
Nature, Scientific Reports, 9, Article number: 8020 (2019).
Publication year: 2019

A GIS-Based Artificial Neural Network Model for Spatial Distribution of Tuberculosis across the Continental United States
Abolfazl Mollalo, Liang Mao, Parisa Rashidi, Gregory E Glass
International journal of environmental research and public health, 16(1), 157.
Publication year: 2019

Virtual reality and human consciousness: The use of immersive environments in delirium therapy
Marko Suvajdzic, Azra Bihorac, Parisa Rashidi, Triton Ong, Joel Applebaum
Journal of Technoetic Arts, pp 78-83
Publication year: 2018

Transition Icons for Time Series Visualization and Exploratory Analysis
Paul Nickerson, Raheleh Baharloo, Amal A Wanigatunga, Todd D Manini, Patrick J Tighe, Parisa Rashidi
IEEE Journal of Biomedical and Health Informatics, vol. 22, no. 2, pp. 623-630
Publication year: 2018

Does the Position of Surgical Service Providers in Intra-Operative Networks Matter? Analyzing the Impact of Influencing Factors on Patients’ Outcome
Ashkan Ebadi, Patrick J Tighe, Lei Zhang, Parisa Rashidi
arXiv preprint arXiv:1812.07129
Publication year: 2018

A Quest for the Structure of Intra-and Postoperative Surgical Team Networks: Does the Small World Property Evolve over Time?
Ebadi, Ashkan, Patrick J. Tighe, Lei Zheng, and Parisa Rashidi
arXiv preprint arXiv:1803.03359
Publication year: 2018

Activity and Circadian Rhythm of Sepsis Patients in the Intensive Care Unit
Anis Davoudi, Duane B Corbett, Tezcan Ozrazgat-Baslanti, Azra Bihorac, Scott C Brakenridge, Todd M Manini, Parisa Rashidi
The IEEE Conference on Biomedical and Health Informatics (BHI)
Publication year: 2018

Connections Between Daily Activity Patterns and Ecological Momentary Assessments of Pain in Older Adults
TM Manini, A Davoudi, M Kheirkhahan, D Corbett, R Fillingim, S Ranka, P Rashidi
Innovation in Aging 2, no. Suppl 1: 413
Publication year: 2018

MySurgeryRisk: Development and Validation of a Machine-learning Risk Algorithm for Major Complications and Death After Surgery
Azra Bihorac, Tezcan Ozrazgat-Baslanti, Ashkan Ebadi, Amir Motaei, Mohcine Madkour, Panagote M Pardalos, Gloria Lipori, William R Hogan, Philip A Efron, Frederick Moore, Lyle L Moldawer, Daisy Zhe Wang, Charles E Hobson, Parisa Rashidi, Xiaolin Li, Petar Momcilovic
Annals of Surgery
Publication year: 2018

The Intelligent ICU Pilot Study: Using Artificial Intelligence Technology for Autonomous Patient Monitoring
Anis Davoudi, Kumar Rohit Malhotra, Benjamin Shickel, Scott Siegel, Seth Williams, Matthew Ruppert, Emel Bihorac, Tezcan Ozrazgat-Baslanti, Patrick J. Tighe, Azra Bihorac, Parisa Rashidi
arXiv:1804.10201
Publication year: 2018

Machine learning approaches in GIS-based ecological modeling of the sand fly Phlebotomus papatasi, a vector of zoonotic cutaneous leishmaniasis in Golestan province, Iran
Abolfazl Mollalo, Ali Sadeghian, Glenn D Israel, Parisa Rashidi, Aioub Sofizadeh, Gregory E Glass
Acta tropica, 188, 187-194.
Publication year: 2018

Comparison of Gaussian Processes Methods to Linear methods for Imputation of Sparse Physiological Time Series
Paul Nickerson, Raheleh Baharloo, Anis Davoudi, Azra Bihorac, Parisa Rashidi
Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’18), Honolulu, HI, USA.
Publication year: 2018

Autonomous Detection of Disruptions in the Intensive Care Unit Using Deep Mask R-CNN
Kumar Rohit Malhotra, Anis Davoudi, Scott Siegel, Azra Bihorac, Parisa Rashidi
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 1863-1865
Publication year: 2018

Increasing SOFA Score Granularity With Deep Learning
Benjamin Shickel, Tyler Loftus, Tezcan Ozrazgat Baslanti, Azra Bihorac, Parisa Rashidi
Critical Care Medicine 46 (1), 794
Publication year: 2018

DeepSOFA: A Real-Time Continuous Acuity Score Framework using Deep Learning
Benjamin Shickel, Tyler J Loftus, Tezcan Ozrazgat-Baslanti, Ashkan Ebadi, Azra Bihorac, Parisa Rashidi
arXiv preprint arXiv:1802.10238
Publication year: 2018

Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis
Benjamin Shickel, Patrick James Tighe, Azra Bihorac, Parisa Rashidi
IEEE Journal of Biomedical and Health Informatics
Publication year: 2018

Improved Predictive Models for Acute Kidney Injury with IDEAs: Intraoperative Data Embedded Analytics
Lasith Adhikari, Tezcan Ozrazgat-Baslanti, Paul Thottakkara, Ashkan Ebadi, Amir Motaei, Parisa Rashidi, Xiaolin Li, Azra Bihorac
arXiv preprint arXiv:1805.05452.
Publication year: 2018

Power-efficient real-time approach to non-wear time detection for smartwatches
Matin Kheirkhahan, Hiranava Das, Manoj Battula, Anis Davoudi, Parisa Rashidi, Todd M Manini, Sanjay Ranka
In Biomedical & Health Informatics (BHI), 2017 IEEE EMBS International Conference on, pp. 217-220. IEEE
Publication year: 2017

Hashtag Healthcare: From Tweets to Mental Health Journals Using Deep Transfer Learning
Shickel, Benjamin, Martin Heesacker, Sherry Benton, and Parisa Rashidi
arXiv preprint arXiv:1708.01372
Publication year: 2017

DREAMS (Digital Rehabilitation Environment-Altering Medical System
Marko Suvajdzic, Azra Bihorac, Parisa Rashidi
In Serious Games and Applications for Health (SeGAH), 2017 IEEE 5th International Conference on, pp. 1-5. IEEE
Publication year: 2017

DisTeam: A decision support tool for surgical team selection
Ashkan Ebadi, Patrick J Tighe, Lei Zhang, Parisa Rashidi
Artificial intelligence in medicine, 76, 16-26
Publication year: 2017

Delirium Prediction using Machine Learning Models on Predictive Electronic Health Records Data
Anis Davoudi, Tezcan Ozrazgat-Baslanti, Ashkan Ebadi, Alberto C Bursian, Azra Bihorac, Parisa Rashidi
In Bioinformatics and Bioengineering (BIBE), 2017 IEEE 17th International Conference on, pp. 568-573. IEEE
Publication year: 2017

Deep recurrent neural networks for predicting intraoperative and postoperative outcomes and trends
Shruthi Gopalswamy, Patrick J Tighe, Parisa Rashidi
In Biomedical & Health Informatics (BHI), 2017 IEEE EMBS International Conference on, pp. 361-364
Publication year: 2017

Ensemble Classification of Alzheimer’s Disease and Mild Cognitive Impairment Based on Complex Graph Measures from Diffusion Tensor Images
Ashkan Ebadi, Josué L Dalboni da Rocha, Dushyanth B Nagaraju, Fernanda Tovar-Moll, Ivanei Bramati, Gabriel Coutinho, Ranganatha Sitaram, Parisa Rashidi
Frontiers in neuroscience, 11, 56
Publication year: 2017

Automatic Triage of Mental Health Forum Posts
Benjamin Shickel, Parisa Rashidi
In Proceedings of the Third Workshop on Computational Lingusitics and Clinical Psychology (pp. 188-192)
Publication year: 2016

On the Scale-Free Characteristics of Surgical Team Networks
Ashkan Ebadi, Patrick J Tighe, Lei Zheng, Parisa Rashidi
12th International Conference on Webometrics, Informetrics and Scientometrics (WIS) & 17th COLLNET Meeting,
Publication year: 2016

Using symbolic aggregate approximation (SAX) to visualize activity transitions among older adults
Amal A Wanigatunga, Paul V Nickerson, Todd M Manini, Parisa Rashidi
hysiological measurement, 37(11), 1981
Publication year: 2016

Characterizations of Temporal Postoperative Pain Signatures with Symbolic Aggregate Approximations
Patrick Tighe, Paul Nickerson, Roger Fillingim, Parisa Rashidi
The Clinical journal of pain, 33(1), 1-11
Publication year: 2016

Roamm: A software infrastructure for real-time monitoring of personal health
Sanjay Nair, Matin Kheirkhahan, Anis Davoudi, Parisa Rashidi, Amal A Wanigatunga, Duane B Corbett, Todd M Manini, Sanjay Ranka
In e-Health Networking, Applications and Services (Healthcom), 2016 IEEE 18th International Conference on, pp. 1-6
Publication year: 2016

Preoperative assessment of the risk for multiple complications after surgery
Tezcan Ozrazgat-Baslanti, Paulette Blanc, Paul Thottakkara, Matthew Ruppert, Parisa Rashidi, Petar Momcilovic, Charles Hobson, Philip A Efron, Frederick A Moore, Azra Bihorac
Surgery, 160(2), 463-472
Publication year: 2016

Self-Reflective Sentiment Analysis
Benjamin Shickel, Martin Heesacker, Sherry Benton, Ashkan Ebadi, Paul Nickerson, Parisa Rashidi
In Proceedings of the Third Workshop on Computational Lingusitics and Clinical Psychology (pp. 23-32)
Publication year: 2016

Markov chain evaluation of acute postoperative pain transition states
Patrick J Tighe, Matthew Bzdega, Roger B Fillingim, Parisa Rashidi, Haldun Aytug
Pain, 157(3), 717.
Publication year: 2016

Deep Neural Network Architectures for Forecasting Analgesic Response
Paul Nickerson, Patrick Tighe, Benjamin Shickel, Parisa Rashidi
In Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the (pp. 2966-2969)
Publication year: 2016

Application of machine learning techniques to high-dimensional clinical data to forecast postoperative complications
Paul Thottakkara, Tezcan Ozrazgat-Baslanti, Bradley B Hupf, Parisa Rashidi, Panos Pardalos, Petar Momcilovic, Azra Bihorac
PloS one, 11(5), e0155705
Publication year: 2016

ART: An Availability-Aware Active Learning Framework for Data Streams
Benjamin Shickel, Parisa Rashidi
In FLAIRS Conference (pp. 92-97)
Publication year: 2016

Data Mining in Pervasive Environments
Nirmalya Roy, Parisa Rashidi, Luke Chen L., Lawrence Holder
Data Mining in Pervasive Environments. Special Issue of the International Journal of Pervasive and Mobile Computing,17,(B), pp.157-262
Publication year: 2015

Data Analytics for Pervasive Health
Giovanni Acampora, Diane J Cook, Parisa Rashidi, Athanasios V Vasilakos
Healthcare Data Analytics, CRC Press, pp 533-576
Publication year: 2015

Intraoperative Data Enables Machine Learning Classifiers to Better Predict Postoperative Acute Kidney Injury
Critical care medicine, 43(12), 242
Publication year: 2015

Successful aging: advancing the science of physical independence in older adults
Stephen D Anton, Adam J Woods, Tetso Ashizawa, Diana Barb, Thomas W Buford, Christy S Carter, David J Clark, Ronald A Cohen, Duane B Corbett, Yenisel Cruz-Almeida, Vonetta Dotson, Natalie Ebner, Philip A Efron, Roger B Fillingim, Thomas C Foster, David M Gundermann, Anna-Maria Joseph, Christy Karabetian, Christiaan Leeuwenburgh, Todd M Manini, Michael Marsiske, Robert T Mankowski, Heather L Mutchie, Michael G Perri, Sanjay Ranka, Parisa Rashidi, Bhanuprasad Sandesara, Philip J Scarpace, Kimberly T Sibille, Laurence M Solberg, Shinichi Someya, Connie Uphold, Stephanie Wohlgemuth, Samuel Shangwu Wu, Marco Pahor
Ageing research reviews, 24, 304-327
Publication year: 2015

Systems and methods for adaptive smart environment automation
Diane J Cook, Parisa Rashidi
U.S. Patent 8,880,378, issued November 4, 2014.
Publication year: 2014

SmartHealthSys: ACM ubicomp international workshop on smart health systems and applications
Hassan Ghasemzadeh, Diane Cook, Misha Pavel, Parisa Rashidi, Roozbeh Jafari, Marjorie Skubic, Michael Ong, George Demiris
n Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication (pp. 1179-1185). ACM
Publication year: 2014

Stream Sequence Mining for Human Activity Discovery
Parisa Rashidi
Handbook on Plan, Activity, and Intent Recognition. Elsevier
Publication year: 2014

The behavioral intervention technology model: an integrated conceptual and technological framework for eHealth and mHealth interventions
David C Mohr, Stephen M Schueller, Enid Montague, Michelle Nicole Burns, Parisa Rashidi
Journal of medical Internet research, 16(6)
Publication year: 2014

COM: A method for mining and monitoring human activity patterns in home-based health monitoring systems
Parisa Rashidi, Diane J Cook
ACM Transactions on Intelligent Systems and Technology (TIST), 4(4), 64
Publication year: 2013

A survey on ambient-assisted living tools for older adults
Parisa Rashidi, Alex Mihailidis
IEEE journal of biomedical and health informatics, 17(3), 579-590
Publication year: 2013

A survey on ambient intelligence in healthcare
Giovanni Acampora, Diane J Cook, Parisa Rashidi, Athanasios V Vasilakos
Proceedings of the IEEE, 101(12), 2470-2494
Publication year: 2013

Activity discovery and activity recognition: A new partnership
Diane J Cook, Narayanan C Krishnan, Parisa Rashidi
IEEE transactions on cybernetics, 43(3), 820-828
Publication year: 2013

Assisted living technologies for older adults
Parisa Rashidi
In Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium (pp. 875-878). ACM.
Publication year: 2012

Situation, activity and goal awareness in ubiquitous computing
Liming Chen, Parisa Rashidi
International Journal of Pervasive Computing and Communications, 8(3), 216-224.
Publication year: 2012

Discovering and tracking patterns of interest in security sensor streams
Diane Cook Parisa Rashidi, Narayanan Krishnan
Securing Cyber-Physical Critical Infrastructure, chapitre, 481-504
Publication year: 2012

International Workshop on Situation, Activity and Goal Awareness (SAGAware 2012)
Parisa Rashidi, Liming Chen, William K Cheung
In Proceedings of the 2012 ACM Conference on Ubiquitous Computing (pp. 1012-1015). ACM
Publication year: 2012

Reports on the 2012 AAAI Fall Symposium Series
Rezarta Islamaj Dogan, Yolanda Gil, Haym Hirsh, Narayanan C Krishnan, Michael Lewis, Cetin Mericli, Parisa Rashidi, Victor Raskin, Samarth Swarup, Wei Sun, Julia M Taylor, Lana Yeganova
Reports on the 2012 AAAI Fall Symposium Series. AI Magazine, 34(1), 93
Publication year: 2012

Activity knowledge transfer in smart environments
Parisa Rashidi, Diane J Cook
Pervasive and Mobile Computing, 7(3), 331-343.
Publication year: 2011

Using association rule mining to discover temporal relations of daily activities
Ehsan Nazerfard, Parisa Rashidi, Diane J Cook
In International Conference On Smart homes and health Telematics (pp. 49-56). Springer, Berlin, Heidelberg.
Publication year: 2011

Workshop overview for the international workshop on situation, activity and goal awareness
Liming Chen, Ismail Khalil, Zhiwen Yu, Christian Becker, William K Cheung, Parisa Rashidi
In Proceedings of the 13th international conference on Ubiquitous computing (pp. 631-632). ACM
Publication year: 2011

Domain selection and adaptation in smart homes
Parisa Rashidi, Diane J Cook
In International Conference on Smart Homes and Health Telematics (pp. 17-24). Springer, Berlin, Heidelberg.
Publication year: 2011

Discovering activities to recognize and track in a smart environment
Parisa Rashidi, Diane J Cook, Lawrence B Holder, Maureen Schmitter-Edgecombe
IEEE transactions on knowledge and data engineering, 23(4), 527-539.
Publication year: 2011

Ask me better questions: active learning queries based on rule induction
Parisa Rashidi, Diane J Cook
In Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining (pp. 904-912). ACM
Publication year: 2011

Multi home transfer learning for resident activity discovery and recognition
Parisa Rashidi, Diane J Cook
KDD Knowledge Discovery from Sensor Data, 56-63.
Publication year: 2010

Activity Recognition Based on Home to Home Transfer Learning
Parisa Rashidi, Diane J Cook
In Plan, Activity, and Intent Recognition, AAAI 2010, pp 45-52.
Publication year: 2010

Discovering temporal features and relations of activity patterns
Ehsan Nazerfard, Parisa Rashidi, Diane J Cook
In Data Mining Workshops (ICDMW), 2010 IEEE International Conference on (pp. 1069-1075). IEEE.
Publication year: 2010

Mining sensor streams for discovering human activity patterns over time
Parisa Rashidi, Diane J Cook
In Data Mining (ICDM), 2010 IEEE 10th International Conference on (pp. 431-440). IEEE.
Publication year: 2010

An adaptive sensor mining framework for pervasive computing applications
Parisa Rashidi, Diane J Cook
In Knowledge Discovery from Sensor Data (pp. 154-174). Springer, Berlin, Heidelberg
Publication year: 2010

Mining and monitoring patterns of daily routines for assisted living in real world settings
Parisa Rashidi, Diane J Cook
In Proceedings of the 1st ACM International Health Informatics Symposium (pp. 336-345). ACM.
Publication year: 2010

Transferring Learned Activities in Smart Environments
Parisa Rashidi, Diane J Cook
In Intelligent Environments (pp. 185-192)
Publication year: 2009

Keeping the resident in the loop: Adapting the smart home to the user
Parisa Rashidi, Diane J Cook
IEEE Transactions on systems, man, and cybernetics-part A: systems and humans, 39(5), 949-959
Publication year: 2009

Adapting to resident preferences in smart environments
Parisa Rashidi, Diane J Cook
In AAAI Workshop on Preference Handling (pp. 78-84).
Publication year: 2008

Keeping the intelligent environment resident in the loop
Parisa Rashidi, Diane J Cook
4th International Conference on Intelligent Environments (IE 08), 2008 pp 45-53
Publication year: 2008

Onspect: ontology based aspects
Parisa Rashidi, Roger T Alexander
In Proceedings of the 7th workshop on Foundations of aspect-oriented languages (pp. 41-41). ACM
Publication year: 2008

Inhabitant guidance of smart environments
Parisa Rashidi, G Michael Youngblood, Diane J Cook, Sajal K Das
In International Conference on Human-Computer Interaction (pp. 910-919). Springer, Berlin, Heidelberg.
Publication year: 2007