Jiaqi (Jackey) Gong
 
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Paper Awards

2016 Best Paper Finalist, IEEE Wireless Health Conference
2015 mHealth Scholarship, UCLA-NIH mHealth Summer Training Institute (mHTI),
2015 Best Paper Finalist, 12th International Conference on Wearable and Implantable Body Sensor Networks
2014 Best Paper Award, International Conference on Body Area Networks
2014 Best Demonstration Award, IEEE Wireless Health Conference
2013 Best Student Paper Award, IEEE Sensors Conference
2013 Best Paper Finalist, IEEE SENSORS Conference
2012 Best Paper Finalist, IEEE International Conference on Multisensor Fusion and Information Integration



Software Available! If you have any questions, please feel free to contact me.

Data Analysis of Home Wireless Sensing System.

Please cite the paper as below:

Jiaqi Gong, Karen Rose, Ifat Emi, Janet Specht, Enamul Hoque, Dawei Fan, Sriram Dandu, Robert Dickson, Yelena Perkhounkova, John Lach, John Stankovic, "Home Wireless Sensing System for Monitoring Nighttime Agitation and Incontinence in Patients with Alzheimer's Disease," Wireless Health Conference, Bethesda, MD, USA, Oct. 2015

Causality Index Code


Please cite the paper as below:

Jiaqi Gong, John Lach, Yanjun Qi and Myla D. Goldman, "Causality Analysis of Inertial Body Sensors for Multiple Sclerosis Diagnostic Enhancement", Journal of Biomedical and Health Informatics, Vol. 20, No. 5, Sep. 2016

Latent Variable Model Code

Please cite the paper as below:

Jiaqi Gong, Philip Asare, John Lach, and Yanjun Qi, "Piecewise Linear Dynamical Model for Action Clustering from Real-World Deployments of Inertial Body Sensors," IEEE Transactions on Affective Computing, Vol. 7, No. 3, Sep. 2016

Deep Learning for Gait Assessment

Update soon!

Related paper:

Jiaqi Gong, Myla Goldman, and John Lach, "DeepMotion: A Deep Convolutional Neural Network on Inertial Body Sensors for Gait Assessment in Multiple Sclerosis," Wireless Health Conference, Baltimore, MD, USA, Oct. 2016, In Press

Heterogeneous Deep Learning Code

Update soon!

Related paper:

Jinghe Zhang, Laura Barnes and Jiaqi Gong*, "Heterogeneous Convolutional Neural Networks for Electronic Health Records", SIAM international Conference on Data Mining, 2017.

A Framework for Understanding Behavioral Dynamics of Social Anxiety

Update soon!

Yu Huang, Jiaqi Gong*, and et al. "Towards Behavior-Aware Computing: Understanding Behavioral Dynamics of Social Anxiety Through Smartphone Sensors", Ubicomp 2017, to appear.


Preprints
[1] Jinghe Zhang, Haoyi Xiong, Jiaqi Gong, and Laura Barnes, "mGraph: Graph Representation for Electronic Health Record-Based Detection of Mental Health Disorders", Journal of Biomedical and Health Informatics, 2016, Submitted
[2] Jinghe Zhang, Laura Barnes and Jiaqi Gong*, "Heterogeneous Convolutional Neural Networks for Electronic Health Records", SIAM international Conference on Data Mining, 2017, Submitted.
[3] Jiaqi Gong, Jinghe Zhang, and Laura Barnes, "Risk Prediction using Electronic Health Records with Heterogeneous Graph Representation and Deep Convolutional Neural Networks", Journal of the American Medical Informatics Association, 2016, In Preparation
[4] Jiaqi Gong, "Quantifying Body Coordination using Phase Slope Index with Time Compensation," Journal of Biomedical and Health Informatics, 2016, In Preparation
[5] Jiaqi Gong, Sriram Raju Dandu, Bryson Reynolds, John Lach, and Jason Druzgal, "Unsupervised Head Impact Identification based on Linear Dynamical Model using Inertial Body Sensors," IEEE Transactions on Industrial Informatics, 2016, In Preparation
[6] Jiaqi Gong, Yu Huang, and Laura Barnes, "Pattern Recognition of Social Anxiety with Latent Variable Model and Graph Representation", IEEE Transactions on Affective Computing Special Issue on Affective Reasoning for Big Social Data Analysis, Dec. 2016, In Preparation
[7] Jiaqi Gong, Yu Huang, and Laura Barnes, "A Customized Crowdsensing Platform for Predictive Monitoing of Stress of Healthcare Providers", 14th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 2017, In Preparation
[8] Dawei Fan, Luis Lopez Ruiz, Jiaqi Gong*, and John Lach, "A Novel Hardware Platform for Profiling, Modeling, and Predicting Energy Harvesting in Real-World Scenarios", IEEE Journal of Biomedical and Health Informatics, Invited for Special Issue on Best of BSN 2016, In Preparation
 
Journals
[1] Jiaqi Gong, John Lach, Yanjun Qi and Myla D. Goldman, “Causality Analysis of Inertial Body Sensors for Multiple Sclerosis Diagnostic Enhancement”, Journal of Biomedical and Health Informatics, Vol. 20, No. 5, Sep. 2016
[2] Jiaqi Gong, Philip Asare, John Lach, and Yanjun Qi, “Piecewise Linear Dynamical Model for Action Clustering from Real-World Deployments of Inertial Body Sensors,” IEEE Transactions on Affective Computing, Vol. 7, No. 3, Sep. 2016
[3] Jiaqi Gong, Qi Hao, and Fei Hu, “Transform-Invariant Feature Based Functional MR Image Registration and Neural Activity Modeling,” International Journal of Computational Biology and Drug Design, Vol. 6, No. 3, pp. 175-189, 2013
[4] Jiaqi Gong, Junbin Gong, and Jinwen Tian, “Using Star Trackers for Space Surveillance,” Journal of SPIE Newsroom, Vol. 27, pp. 1-3, 2010
[5] Weiting Li, Shugang Hou, Kai Lan, and Jiaqi Gong, “Key Technologies and Research Progress of the Adaptive Managed Pressure Drilling,” Natural Gas Industry, Vol. 11, pp. 018-021, 2009
[6] Jiaqi Gong, Lin Wu, Junbin Gong, Jie Ma and Jinwen Tian, “Flower Algorithm for Star Pattern Recognition in Space Surveillance with Star Trackers,” Optical Engineering, Vol. 48, No. 12, pp. 124401/1-8, 2009
 
Conferences
[7] Jiaqi Gong, Myla Goldman, and John Lach, "DeepMotion: A Deep Convolutional Neural Network on Inertial Body Sensors for Gait Assessment in Multiple Sclerosis," Wireless Health Conference, Baltimore, MD, USA, Oct. 2016, In Press
[8] Dawei Fan, Jiaqi Gong*, and John Lach, “Eating Gestures Detection by Tracking Finger Motion,” Wireless Health Conference, Baltimore, MD, USA, Oct. 2016, In Press
[9] Jiang Lu, Lei Wu, Ting Zhang, and Jiaqi Gong, “Robot-assisted Intelligent Emergency System for Individual Elderly Independent Living,” IEEE Global Humanitarian Technology Conference (GHTC), Seattle, WA, USA, 2016, In Press
[10] Dawei Fan, Luis Lopez Ruiz, Jiaqi Gong*, and John Lach, “Profiling, Modeling, and Predicting Energy Harvesting for Self-Powered Body Sensor Platforms,” 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 2016
[11] Yan Zhuang, Jiaqi Gong, Casey Kerrigan, Brad Bennett, John Lach and Shawn Russell, “Gait Tracker Shoe for Accurate Step-by-step Determination of Gait Parameters”, 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 2016
[12] Jiaqi Gong, John Lach, Yanjun Qi and Myla D. Goldman, “Causal Analysis of Inertial Body Sensors for Enhancing Gait Assessment Separability towards Multiple Sclerosis Diagnosis”, 12th International Conference on Wearable and Implantable Body Sensor Networks (BSN), 2015 (Best Paper Award Finalist)
[13] Jiaqi Gong, Matt Engelhard, Myla D. Goldman, John Lach, “Correlations between Objective Measures from Inertial Body Sensors and Subjective Measures from Clinical Evaluation”, BodyNets: 10th International Conference on Body Area Networks, Sydney, Australia, Sep. 2015
[14] Jiaqi Gong, John Lach, “Motion Markers Discovery from Inertial Body Sensors for Enhancing Objective Assessment of Robotic Surgical Skills,” 4th International Symposium on Bioelectronics and Bioinformatics (ISBB), Beijing, China, October 2015
[15] Karen Rose, Yelena Perkhounkova, Jiaqi Gong, John Lach, John Stankovic, “Dignity in dementia: Implications for recruitment in to research studies”, Gerontological Society of America annual conference 2015
[16] Jiaqi Gong, Karen Rose, Ifat Emi, Janet Specht, Enamul Hoque, Dawei Fan, Sriram Dandu, Robert Dickson, Yelena Perkhounkova, John Lach, John Stankovic, “Home Wireless Sensing System for Monitoring Nighttime Agitation and Incontinence in Patients with Alzheimer’s Disease,” Wireless Health Conference, Bethesda, MD, USA, Oct. 2015
[17] Rebecca S. Zee, Sierra J. Seaman , Matthew Engelhard, Jiaqi Gong, and Noah S. Schenkman, “Surgical Attention and Movement in Novice and Expert Robotic Surgeons,” American Urological Association Annual Meeting, Orlando, FL, USA, May 2014
[18] Jiaqi Gong, John Lach, Yanjun Qi, Rebecca S. Zee, Sierra J. Seaman, and Noah S. Schenkman, “Motion Assessment for Robotic Surgery Education using Inertial Body Sensors,” Wireless Health Conference, Bethesda, MD, USA, Oct. 2014 (Best Demonstration Award)
[19] Jiaqi Gong, Philip Asare, John Lach, and Yanjun Qi, “Piecewise Linear Dynamical Model for Actions Clustering from Inertial Body Sensors with Considerations of Human Factors,” BodyNets: 9th International Conference on Body Area Networks, London, UK, Sep. 2014 (Best Paper Award)
[20] Jiaqi Gong, Sriram Raju Dandu, Bryson Reynolds, John Lach, and Jason Druzgal, “Unsupervised Head Impact Identification using Inertial Body Sensors based on Linear Dynamical Model,” Wireless Health Conference, Bethesda, MD, USA, Oct. 2014
[21] Travis Simpson, Jiaqi Gong, Shawn Russell, John Lach and Brad Bennett, “System for Self-Contained Longitudinal Analysis of Pathological Gait,” Gait and Clinical Movement Analysis Society Annual Conference, Newark, DE, USA, June 2014
[22] Travis Simpson, Jiaqi Gong, John Lach, and Brad Bennett, “Accelerometer Calibration for Self-Contained Remote Gait Analysis System,” World Congress on Biomechanics Conference, Boston, MA, USA, July 2014
[23] Shanshan Chen, Jiaqi Gong, John Lach, Myla D. Goldman, “Enhanced Multiple Sclerosis Gait Assessment using Inertial Sensors,” Wireless Health Conference, Baltimore, MD, USA, Nov. 2013
[24] Jiaqi Gong and John Lach, “Reconfigurable Differential Accelerometer Platform for Inertial Body Sensor Networks,” IEEE Conference on Sensors, Baltimore, MD, USA, Nov. 2013 (Best Paper Finalist)
[25] Jiang Lu, Jiaqi Gong, Qi Hao, and Fei Hu, “Multi-Agent based Wireless Pyroelectric Infrared Sensor Networks for Multi-Human Tracking and Self-Calibration,” IEEE Conference on Sensors, Baltimore, MD, USA, Nov. 2013 (Best Student Paper Award)
[26] Jiang Lu, Jiaqi Gong, Qi Hao, and Fei Hu, “Space Encoding Based Compressive Multiple Human Tracking with Distributed Binary Pyroelectric Infrared Sensor Networks,” IEEE International Conference on Multisensor Fusion and Information Integration, Hamburg, Germany, Sep. 2012 (Best Paper Award Finalist)
[27] Jiaqi Gong, Hui Ge and Zhongliang Jing, “Visual Analysis for 2-D Point Set Matching,” 23rd Chinese Control and Decision Conference, Mianyang, China, May 2011
[28] Jiaqi Gong and Zhongliang Jing, “A Texture-Based Method for Autonomous Star Identification,” International Conference on Electric Information and Control Engineering, Wuhan, China, Apr. 2011
[29] Kai Lan, Shugang Hou, Jiaqi Gong, Youming Xiong, and Chengkai Li, “Development of Downhole Explosion Monitoring System for Gas Drilling,” International Oil and Gas Conference and Exhibition, Beijing, China, June 2010
[30] Jiaqi Gong, Jie Ma and Jinwen Tian, “A Flower Algorithm for Autonomous Star Pattern Recognition,” 47th AIAA Aerospace Sciences Meeting Including the New Horizons Forum and Aerospace Exposition, Orlando, Florida, USA, 2009
[31] Jiaqi Gong, Lin Wu, Junbin Gong, Jie Ma, Jinwen Tian, “A Flower Algorithm for Autonomous Star Identification in Space Surveillance,” Sixth International Symposium on Multispectral Image Processing and Pattern Recognition, Yichang, China, Sep. 2009
[32] Lin Wu, Jiaqi Gong, Hua Cheng, Jie Ma, and Jinwen Tian, “New method of underwater passive navigation based on gravity gradient,” 5th International Symposium on Multispectral Image Processing & Pattern Recognition, Wuhan, China, Nov. 2007