Haifeng Liu

Affiliations:
  • IBM Research, Information and Knowledge Department, ZGC Software Park, Beijing, China


According to our database1, Haifeng Liu authored at least 31 papers between 2009 and 2018.

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Bibliography

2018
Deep Diabetologist: Learning to Prescribe Hyperglycemia Medications with Hierarchical Recurrent Neural Networks.
CoRR, 2018

2017
Personal Health Self-Management in a Data Perspective.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Applying Risk Models on Patients with Unknown Predictor Values: An Incremental Learning Approach.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Gathering Real World Evidence with Cluster Analysis for Clinical Decision Support.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Deep Diabetologist: Learning to Prescribe Hypoglycemic Medications with Recurrent Neural Networks.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Precision Cohort Finding with Outcome-Driven Similarity Analytics: A Case Study of Patients with Atrial Fibrillation.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Using Machine Learning Models to Predict In-Hospital Mortality for ST-Elevation Myocardial Infarction Patients.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Group-Based Trajectory Analysis for Long-Term Use of Warfarin Therapy in Atrial Fibrillation Patients.
Proceedings of the MEDINFO 2017: Precision Healthcare through Informatics, 2017

Integrating Temporal Pattern Mining in Ischemic Stroke Prediction and Treatment Pathway Discovery for Atrial Fibrillation.
Proceedings of the Summit on Clinical Research Informatics, 2017

Bootstrap-based Feature Selection to Balance Model Discrimination and Predictor Significance: A Study of Stroke Prediction in Atrial Fibrillation.
Proceedings of the AMIA 2017, 2017

TaGiTeD: Predictive Task Guided Tensor Decomposition for Representation Learning from Electronic Health Records.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Building Evidence Graph for Clinical Decision Support.
Proceedings of the ISWC 2016 Posters & Demonstrations Track co-located with 15th International Semantic Web Conference (ISWC 2016), 2016

Using Frequent Item Set Mining and Feature Selection Methods to Identify Interacted Risk Factors - The Atrial Fibrillation Case Study.
Proceedings of the Exploring Complexity in Health: An Interdisciplinary Systems Approach - Proceedings of MIE2016 at HEC2016, Munich, Germany, 28 August, 2016

Probabilistic-Mismatch Anomaly Detection: Do One's Medications Match with the Diagnoses.
Proceedings of the IEEE 16th International Conference on Data Mining, 2016

Integrated Machine Learning Approaches for Predicting Ischemic Stroke and Thromboembolism in Atrial Fibrillation.
Proceedings of the AMIA 2016, 2016

2015
Outcome-driven Evaluation Metrics for Treatment Recommendation Systems.
Proceedings of the Digital Healthcare Empowering Europeans, 2015

Synthesizing Analytic Evidence to Refine Care Pathways.
Proceedings of the Digital Healthcare Empowering Europeans, 2015

Analysis of Care Pathway Variation Patterns in Patient Records.
Proceedings of the Digital Healthcare Empowering Europeans, 2015

A Decision Fusion Framework for Treatment Recommendation Systems.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Mining Temporal and Data Constraints Associated with Outcomes for Care Pathways.
Proceedings of the MEDINFO 2015: eHealth-enabled Health, 2015

Case Analytics Workbench: Platform for Hybrid Process Model Creation and Evolution.
Proceedings of the Business Process Management - 13th International Conference, 2015

2014
Care Pathway Workbench: Evidence Harmonization from Guideline and Data.
Proceedings of the e-Health - For Continuity of Care - Proceedings of MIE2014, the 25th European Medical Informatics Conference, Istanbul, Turkey, August 31, 2014

Embracing case management for computerization of care pathways.
Proceedings of the e-Health - For Continuity of Care - Proceedings of MIE2014, the 25th European Medical Informatics Conference, Istanbul, Turkey, August 31, 2014

Automatic Variance Analysis of Multistage Care Pathways.
Proceedings of the e-Health - For Continuity of Care - Proceedings of MIE2014, the 25th European Medical Informatics Conference, Istanbul, Turkey, August 31, 2014

Towards Pathway Variation Identification: Aligning Patient Records with a Care Pathway.
Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, 2014

2013
Mining Information Dependency in Outpatient Encounters for Chronic Disease Care.
Proceedings of the MEDINFO 2013, 2013

A Framework for Evaluating Sequential Clinical Interventions with Disease Progression.
Proceedings of the MEDINFO 2013, 2013

An Efficacy Driven Approach for Medication Recommendation in Type 2 Diabetes Treatment Using Data Mining Techniques.
Proceedings of the MEDINFO 2013, 2013

2011
An OCL-compliant GELLO Engine.
Proceedings of the User Centered Networked Health Care - Proceedings of MIE 2011, 2011

2009
Trust relationship prediction using online product review data.
Proceedings of the Proceeding of the ACM First International Workshop on Complex Networks Meet Information & Knowledge Management, 2009

iSMART: Ontology-based Semantic Query of CDA Documents.
Proceedings of the AMIA 2009, 2009


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