Curriculum Vitae
General Information
Full Name | Hao Liu |
Contact | liuha [at] montclair [dot] edu |
Languages | English, Chinese |
Education
- 2015 - 2020
Doctor of Philosophy (PhD)
New Jersey Institute of Technology, Newark, NJ, USA
- Computer Science
- Co-advised by Dr. Yehoshua Perl and Dr. James Geller
- Dissertation
- 2011 - 2012
Master of Science
Columbia University, New York, USA
- Electrical Engineering
- 2017 - 2011
Bachelor of Science
New York Institute of Technology, New York, USA
- Electrical and Computer Engineering
- Graduated with President's list
Experience
- Spring 2021
Teacher and seminar organizer
Columbia University, New York, US
- G4099 Biomedical Informatics seminar
- 2019-2020
Adjunct Professor
New York Institute of Technology, New York, US
- DTSC 115 - Intro to Data Science | Spring 2020 | Online course development and lecturer
- CSCI 415 - Intro to Data Mining | Spring 2020 | Lecturer
- CSCI 636 - Big Data Analytics | Spring 2019 | Lecturer
- 2015-2018
Teaching Assistant & Instructor
New Jersey Institute of Technology, New Jersey, US
- CS 115 - Intro to C++ | Spring 2018 | Lab instructor
- CS 106 - Intro to Python | Fall 2017 & Fall 2015 | Lab instructor
- CS 610 - Data Structure & Algorithm | Spring 2017 | Teaching assistant
- CS 435 - Adv Data Structure-Algorithm Design | Spring 2017, Fall 2016 | Teaching assistant
- CS 431 - Intro to Database System | Spring 2016 | Lab instructor
- 2013-2015
Junior Engineer
Alcatel-Lucent Shanghai Bell, Shanghai
Open Source Projects
- 2020-2022
Clinical Trial Knowledge Base
- A knowledge base of discrete clinical trial eligibility criteria equipped with a web-based user interface for querying and aggregate analysis of common eligibility criteria.
- 2021-2023
CliVER: Scientific claim verification
- A pipeline that automate clinical evidence extraction and separate support and refute rationale for a specific scientific claim, from over 500,000 completed randomized controlled trials from 1990 to 2022.
Honors and Awards
- April, 2022
- LitCoin Natural Language Processing (NLP) Challenge
- Honorable Mention
- 2021-2022
- Google Cloud Credit Grant: "A knowledge base for Clinical Trials"
- $5,000
Presentations
-
Conference and workshop presentations
- IEEE ICHI (2024), "Using Generative Large Language Models for Hierarchical Relationship Prediction in Medical Ontologies", Jun. 2024.
- AMIA Joint Summits (2021), "A Comparison between Human and NLP-based Annotation of Clinical Trial Eligibility Criteria Text Using The OMOP Common Data Model", Mar. 2021.
- AMIA Annual Symposium (2019), "Transfer Learning from BERT to Support Insertion of New Concepts into SNOMED CT", Nov. 2019.
- AMIA Annual Symposium (2018), "Using Convolutional Neural Networks to Support Insertion of New Concepts into SNOMED CT", Nov. 2018.
- International Conference on Biological Ontology (2018), "Can a convolutional neural network support auditing of nci thesaurus neoplasm concepts?", Aug. 2018.
-
Invited talks and university presentations
- Seminar talk in the College of Engineering & Computing Sciences at New York Institute of Technology, “NLP-based knowledge sharing and evidence retrieval of clinical studies”, March 29, 2022.
- Guest lecture for HINF 5016: Natural Language Processing in Health at Weill Cornell Medicine, “NLP-based quality assurance of ontologies and knowledge sharing of clinical trials”, March 9, 2022.
Professional Activities
-
Membership
- Association for Computing Machinery (ACM)
- Institute of Electrical and Electronics Engineers (IEEE)
- American Medical Informatics Association (AMIA)
-
Scientific Program Committee
- IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE'24, '25)
- International Conference of Artificial Intelligence in Medicine (AIME'24)
- The Eleventh IEEE International Conference on Healthcare Informatics (ICHI'23, '24)
- The 3rd International Workshop on Quality Assurance and Enrichment of Biological and Biomedical Ontologies and Terminologies
- IEEE International Conference on Bioinformatics and Biomedicine (BIBM'21)
-
Reviewer for journals
- Scientific Data
- IEEE Transactions on Human-Machine Systems (THMS)
- IEEE Transactions on Automation Science and Engineering (T-ASE)
- Journal of Biomedical Informatics (JBI)
- Journal of the American Medical Informatics Association (JAMIA)
- Journal of the American Medical Informatics Association Open (JAMIA Open)
- Journal of Medical Internet Research (JMIR)
- Applied Clinical Informatics (ACI)
- BMC Supplements
- BMC Medical Informatics and Decision Making
- BMC Medical Research Methodology
- Clinical and Experimental Medicine
- Scientific Reports
- Journal of Robotics
- Journal of Biomedical Semantics
- Frontiers in Psychiatry
-
Reviewer for conferences
- Medical Informatics Europe (MIE'25)
- European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD'24)
- International Conference on Data Mining (ICDM'24)
- International Conference of Artificial Intelligence in Medicine (AIME'24)
- IMIA Yearbook of Medical Informatics (IMIA'24)
- International Conference on Automation Science and Engineering (CASE'24)
- European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD'24)
- American Medical Informatics Association Annual Symposium (AMIA'19, '20, '21, '22, '24)
- American Medical Informatics Association Informatics Summit (AMIA'21, '22, '23, '24)
- The IEEE International Conference on Bioinformatics and Biomedicine (BIBM'21)
Academic Interests
-
Clinical Informatics
- Clinical Natural Language Processing (methods and applications)
- Clinical Knowledge Discovery
- Clinical Evidence Mining and Appraisal
- Scalable and accurate Deep Learning predictive model with Electronic Health Records (EHR)
-
Ontology Engineering
- Ontology Enrichment
- Ontology Quality Assurance
Other Interests
- Hobbies: Hiking, Swimming, Golf, etc.