Proceedings of KDD KiML’20: https://aiisc.ai/KiML2020/Workshop_Proceedings.pdf
#KIML2020 #KDD2020
This workshop focused on Qualitative and Quantitative approaches to understanding data in the social good sphere using prior knowledge, to address challenges like:
(A) Modeling human behavior during the crisis,
(B) Developing models for extracting relevant information in the absence of ground truth
(C) Mining intrinsic features and relationships in clinical, healthcare, or crisis data
(D) Interpretability and Accountability of the model outcomes.
Some of the topics relating to methods and applications discussed during the workshop, spans:
Topic Modeling, Spatiotemporal-thematic Analysis, Transfer Learning, Healthcare, Crisis Management, Generative Adversarial Networks, Knowledge Intensive Learning, Socio-behavioral theories, COVID19, Applied Computing, Feature Elicitations, Interpretability, Cross-linguality, Social Computing
Details on the Workshop: https://aiisc.ai/KiML2020/
Workshop Accepted Papers: https://aiisc.ai/KiML2020/acceptedpapers.html
Keynote Speakers: https://aiisc.ai/KiML2020/speakers.html
Design For Accessibility: Getting it right from the start
ACM KDD Workshop on Knowledge-infused Mining and Learning
1. Spread the word!
Tweet, post on LinkedIn your insights, screenshots, and questions
#KiML2020 #KDD2020 #KnowledgeinfusedLearning
http://kiml2020.aiisc.ai/
3. WELCOME
3
This workshop focuses on Qualitative and Quantitative approaches to understanding
data in the social good sphere using prior knowledge, to address challenges like:
❏ Modeling human behavior during the crisis
❏ Developing models for extracting relevant information in the absence of ground truth
❏ Mining intrinsic features and relationships in clinical, healthcare, or crisis data
❏ Interpretability and Accountability of the model outcomes
4. 4
Organizers
Manas Gaur
@manasgaur90
AI Institute, UofSC
Alex Jaimes
@tinybigdata
Dataminr Inc
Fatma Özcan
IBM Research
Srinivasan
Parthasarathy
Ohio State
Sameena Shah
@sameenashah_AI
JP Morgan AI
Amit Sheth
@amit_p
AI Institute, UofSC
Biplav Srivastava
@biplav_s
AI Institute, UofSC
#KiML2020
5. Workshop Stats
46%
Full Papers: 3 Accepted: 2
5
Short Papers: 7 Accepted: 4
Position Papers: 3 Accepted: 1
Invited Papers: 1
#KiML2020
6. Workshop Schedule (EDT)
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11:00 AM Keynote 1: Dr. Manuela Veloso
11:35 AM Keynote 2: Dr. Sriraam Natarajan
12:10 PM
12:15 PM Paper Sessions
1:00 PM
1:05 PM Keynote 3: Dr. Jose Luis Ambite
1:40 PM Keynote 4: Dr. Pieter De Leenheer
2:15 PM
1:40 PM Paper Sessions
2:50 PM
#KiML2020
7. Dr. Manuela Veloso
❏ Head of J.P. Morgan AI Research & Herbert A. Simon
University Professor and Head of ML Department,
Carnegie Mellon University
❏ Past President of AAAI
❏ Research Focus:
❏ Financial Services
❏ Data Mining and Cryptography
❏ Robotics and Machine Learning
❏ Explainability and Human-AI Interaction
❏ Awards:
❏ Co-Founder, Trustee, and Past President of RoboCup
❏ Allen Newell Medal for Excellence in Research
❏ Einstein Chair of the Chinese Academy of Science
❏ Fellow of ACM, AAAS, AAAI and IEEE
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#KiML2020
8. Dr. Sriraam Natarajan
❏ Associate Professor & Director of the Center for ML at
The University of Texas at Dallas
❏ Research Focus:
❏ Artificial Intelligence
❏ Statistical Relational Learning
❏ Reinforcement Learning
❏ Graphical Models
❏ Biomedical Applications
❏ Awards:
❏ US Army Research Office: Young Investigator Award
❏ Amazon, Intel, Xerox, and Verisk Faculty Research
Award
❏ Co-Chair of SDM 2020 and Editorial Board Member of
JAIR and DAMI journals. 8
#KiML2020
12. Dr. Jose Luis Ambite
❏ Associate Research Professor, University of Southern
California
❏ Research Team Leader, Information Sciences Institute,
University of Southern California
❏ Research Focus:
❏ Information Integration
❏ Knowledge Representation, Semantic Web
❏ Scientific Workflows, Biomedical Data Science
❏ NIH-funded Projects:
❏ NIMH Repository and Genetics Resource
❏ SchizConnect
❏ Population Architecture using Genomics and
Epidemiology
❏ Education Resource Discovery Index 12
#KiML2020
13. Dr. Pieter De Leenheer
13
❏ Senior Research Fellow at Harvard Business School &
Adjunct Faculty at Columbia University
❏ Co-Founder of Collibra Inc.
❏ Research Focus
❏ Community-based Ontology Management
❏ Management Aspect of:
❏ Data Innovation
❏ Data Accountability
❏ Data Citizenship
❏ Advisor to European Commission and several
startups (such as Gluetech.com, Yesse.tech)
#KiML2020
15. WS : Paper Session 2 (EDT)
15
2:20 PM A New Delay Differential Equation Model for COVID-19
B Shayak, Mohit Manoj Sharma
2:30 PM Public Health Implications of a delay differential equation model for COVID19
Mohit Manoj Sharma and B Shayak
2:40 PM Depressive, Drug Abusive, or Informative: Knowledge-aware Study of News
Exposure during COVID-19 Outbreak
Amanuel Alambo, Manas Gaur and Krishnaprasad Thirunarayan
2:50 PM Q/A Session
#KiML2020
16. 16
Closing
❏ Papers online at :
https://aiisc.ai/KiML2020/acceptedpapers.html
❏ Proceedings online at:
https://aiisc.ai/KiML2020/Workshop_Proceedings.pdf
(the proceedings will be indexed with CEUR-WS)
❏ Connect with the authors and keynotes:
https://aiisc.ai/KiML2020/program.html
#KiML2020
17. 17
Program Committee❏ Nitin Agarwal (University of Arkansas)
❏ Amanuel Alambo (Wright State University)
❏ Shreyansh Bhatt (Amazon)
❏ Vasilis Efthymiou (IBM Research)
❏ Utkarshani Jaimini (AI Institute, University of South Carolina)
❏ Ugur Kurșuncu (AI Institute, University of South Carolina)
❏ Sarasi Lalithsena (IBM Watson)
❏ Chuan Lei (IBM Research)
❏ Quanzhi Li (Alibaba Group)
❏ Xiaomo Liu (S&P Global Ratings)
❏ Yong Liu (Outreach.io)
❏ Raghava Mutharaju (IIIT Delhi)
❏ Arindam Pal (Data61, CSIRO)
❏ Sujan Perera (Amazon)
❏ Hemant Purohit (George Mason University)
❏ Kaushik Roy (AI Institute, University of South Carolina)
❏ Valerie Shalin (Wright State University)
❏ Kai Shu (Arizona State University)
❏ Nikhita Vedula (Ohio State University)
❏ Ruwan Wickramarachchi (AI Institute, University of South Carolina)
❏ Ke Zhang (Dataminr Inc.)
❏ Jinjin Zhao (Amazon)
#KiML2020
18. Feedback to Organizer
❏ Manas Gaur (mgaur@email.sc.edu)
❏ Alejandro (Alex) Jaimes (ajaimes@dataminr.com)
❏ Fatma Özcan (fozcan@us.ibm.com)
❏ Srinivasan Parthasarathy (srini@cse.ohio-state.edu)
❏ Sameena Shah (sameena.shah@jpmchase.com)
❏ Amit Sheth (amit@sc.edu)
❏ Biplav Srivastava (biplav.s@sc.edu)
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#KiML2020