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#KiML2020 #KDD2020 #KnowledgeinfusedLearning
http://kiml2020.aiisc.ai/
2
2020:https://www.preventionweb.net/events/view/72107
?id=72107
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
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
Workshop Stats
46%
Full Papers: 3 Accepted: 2
5
Short Papers: 7 Accepted: 4
Position Papers: 3 Accepted: 1
Invited Papers: 1
#KiML2020
Workshop Schedule (EDT)
6
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
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
7
#KiML2020
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
Coffee Break!!
Tweet your impressions with
#KiML2020 #KDD2020 #KnowledgeinfusedLearning
#KiML2020
WS : Paper Session 1
10
12:15 PM Textual Evidence for the Perfunctoriness of Independent Medical Reviews
Adrian Brasoveanu, Megan Moodie and Rakshit Agrawal
12:30 PM Knowledge Intensive Learning of Generative Adversarial Networks
Devendra Dhami, Mayukh Das and Sriraam Natarajan
12:40 PM Cost Aware Feature Elicitation
Srijita Das, Rishabh Iyer and Sriraam Natarajan
12:50 PM Attention Realignment and Pseudo-Labelling for Interpretable Cross-Lingual
Classification of Crisis Tweets
Jitin Krishnan, Hemant Purohit, Huzefa Rangwala
#KiML2020
Coffee Break!!
Tweet your impressions with
#KiML2020 #KDD2020 #KnowledgeinfusedLearning
#KiML2020
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
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
Coffee Break!!
Tweet your impressions with
#KiML2020 #KDD2020 #KnowledgeinfusedLearning
#KiML2020
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
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
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
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)
18
#KiML2020
19
Thanks!Any questions?
#KiML2020

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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) 6 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 7 #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
  • 9. Coffee Break!! Tweet your impressions with #KiML2020 #KDD2020 #KnowledgeinfusedLearning #KiML2020
  • 10. WS : Paper Session 1 10 12:15 PM Textual Evidence for the Perfunctoriness of Independent Medical Reviews Adrian Brasoveanu, Megan Moodie and Rakshit Agrawal 12:30 PM Knowledge Intensive Learning of Generative Adversarial Networks Devendra Dhami, Mayukh Das and Sriraam Natarajan 12:40 PM Cost Aware Feature Elicitation Srijita Das, Rishabh Iyer and Sriraam Natarajan 12:50 PM Attention Realignment and Pseudo-Labelling for Interpretable Cross-Lingual Classification of Crisis Tweets Jitin Krishnan, Hemant Purohit, Huzefa Rangwala #KiML2020
  • 11. Coffee Break!! Tweet your impressions with #KiML2020 #KDD2020 #KnowledgeinfusedLearning #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
  • 14. Coffee Break!! Tweet your impressions with #KiML2020 #KDD2020 #KnowledgeinfusedLearning #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) 18 #KiML2020