IJCRS 2024 Conference Program
Friday, May 17 - Rough Set School and Tutorials
Remote participation through Zoom (for all sessions):
https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
9:00 – 10:30

Passcode: 346099

Part 1• Rough sets: History and what next
By Dr. Andrzej Skowron, Dr. Dominik Ślęzak•Fuzzy orthopartitions as models dealing with vague and uncertain information
By Dr. Stefania BoFa

Chairs: Dr. Dominik Ślęzak, Dr. Zaineb Chelly Dagdia
Location: MCDA suite (S126)10:30 – 11:00

Break (snack, beverages provided)

11:00 – 12:30

Part 2• Near sets with application on Hilbert envelope proximities in modulated irregularmotion waveforms in infrared video frames
By Dr. James Peters•

The art, science, and application of three-way decision
By Dr. Yiyu Yao

Chairs: Dr. Dominik Ślęzak, Dr. Piotr Artiemjew
Location: MCDA suite (S126)
12:30 – 13:30

Break for lunch (lunch not provided)

13:30 – 15:00

Part 3• Rough set theory in AI and data science
By Dr. Usman Qamar•

QMAK (open platform for interaction with machine learning models andvisualization of classiﬁcation processes)
By Dr. Arkadiusz Wojna

Chairs: Dr. Aleksandra Szpakowska, Dr. Piotr Artiemjew
Location: MCDA suite (S126)

Saturday, May 18
Remote participation through Zoom••

For all sessions at MCDA suite (S126):
https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
For all sessions at S345:
https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1Meeting ID: 899 9684 0792
Passcode: 179848

8:00 – 12:00

Registration
Location: MCDA suite (S126)

8:00 – 9:00

Break (snack, beverages, coaee provided)
Location: MCDA suite (S126)

9:00 – 10:15

Data Mining Competition Presentation
Chair: Dr. Yasushi Akiyama
Location: MCDA suite (S126)(Please see the presentation details after the campus map.)

10:15 – 10:30

Break (snack, beverages provided)
Location: MCDA suite (S126)

10:30 - 11:15

IRSS President Forum Talk
Speaker: Dr. Duoqian Miao
Chair: Dr. JingTao Yao

Location: MCDA suite (S126)

11:30 – 13:00

Session 1A
Workshop – Three-Way Decision (Part 1/3)
Location: MCDA suite (S126)

13:00 – 14:00

Lunch and Data Mining Competition Award Announcement
Location: MCDA suite (S126)

14:00 – 14:45

IRSS President Forum Talk
Speakers: Dr. Wojciech Ziarko
Chair: Dr. Chris Cornelis

Location: MCDA suite (S126)

14:45 – 15:00

Break (snack, beverages, coaee provided)
Location: MCDA suite (S126)

15:00 – 17:00

Session 2A
Workshop – Three-Way Decision (Part 2/3)
Location: MCDA suite (S126)

18:00 – 21:00

Dinner - Reception
Location: Alexander Keith Brewery

Session 1B
Main Track – Granular Computing
Location: S345

Session 2B
Main Track - Rule Induction and Machine
Learning (Part 1/2)
Location: S345

Sunday, May 19
Remote participation through Zoom••

For all sessions at MCDA suite (S126):
https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
For all sessions at S345:
https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1
Meeting ID: 899 9684 0792
Passcode: 179848

9:00 – 12:00

Registration
Location: MCDA suite (S126)

9:00 – 10:30

Keynote Talk
Speakers: Dr. Jaroslaw Was , Dr. Jesus Medina
Chair: Dr. Dominik Ślęzak
Location: MCDA suite (S126)

10:30 – 12:30

Session 3A
Workshop – Three-Way Decision(Part 3/3)
Location: MCDA suite (S126)

12:30 – 13:30

Lunch and IRSS Meeting
Location: MCDA suite (S126)

13:30 – 15:00

Keynote Talk
Speakers: Dr. Lipika Dey , Dr. Ryszard Janicki
Chair: Dr. JingTao Yao
Location: MCDA suite (S126)

15:00 – 15:30

Break (snack, beverages, coaee provided)
Location: MCDA suite (S126)

15:30 – 18:00

Session 4A
Workshop - Deep Learning andSoft Computing
Location: MCDA suite (S126)

18:00 – 21:00

Dinner - Banquette
Location: Black Sheep

Session 3B
Main Track - Rule Induction and Machine Learning(Part 2/2)
Location: S345

Session 4B
Special Session – AI and Machine Learning
Location: S345

Monday, May 20
Remote participation through Zoom (for all sessions):
https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577

Passcode: 346099

9:00 – 10:30

Keynote Talk
Speakers: Dr. Jimmy Huang , Dr. Eric Matson
Chair: Dr. Yiyu Yao
Location: MCDA suite (S126)

10:30 – 12:30

Session 5
Main Track – Applications
Location: MCDA suite (S126)

12:30 -Other Activities

TBA in the morning of the day.
Tickets are required for participation. Please get your tickets in the morning of the day.

Saint Mary’s University Campus Map

Data Mining Competition Presentation: Saturday, May 18, 9:00-10:15Chair: Dr. Yasushi Akiyama
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
Team: Bao Beining, Cui Xiangen, Dai Yihong, Shao Shuangrun, Zhao Bingxi
From: Beijing Jiaotong Univesity (Weihai)
Team: Pallavi Kumari, Akshita Singhal, Yashwanth Balaji Krishnamurthy, Md Akmam Ul Haque, Nitin
Chitharanjan
From: Saint Mary’s University
Team: Rakshit Gupta, Raoof Naushad, Tejasvi Bhutiyal, Vrushali Prajapati
From: Saint Mary’s University
Team: Sameer Patel, Kritika Koirala, Neeyati Mehta, Jerry Caleb, Zaid Shaikh
From: Saint Mary’s University
Team: Rishabh Khevaria, Sivleen Kaur, Aditya Chaudhari, Jeeten Jain
From: Saint Mary’s University
Session 1A: Saturday, May 18, 11:30-13:00
Workshop on Uncertainty, Three-way Decision, and Explainable Artiﬁcial Intelligence (Part 1/3)
Chair: Dr. Jimmy Huang
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
Uncertainty Strategy for Satellite Video Object Tracking via Correlation Filter
Ziye Wang, Duoqian Miao
Result-fusion-based Temporal-spatial Composite Sequential Three-way Decisions
Yi Xu, Qisheng Zhu, Zhengyue Pan, Ziheng Qiu, Xiaojun Sun
Suggestions on the Use of Three-way Decision in Machine Learning
Federico Cabitza, Andrea Campagner, Davide Ciucci
Sequential Three-way Detection Method of Hybrid Concept DriftRuihua Wang, Jianfeng Xu, Hong Rao
Session 1B: Saturday, May 18, 11:30-13:00
Main Track – Granular Computing
Chair: Dr. Ryszard Janicki
Location: S345
Link: https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1
Meeting ID: 899 9684 0792
Passcode: 179848
Information System in the Light of Interactive Granular Computing
Soma Dutta, Andrzej Skowron
A Vector Is a Granule: A Novel Extension of the Variable Precision Rough Set Model
Hajime Okawa, Yasuo Kudo, Tetsuya Murai
GBTWSVM: Granular-ball Twin Support Vector Machine
Lixi Zhao, Guangming Lang
Fuzzy Granular-balls based Spectral Clustering
Yueyang Li, Guangming Lang

Session 2A: Saturday, May 18, 15:00-17:00
Workshop on Uncertainty, Three-way Decision, and Explainable Artiﬁcial Intelligence (Part 2/3)
Chair: Dr. Mengjun Hu
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
Approximate Criterion Reduction in Multi-Criteria Trilevel Ranking Analysis
Chengjun Shi, Mengjun Hu, Qiaoyi Li, Yiyu Yao
Three-way Hybrid Sampling using Granular Balls for Imbalanced Classiﬁcation
Qin Xie, Qinghua Zhang, Nanfang Luo, Guoyin Wang
Three-way Bibliometrics Analytics for Supporting Literature Review
Langwangqing Suo, Hai-Long Yang, Yiyu Yao
Identifying Important Concepts in the Concept Lattice based on Concept Indices and Complex NetworkAnalysis
Kuo Pang, Zhen Wang, Li Zou, Mingyu Lu
A Machine-People-Government Triangular Model of Smart Agriculture
Chuanlei Zhang, Yiyu Yao
Three-way Decision of Granular-ball Rough Sets based on Fuzziness
Zhuangzhuang Liu, Taihua Xu, Jie Yang
Session 2B: Saturday, May 18, 15:00-17:00
Main Track – Rule Induction and Machine Learning (Part 1/2)
Chair: Dr. Ryszard Janicki
Location: S345
Link: https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1
Meeting ID: 899 9684 0792
Passcode: 179848
Greedy Algorithm for Construction of Deterministic Decision Trees for Conventional Decision Tables from
Closed Classes
Azimkhon Ostonov, Mikhail Moshkov
Consideration of Detecting Data and Functional Dependency in Tabular Data with Missing Values by theObtained Rules
Hiroshi Sakai, Michinori Nakata, Dominik Ślęzak, Junzo Watada
Dealing with Missing Values Meaning Unknown in Probabilistic Approximations
Michinori Nakata, Hiroshi Sakai, Takeshi Fujiwara
Attribute Ranking Method Based on Conditional Comparison Matrices
Bich Khue Vo, Hung Son Nguyen
RIONIDA: A Novel Algorithm for Imbalanced Data Combining Instance-Based Learning and Rule Induction
Grzegorz Góra, Andrzej Skowron
Simulating Functioning of Decision Trees for Tasks on Decision Rule Systems
Kerven Durdymyradov, Mikhail Moshkov

Session 3A: Sunday, May 19, 10:30-12:30
Workshop on Uncertainty, Three-way Decision, and Explainable Artiﬁcial Intelligence (Part 3/3)
Chair: Dr. Yiyu Yao
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
Three-way Cost-Performance Approximate Attribute Reduction
Jialin Hou, Yiyu Yao
The Visual Analysis of Three-way Decision based on Decision-theoretic Rough Set: A Perspective of Fusing
Two-way Decision PairJing Tu, Hong Rao, Jianfeng Xu, Duoqian Miao, Yuanjian ZhangGranular Approximations of Partially-Known Concepts
Qiaoyi Li, Chengjun Shi, Han Yang, Yiyu Yao
Triangular Fuzzy Number Intuitionistic Fuzzy Covering Rough Sets and Applications to Decision Making
Zhongling Bai, Jiang Chen, Xianyong Zhang
Three-way Conﬂict Analysis with Negative Feedback
Yucong Yan, Xiaonan Li
A New Three-way Conﬂict Analysis Model Based on Decision-Theoretic Rough Set Theory
Ping Liu, Guangming Lang

Session 3B: Sunday, May 19, 10:30-12:30
Main Track – Rule Induction and Machine Learning (Part 2/2)
Chair: Dr. Chris Cornelis
Location: S345Link: https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1
Meeting ID: 899 9684 0792
Passcode: 179848
Interfacing with a Machine Learning Framework to Detect Drug-Related Harms on Social Media
Andrew Fisher, Vijay Mago
Privacy-Preserving Federated Learning: Insights and Perspectives
Ankit Chouhan, Jingtao Yao
On Complexity of Deterministic and Nondeterministic Decision Trees for Decision Tables with Many-valued
Decisions from Closed Classes
Azimkhon Ostonov, Mikhail Moshkov
Distance-Based Fuzzy-Rough Sets & Their Application To The Classiﬁcation Problem
Amrit Kumar, Niladri Chatterjee
Study of Dependency Degree and Bayesian Networks for Conﬂict Scenarios
Małgorzata Przybyła-Kasperek, Rafal Deja
Interactive Machine Learning and Data Labeling -- Can Rough Sets Help?
Dominik ŚlęzekSession 4A: Sunday, May 19, 15:30-18:00
Workshop on Applications of Deep Learning and Soft Computing
Chairs: Dr. Yasushi Akiyama
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099Aspect-Based Sentiment Analysis in the LLM Era
Nikita Neveditsin, Pawan Lingras, Vijay MagoLung Cancer Risk Prediction Model Trained with Multi-source Data
Shijie Sun, Hanyue Liu, Ye Wang, Hong Yu
Advancing ITS Applications with LLMs: A Survey on Tra\ic Management, Transportation Safety, andAutonomous Driving
Dingkai Zhang, Huanran Zheng, Wenjing Yue, Xiaoling Wang
Automated Brain Tumor Classiﬁcation with Deep Learning
Venkata Kandula, Yan Zhang
Clinical Medical Test Decision-making of Liver Disease using Granular-ball Rough Set
Fanxin Xu, Zuqiang Su, Guoyin Wang
Cross-domain Structural Damage Identiﬁcation based on Deep Domain Adaptation Algorithm
Hao Wang, Baoli Wang, Caixia Cui, Pengling Wang

Session 4B: Sunday, May 19, 15:30-18:00
Special Session on General Rough Set Perspectives on Foundations of AI and Machine Learning
Chair: Dr. Sheela Ramanna
Location: S345
Link: https://smu-ca.zoom.us/j/89996840792?pwd=8AZBV4EYjS7SByfsHIHCHop7a6GwTw.1
Meeting ID: 899 9684 0792
Passcode: 179848
On Tolerance-based Rough Set Operators and Their Covering Generalizations
Piotr Wasilewski, Dominik ŚlęzakRough Algebraic Semantics of Concepts in Distributed Cognition Perspective
Mani A
Mapper-Based Rough Sets
Mauricio Restrepo, Chris Cornelis
Representing Pedagogic Content Knowledge Through Rough Sets
Mani A
Description logic for rough concepts
Krishna Manoorkar, Andrea De Domenico, Alessandra Palmigiano
Parametrized γ-Decision Valuation for Variable Precision Rough Set Model
Soma Dutta, Dominik Ślęzak
Generalized Multi-adjoint Fuzzy Rough Set
Nicolas Madrid, Jesús Medina, Eloisa Ramírez Poussa

Session 5: Monday, May 20, 10:30-12:30
Main Track - Applications
Chairs: Dr. Eric Matson
Location: MCDA suite (S126)
Link: https://smu-ca.zoom.us/j/82668096577?pwd=5vpda6F86Ebxm2m426bRMnWHn6xwoi.1
Meeting ID: 826 6809 6577
Passcode: 346099
Cross-Weighting Knowledge Distillation for Object Detection
Zhaoyi Li, Zihao Li, Xiaodong Yue
Hyp-DAN: Hyperbolic Distance-aware Attention Networks
Fuchuan Xiang, Jianhang Tang, Shaobo Li, Guoyin Wang, Ji Xu
Multimodal Propaganda Detection in Memes with Tolerance-based Soft Computing Method
Siddharth Kelkar, Srinivasa Ravi, Sheela Ramanna, Anand MadasamyOptimizing Rough Set Flow Graph Inference
Jun Wang, Cory Butz
A Method of Multi-USV Reward Design Using Fuzzy ControlJianfeng Xiao, Qun Liu, Xin Huang