PJAIT: Knowledge Systems

Course: SWI [Knowledge Systems]
Location: Polish-Japanese Academy of Information Technology, Warsaw, Poland
Date: June 9-12, June 16, 2025
Time 17:30-19:00, 19:15-21:00
Location: A364 (June 9,10,12), A264 (June 11,16)

Topics to be covered in the course:

Data Analytics:
Classification Trees(PPT format)
Classification Trees(Video by my PhD student L. Powell)
Association Rules (PDF format)
Association Rules (Video by L. Powell)
Association Rules -Video Part 1
Association Rules -Video Part 2
LERS
Reducts and Data Discretization (PPT format)
Reducts, Data Discretization (Video by L. Powell)
Granular Computing, Video
Dempster-Shafer Theory Link
Sample Problems 1
Clustering (PPT format)
Clustering (Video by L. Powell)
Sample Problems 2 (Clustering)
Evaluation Methods (PDF format)
RSES, ORANGE , Orange Display, WEKA
Actionability, Action Rules, Meta Actions, Big Data:
Action Rules (PPT format), Video
Action Reducts (PDF Format)
Sample Problems 3
Lisp Miner, Good to know, Lisp Miner Manual
Mining Big Data for Action Rules
Quering Distributed Data
Recommender Systems
Content-Based Recommender Systems
Knowledge-Based Recommender Systems
Health Care Analytics:
SAS Project (PPT Format), Video
Procedure Graph
Fine Art Analytics
NSF Project (PPT Format), Video by L. Powell
Business Analytics
NPS Project (PPT Format),

Class Schedule:

June 9-12:
[17:30-19:00, 19:15-21:00] - Lectures
June 16:
17:30-19:00 [Review],
19:15-21:00 [Exam]

Final Exam with Solutions

Grading:

Grade A(5) - (91-100 points), Grade B(4) - (81-90 points), Grade C(3) - (65-80 points).