NTNU IME IDI

TDT4173 Machine Learning and Case Based Reasoning

 
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    Time and Place

    Fridays 08:15–10:00, aud. F6

    Schedule

    The table below is preliminary and can be changed during the course. Some of the lectures may (in part) be used to go through exercises.

    NOTE! First lecture is on August 24th, 2012.

    Mitchell Ch 1+2 Week 34 (24/08-2012)
  • Course overview
  • Introduction to Machine Learning
  • Fundamentals
  •  
  • Handout #1 :
  • [ pdf ]
    Mitchell Ch 3, 5, 7 Week 35 (31/08-2012)
  • Decision Trees
  • Hypothesis testing
  • Computational Learning Theory
  •  
  • Handout #1 :
  • [ pdf ]
    Ensemble + SVM papers Week 36 (07/09-2012)
  • Ensemble methods
  • Support vector machines
  •  
  • Handout #1 :
  • [ pdf ]
     
  • Handout #2 :
  • [ pdf ]
     
  • Handout #3 :
  • [ pdf ]
     
  • Handout #4 :
  • [ zip ]
    Regression - Selected parts of book Week 37 (14/09-2012)
  • Link to PDF of book by Hastie et al. and list of chapters to read can be found here.
  • Regression methods
  • Regularisation
  • Splines
  •  
  • Handout #1 :
  • [ pdf ]
     
  • Handout #2 :
  • [ pdf ]
     
  • Handout #3 :
  • [ zip ]
    NO LECTURE Week 38 (21/09-2012)
  • No lecture this week.
  • Why not do the assignment instead?
  • Mitchell Ch 6 Week 39 (28/09-2012)
  • Bayesian methods
  • The EM algorithm
  •  
  • Handout #1 :
  • [ pdf ]
     
  • Handout #2 :
  • [ zip ]
    Collaborative filtering + CBR Intro Week 40 (05/10-2012)
  • Part 1: Recommender systems
  • Part 2: Start of CBR part. Lecturer: Anders Kofod-Petersen: Instance based learning, Case based reasoning
  •  
  • Handout #1 :
  • [ pdf ]
     
  • Handout #2 :
  • [ pdf ]
     
  • Handout #3 :
  • [ pdf ]
    NO LECTURE Week 41 (12/10-2012)
  • No lecture this week.
  • CBR Colloquium: General issues Week 42 (19/10-2012)
  • Student presentation and discussion
  • Retrieval, reuse, revision, and retention in case-based reasoning
  • A Taxonomy of Similarity Mechanisms for Case-Based Reasoning
  •  
  • Handout #1 :
  • [ pdf ]
    CBR Colloquium: Knowledge-intensive CBR Week 43 (26/10-2012)
  • Student presentation and discussion.
  • Knowledge-intensive case-based reasoning in Creek
  • A Declarative Similarity Framework for Knowledge Intensive CBR
  •  
  • Handout #1 :
  • [ pdf ]
    CBR Colloquium: Explanations Week 44 (02/11-2012)
  • Student presentation and discussion.
  • Creativity and learning in a case-based explainer
  • Explanation-driven case-based reasoning
  •  
  • Handout #1 :
  • [ pdf ]
    CBR Colloquium: Provenance and knowledge management Week 45 (09/11-2012)
  • Student presentation and discussion.
  • Case Provenance: The Value of Remembering Case Sources
  • Structural Case-Based Reasoning and Ontology-Based Knowledge Management: A Perfect Match?
  •  
  • Handout #1 :
  • [ pdf ]
    CBR Colloquium: CBR and Bayesian methods Week 46 (16/11-2012)
  • Student presentation and discussion.
  • Comparing Bayesian inference and case-based reasoning as support techniques in the diagnosis of Acute Bacterial Meningitis
  • Architectures Integrating Case-Based Reasoning and Bayesian Networks for Clinical Decision Support
  •  
  • Handout #1 :
  • [ pdf ]
    Summary lecture Week 47 (23/11-2012)
  • Run-through of last year's examination
  • Wrap-up of the curriculum
  • Question-time
  •  
  • Handout #1 :
  • [ pdf ]


    Editor: Head of department : Maria Letizia Jaccheri   Contact address: Helge Langseth   Page updated: