MS-C1620 - Statistical Inference, 11.01.2021-14.04.2021

Topic outline

• Lectures
  The course lectures are on Thursdays at 8.15-10.00 online via this Zoom link. We will also try to record the lectures so you can watch them afterwards.
  

  
  

  In column "Planned topic", you find the slides for the planned lecture. Actual lectures may run faster or slower. If the actual lectures are lagging behind, you may want to read the slides on your own, for example, if you need tools for the exercises. Until updated, slides from previous year are available here.
  

  
  

  Lecture plan

  Lecture	Day	Planned topic, slides	Note	Lecture slides updated	Example code
  L1	14.1.	Descriptive statistics	recording, Q&A	14.1.	L1 code
  L2	21.1.	Confidence intervals and hypothesis testing	recording, Q&A	21.1.	L2 code
  L3	28.1.	Non-parametric tests	recording, Q&A	28.1.	L3 code
  L4	4.2.	Inference for binary data	recording,	4.2.	L4 code
  L5	11.2.	Distribution tests	recording,	11.2.	L5 code
  L6	18.2.	Correlation and dependence	recording,	18.2.	L6 code
  L7	4.3.	Linear regression I	recording, Q&A	4.3.	L7 code
  L8	11.3.	Guest: Paavo Raittinen / A Randomized Clinical Trial + Kernel regression	recording (2nd part only)	11.3.	L8 code
  L9	18.3.	Linear regression II	recording, Q&A	18.3.	L9 code + Matlab demo
  L10	25.3.	Linear regression III, Model complexity and Cross validation	recording, Q&A	25.3.	L10 code
  L11	1.4.	ANOVA	recording, Q&A	1.4.	L11 code (updated)
  L12	8.4.	Group work: Reflection on all lectures	recording (need Aalto login to watch), Miro board	8.4.

  
  

  
  

  • Select activity Descriptive statistics

    

    Descriptive statistics File PDF
  • Select activity Confidence intervals and hypothesis testing

    

    Confidence intervals and hypothesis testing File PDF
  • Select activity parametric CI example

    

    parametric CI example File PDF
  • Select activity Non-parametric tests

    

    Non-parametric tests File PDF
  • Select activity Inference for binary data

    

    Inference for binary data File PDF
  • Select activity Distribution tests

    

    Distribution tests File PDF
  • Select activity Correlation and dependence

    

    Correlation and dependence File PDF
  • Select activity Linear regression I

    

    Linear regression I File PDF
  • Select activity Linear regression II

    

    Linear regression II File PDF
  • Select activity Linear regression III

    

    Linear regression III File PDF
  • Select activity ANOVA

    

    ANOVA File PDF
  • Select activity L1 code

    

    L1 code File R
  • Select activity L3 code

    

    L3 code File R
  • Select activity L2 code

    

    L2 code File R
  • Select activity L4 code

    

    L4 code File R
  • Select activity L5 code

    

    L5 code File R
  • Select activity L6 code

    

    L6 code File R
  • Select activity L7 code

    

    L7 code File R
  • Select activity L8 code

    

    L8 code File R
  • Select activity L9 code

    

    L9 code File R
  • Select activity L10 code

    

    L10 code File R
  • Select activity L11 code

    

    L11 code File R
  • Select activity L12 code

    

    L12 code File R