### Office Support Schedule

Office hours before second exam to be released soon
NEW Prof. Cláudia Antunes = Exams Season

• [new] second season: Alameda: 25th January at 11:00 @ Informática building II, office 1
• [new] second season: Tagus: 25th January at 09:00 @ room 2N3.15
Prof. Rui Henriques = Exams season
• Alameda: 7th and 11th January at 11:00 @ Informática building III, room 0.09
• Tagus: 7th and 11th January at 14:30 @ office 2N1.25
• [new] second season: Alameda 22nd January at 11:00 @ Informática building III, room 0.09
• [new] second season: Tagus 23rd January at 11:00 @ office 2N1.25

### Exercises

• NEW Exercises Book Part I by Cláudia Antunes and Rui Henriques
• NEW Exercises Book Part II v4 by Rui and Cláudia Antunes (stable version uploaded 24/12)
• Changes in version 5 (Book Part II v5 uploaded 7/Jan)
• FSelection 2.1:(5), Clustering 2.1:(3), Regression 1.2:(1),
• Biclustering 4:(2) and x8=<0,1,2,0.5>, Forecasting 1:(3), 3:(4)
• Important note on temporal data mining question 1
• distance matrix using traditional DTW (the one required for exam) is [[0,22,3,11],[22,0,11,8],[3,11,0,9],[11,8,9,0]]
• the R-variant of DTW (not required for exam) was considered here, to answer 1.1 and 1.2 assume distance matrix to be [[0,8,3,5],[8,0,5,6],[3,5,0,5],[5,6,5,0]] (where [[d(x1,x1),d(x1,x2)...]...])
• Answer key for version 4:
• FSelection: 1.1:(2), 1.2:(4), 2.1:the incorrect is (5), 2.2:(2&4), 3.1:(3), 3.2:(1&3&4)
• Clustering: 1.1:(4), 1.2:(2), 1.3:(2), 2.1:(1&3), 2.2:(3), 3:(3)
• PCA: 1:(2), 2:(3), 3:(4), 4:(4)
• Regression: 1.1.b:(3), 1.2:(1&3), 1.3:(6), 2.1:(3), 2.2:(3), 3:(4)
• Biclustering: 1:(4), 2:(3&4&5&7), 3:(3), 4:(1&2) and x8=<0,1,2,0.5>
• Sequential pattern mining: 1:(2), 2:(3)
• Time series forecasting: 1:(2&3), 2:(5), 3:(1&4)
• Time series representations: 1.1:(3&4), 1.2:(5), 1.3(4), 2.1:(4), 3:(1&2&4)
• Temporal data mining: 1.1:(1&3), 1.2:(2), 2.1:(3), 2.2:(all)

## Exam preparation

• T12 - slides 4,12-36,38-69,72,80,84-95,101-103,109-111
• T13 - slides 4-31,38-39
• T14 - slides 5-25,29-34,43-44
• T17 - slides 4-29,34-49
• T18 - slides 4-36,47-53
• T19 - slides 3-21,31-28,42,44,46,51-53,57-58,61,64,66,69,72,76,83-85
• T20a - slides 3-5,8-32
• T20b - slides 3-10,16-21,23-29,31,33
• T21 - slides 4-18,20-35,37,38,40,48-51
• T22 - slides 3-13,15,20,22
• T23 - slides 10,46,62,98,103
• T24 - slides 4,8-10,18,21-23,25,34,54,63,66-67,71-72
• T25 - slides 5,7,11-14,20,22
• Remaining lectures: full PPT as study reference
• Final exam will not ask for definitions or a memory-based listing of slide contents