Lifelong
Sequential Learning
Project 2:
Particle
Filtering Application with Mobile Behavior Lifelogs
- Simple dataset(Readme, PersonA,
PersonB, PersonC,
PersonD, PersonE),
Raw dataset(Readme, PersonA, PersonB, PersonC, PersonD, PersonE), Raw
log sample (text files)
- For this
project, 5 person’s mobilephone-based lifelogs are
provided.
- Specification
of columns is described in the link Readme above.
- Simple
dataset is just only for Not-computer-friendly students. It’s NOT
recommended. (scheduled to be uploaded on Nov. 7)
- You may do any kinds of preprocessing. You may share them in the
board.
- We’ve
found that PersonA’s companionscell is missing in PersonA_raw_dataset.
Here is PersonA_companionscell.
- Test dataset (full
version) (same spec. with raw
dataset, PersonA, PersonB, PersonC,
PersonE)
Test dataset (smartphone-sensor-only) (Readme,
PersonA, PersonB,
PersonC, PersonE)
- Smartphone-sensor-only
test dataset has been uploaded on Nov. 19. (For detail, please read
readme)
- Additionally,
overall test dataset including diary information will be opened on Nov.
21 ~ 22. Some instances can be removed in the process of attaching diary
information.
- Person D's test dataset
will be NOT available. To test his model, separate 3/4 early part for training set, 1/4 latter part for test set.
- Practices
- Student
Dave’s Tutorial (Oct, 29)
- Practice 2 (Oct, 31)
- Practice 3 (Nov, 5) / HMM_PF / PF for Hierarchical Variable-Duration HMM
- The
typo-fixed ppt is uploaded.
- Scr_PF_practice3.m
file and HMM_PF codes are uploaded. (Nov. 7) The previous zip files
included the old version.
- Some
bugs were found in scr_PF_practice3.m file. Thank 박준현 for reporting. The fixed one are uploaded. For detail, see
the board.
- For
your reference, ‘PF for Hiearchical Variable-Duration HMM’ codes are
uploaded. (Nov. 15). Good luck!
- Announcement for Project Meeting has posted on the bulletin board.
- Project
meeting schedule has posted on the bulletin
board.
- New Late Policy
- Even if you already submitted, you may resubmit your
work by Dec. 15th. The last submission will be evaluated as
your final score.
- (updated) -5 % per 1 day
- Maximum 12 days
o Text [4]
o Chs 2,3 & 7 in Text [1]
o Doucet, Arnaud and
Johansen, Adam M., A tutorial on particle filtering and smoothing: Fifteen
years later, Handbook of Nonlinear
Filtering, vol.12, pp.656-704, 2009.
This
page is maintained by Min-Oh Heo.
Last update: Dec. 5, 2013.