Stationary and non-stationary models, seasonal time series, ARMA models: calculation of ACF, PACF, mean and ACF estimation. Barlett's formula, model estimation: Yule-Walker estimates, ML method. Identification techniques, diagnostic checking, forecasting, spectral analysis, the periodogram. Current software and applications.

Prerequisites: PSTAT 120A-B.

4

Units

Optional

Grading

1, 2, 3

Passtime

None

Level Limit

Letters and science

College
Unlocks PSTAT 277B PSTAT 277A
ICHIBA T
Tomoyuki Ichiba
3.7
17 reviews
AI predicted, based on past grading trends of the course and instructor, class info, and 127 other factors
GIRV 2123
T
14:00 PM - 14:50 PM
5 / 5 Full

ILP 3209
T
15:00 PM - 15:50 PM
5 / 5 Full

ILP 3107
T
16:00 PM - 16:50 PM
6 / 5 Full

ILP 3316
T
17:00 PM - 17:50 PM
5 / 5 Full

ILP 3211
W
12:00 PM - 12:50 PM
1 / 0 Full

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Winter 2025 . Ichiba T
CHEM 1171
T R
11:00 AM - 12:15 PM
Winter 2026 . Ichiba T
PSYCH1924
M W
12:30 PM - 13:45 PM
See All
PSTAT 274 Ichiba T Winter 2025 Total: 5
PSTAT 274 Ichiba T Spring 2024 Total: 16
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17
3.7
PSTAT160A . Ichiba T A Month Ago

Boring lectures, hard exams, learn nothing from this course

0 helpful 0 unhelpful
PSTAT-213A . Ichiba T 1 Year, 6 Days Ago

[Fall 2024] 213A with Ichiba was a fine class, though I wish he did a better job at motivating the topics. He speaks softly which made it difficult to hear. Notwithstanding, his lectures were very clear and he was very kind. His exams were easy and straightforward, giving us a ton of leeway. He often gave good hints for homework, though not always.

0 helpful 0 unhelpful
PSTAT174 . Ichiba T 2 Years Ago

Professor Ichiba is very organized, grading criteria is very clear, and Final was a project instead of a test. This class was challenging but all the work was doable. His lectures sadly are very boring and you don't necessarily need to attend class as it's all posted online. He clearly is a very intelligent guy.

0 helpful 0 unhelpful
PSTAT8 . Ichiba T 2 Years Ago

Really accommodating and helpful

0 helpful 0 unhelpful
PSTAT8 . Ichiba T 3 Years Ago

He's nice and willing to help, and accessible outside class. As a person, I'd rate him as a 5. Not sure if it's because he's filling in for another prof, but the class itself sucks. Lectures are vague, and the exams, homework, and section problems are all completely different. Also, the grading criteria is terrible and unclear. overall not very fun

0 helpful 0 unhelpful
PSTAT8 . Ichiba T 3 Years Ago

One of the most patient and caring professors I've had. Accommodated my disability wonderfully and was very helpful when I was struggling to absorb all the material. Provides HW solutions to help us out, which was a godsend for the final -- final was basically HW and lecture problems but slightly different. Glad he's the head of the dept now.

1 helpful 0 unhelpful
See all 17 reviews
PSTAT 231
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Introduction to Statistical Machine Learning
Katie Coburn 3.1
T R
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Baracaldo Lan
M W
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Guo Yu 2.8
M W
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Alexander Shkolnik 3.7
F
11:00 AM - 12:50 PM
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Research Seminars in Probability and Statistics
Guo Yu 2.8 Gareth Peters 3.6
M W
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PSTAT 276
6 / 5 Full
ADVANCED MATHEMATICAL FINANCE
Hal Pedersen 2.1
M W
12:30 PM - 13:45 PM