Time Series Feature Mining and Creation
TSFM : TSFM51
In this course, you learn about data exploration, feature creation, and feature selection for time sequences. The topics discussed include binning, smoothing, transformations, and data set operations for time series, spectral analysis, singular spectrum analysis, distance measures, and motif analysis.
Learn How To
- Create time series data from transactional or timestamped data.
- Decompose time series into components of systematic variation.
- Perform spectral analysis to identify cycles in the data.
- Perform a singular spectrum analysis to identify cycles and trend components of the data.
- Calculate distance measures between series to mitigate collinearity and rank-order features.
- Perform a motif analysis to identify repeating sub-sequences in series.
Who Should Attend
Analysts with a quantitative background as well as domain experts who would like to augment their time series toolbox
Prerequisites
Before taking this course, you should be comfortable with basic statistical concepts. You can gain this experience by completing the Statistics 1: Introduction to ANOVA, Regression, and Logistic Regression course. Familiarity with matrices and principal component analysis is also helpful but not required.
SAS Products Covered
SAS/ETS;SAS Visual Forecasting;SAS Studio
Course Outline
Time Series Basics
- Time series basics.
- Accumulation, exploration, and binning.
- Signal.
- Sequence distance basics.
- Symbolic representation of sequences.
- Spectral analysis basics.
- The periodogram and spectral density.
- Singular spectrum analysis.
- Motif analysis basics.
Live Class Schedule
Duration: 14 hours
Step into our live classes and experience a dynamic learning environment where you can ask questions, share ideas, and connect with your instructor and classmates. With on-demand lab hours, you can explore the material at your own pace. Our globally acclaimed instructors will motivate you to think bigger, so you can take what you've learned and achieve your biggest goals.
This course isn't publicly scheduled, but private training and mentoring may be available. Contact us to explore options.
Private Training
Get training tailored specifically for your team, led by expert SAS instructors. Choose from virtual sessions, or training at your location (or ours). Perfect for teams seeking a customized curriculum and plenty of interaction with a SAS specialist. We'll schedule it at a time that works for you.
Mentoring Services
Take your training to the next level with personalized mentoring. While private training offers structured coursework, mentoring provides hands-on, real-time support from a subject matter expert. As you work with your own data, you'll receive expert guidance to help you uncover insights, unlock the full potential of your data, and make faster progress. Perfect for those looking to apply what they’ve learned and see quicker results.