title: Text Mining the Great Unread 2017
place: Interacting Minds Centre, Aarhus University
time: July 24 - August 11, 2017, 9 AM to 3(5) PM.
instructors: Kristoffer L. Nielbo
contact: [email protected]Week 1 introduces the core functionality of Python in relation to unstructured and text heavy data
| Week1 | Time | Episode | Reference |
|---|---|---|---|
| DAY1, July 24 | 09:00-12:00 | Text analytics | Fayyad 1996 |
| 13:00-14:00 | Computer Checkup | ||
| 14:00-15:00 | Text Mining for Poets | ||
| DAY2, July 25 | 09:00-12:00 | Programming w. Python | ABSP, chp 1-7 |
| 13:00-15:00 | Programming w. Python | ABSP, chp 1-7 | |
| 15:00-16:00 | Project Session | ||
| DAY3, July 26 | 09:00-12:00 | Plain Text | NLPP, chp. 3 |
| 13:00-15:00 | Plain Text | NLPP, chp. 3 | |
| DAY4, July 27 | 09:00-12:00 | Data Cleaning | |
| 13:00-15:00 | Word Frequencies | ||
| DAY5, July 28 | 09:00-12:00 | Visualization+ | |
| 13:00-15:00 | Project Session |
Week 2 explains multiple machine learning approaches to acquiring knowledge from large collections of text data
| Week2 | Time | Episode | Reference |
|---|---|---|---|
| DAY6, July 31 | 10:00-12:00 | Sentiment Analysis | Reagan 2016++ |
| 13:00-14:00 | Sentiment Analysis | ||
| 14:00-17:00 | Group Session | ||
| DAY7, August 1 | 09:00-12:00 | Machine Learning+ | |
| 13:00-15:00 | Classification | Underwood 2016 | |
| 15:00-17:00 | Group Session | ||
| DAY8, August 2 | 09:00-12:00 | Clustering | Jockers 2010 |
| 13:00-15:00 | Latent Variable Models | Blei 2012 | |
| 15:00-17:00 | Group Session | ||
| DAY9, August 3 | 09:00-12:00 | FutureTDM+ | |
| 13:00-15:00 | Library Session+ | ||
| 15:00-17:00 | Group Session | ||
| DAY0, August 4 | 09:00-12:00 | Project session | |
| 13:00-15:00 | Project Session |
+: Guest lectures
++: Reagan 2016 HERE