Overview
of
several text-based IE tasks including named
entity recognition, co-reference resolution, relation extraction as
well as image extraction
Linguistic
(Pre)Processing
(NLP)
Dependency
parsing
(NLP)
Information
Extraction
from Biomedical Texts and Images
Open
Information
Extraction at Web Scale
Automated
Question
Answering
Machine
Learning
in IE: integrating clustering and classification, precision/recall,
ROC, ANOVA
Multimedia
Information
Extraction
Multimedia
Knowledge
Capture in Ontologies and the Semantic Web
Social Multimedia Analysis and Opinion Mining
Applications
and Projects
Manning, Raghavan, Schütze: Introduction to Information Retrieval, Cambridge University Press, 2008
Iwanska,
Shapiro: Natural language Processing and Knowledge Representation,
AAAI Press, MIT Press, 2000
Dates | Topics | Sources | Exercise Sheets |
1. (April 25) | Introduction to (Multimedia) IE from an AI perspective | [slides1] |
|
2. (April 25) | Overview
of
several IE tasks including named entity
recognition, co-reference resolution, and relation extraction,
image extraction, video extraction |
[slides1] |
|
3. (May 2) |
Reading List, see How-to-Read-an-IE-Research-Paper | Reading List | [Exercise
Sheet
1] (due to May 15) |
4. (May 16) |
Linguistic (Pre)Processing (NLP) | [slides2] | |
5. (May 16) | Information
Extraction
from Biomedical Texts and Images Invited Lecture 1, UIMA @ SIEMENS, Abstract |
[Exercise Sheet 2] (due to May 29) | |
6. (May 23) | Constituency and Dependency parsing (NLP) | [slides3] | |
7. (May 23) | Multimedia Knowledge Capture in Ontologies and the Semantic Web, Multimedia Annotation and Authoring, Bridging the Semantic Gap | [Special Exercise] (critiques due to June 12) | |
8. (June 6) | Automated Question Answering, Open Information Extraction at Web Scale | [slides4] | |
9. (June 6) | Recitation / Examination: Form for Critiques | Form for Critiques | [Exercise Sheet 3] (due to June 19) |
10. (June 20) | Machine
Learning
in IE: integrating multimedia clustering and classification,
precision/recall, ROC, ANOVA |
[ML
Chapter] [Eval Chapter] [slides5] [slides5a] |
|
11. (June 20) | Multimedia Image and Affect /Activity Information Extraction, Special content-based techniques | [slides5b] | [Exercise Sheet 4] (due to July 10) |
12. (July 4) | Social
Multimedia Analysis and Opinion Mining, Crowdsourcing Invited Lecture 2, IBM Watson |
[slides6] | |
13. (July 4) | Applications
and Projects, e.g., Real-time information extraction (1) in
cyber-physical environments (CPE) and smart factories; and (2)
while reading a multimedia text using eye tracking |
[Exercise Sheet 5] (due to July 17) | |
14. (August 1) |
Final written examination, 13:00 - 14:30 in 42-110 |