During this workshop, Dr. Savvas Zannettou will present us with two innovative methodologies.
During the first part of the workshop: Dr. Zannettou will cover innovative ways to measure how information spreads across time, events, and web communities and how these web entities influence one another. He will demonstrate how he has applied Hawkes processes to study how news, memes and hate speech spreads across web communities. By modeling the excitation between events, Hawkes processes, class of stochastic processes that are commonly used to model the arrival times of events in a given time period can help identify patterns of influence within a web community. This information can be used to detect influential users and communities, as well as to predict the likelihood of future events. Hawkes processes provide a powerful tool for modeling the complex dynamics across different entities and detecting patterns of influence among them across various social phenomena that involve the occurrence of events over time. By modeling the influence and interaction between individuals, groups, platforms, etc., researchers can gain new insights into the mechanisms driving social behavior and develop targeted interventions to promote positive social outcomes.
During the second part of the workshop: Dr. Zannettou will cover state-of-the-art approaches to analyzing multimodal data, in particular AI models that leverage the contrastive learning paradigm. These AI models allow us to assess the similarity of content across text and images, as well as extract semantic relationships on content irrespective of the content’s modality. Taken altogether, these methods can assist in making more comprehensive evaluations of how information spreads online and identify patterns of influence, irrespectively of the modality of the information (i.e., a piece of content that shares the same information in text and images).
Location: REC C10.20, Roeterseiland Campus
Time: 12:00 - 18:00
Note: If you are unable to attend the entire workshop, you are more than welcome to join only Part 1 or Part 2. Should you be too busy to attend either of these two parts, but you are eager to discuss these topics, you are also welcome to join the concluding drinks and networking session. You can indicate the extent of your participation via the link below.
| Time | Programme |
| 12:00 - 12:15 | Walk-ins & coffee |
| 12:15 - 12:30 | Round of introductions |
| 12:30 - 13:30 | Lunch & networking |
| 13:30 - 14:30 | Workshop part 1 – Hawkes processes |
| 14:30 - 15:00 | Q&A + finding synergies across disciplines |
| 15:00 - 15:15 | Short coffee break |
| 15:15 - 16:15 | Workshop part 2 – Analyzing multimodal data |
| 16:15 - 16:45 | Q&A + finding synergies across disciplines |
| 16:45 - 18:00 |
Drinks and networking |
Questions about the workshop? Email Mónika Simon at m.simon@uva.nl.