Fall 2017

Data Science Seminar

Lecturers: Mourad Khayati

Teaching language: English

Level: MSc students

Academic year: Fall 2017

Overview

Structure

Evaluation and Expectations

Schedule

List of Papers

Paper Assignment


Overview

The seminar on data science involves presentations that cover recent topics on data science. The area of this year’s seminar is social networks. In the scope of this seminar, we will investigate papers that describe algorithms and techniques to perform data analysis (community detection, information retrieval, recommendation, etc.) on social networks.


Structure

The goal for the students is to learn how to critically read and study research papers, how to describe  a paper in a report, and how to present it in a seminar. Under supervision, students will select one paper to study, contrast and compare with related work. This seminar aims to help students to gather in-depth knowledge of an advanced topic and develop the skills required to describe a complex problem from the predictive analytics area in the form of both a presentation and a written report.

IMPORTANT NOTE: The papers will be distributed on a first come first serve basis.


Evaluation and Expectations

The final grade depends on the quality of the report, presentation, reproducibility experiments (if any) and active participation during the seminar. Each participant prepares a self contained report of max 10 pages and gives a presentation of 20 minutes. The report should describe in detail the proposed technique(s). The report might contain a small running example, counter example(s) and should explore the extreme cases where the proposed approach would perform best and worst. The reproducibility experiments consists on running the available code of the proposed system and making a 5 min demo about it.

Advices on how to:

IMPORTANT NOTE: Attendance is mandatory for the two class seminar sessions. The total number of participants will be limited to 10.


Schedule

Kickoff Meeting. Date: Tue, 26.09.2017, 14:15-16:00, room: A303
Setup and organization of seminar, and paper assignment

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Date: Wed, 1.11.2017
Report deadline
Batch1

Date: Wed, 8.11.2017, all day
Office meeting with students from
Batch1

First Seminar Session. Date: Wed, 15.11.2017, 09:15-13:00, room: A303

Presentations of Batch1

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Date: Tue, 29.11.2017
Report deadline of
Batch2

Date: Wed, 6.12.2017, all day
Office meeting with students from
Batch2

Second Seminar Session. Date: Wed, 13.12.2017, 09:15-14.00, room: A303

Presentations of Batch2

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Date: Wed, 10.01.2018
Deadline final Report of
Batch1 and Batch2


List of papers

Paper

Presentation Date

Presenter Name

First report Deadline

PRED: Periodic Region Detection for Mobility Modeling of Social Media Users, WSDM'17

13.12.2017

Antonios Chaidaris

29.11.2017

Location Influence in Location-based Social Networks, WSDM'17

13.12.2017

Jamal Zakaria

29.11.2017

Temporal Influence Blocking: Minimizing the Effect of Misinformation in Social Networks, ICDE'17

15.11.2017

Syka Egzon

1.11.2017

Most Influential Community Search over Large Social Networks, ICDE'17

13.12.2017

Taha Karabacakoglu

29.11.2017

The Co-Evolution Model for Social Network Evolving and Opinion Migration, KDD'17

15.11.2017

Tofunmi Ajayi

1.11.2017

Unsupervised Feature Selection in Signed Social Networks, KDD'17

13.12.2017

Fisnik Mengjiqi

29.11.2017

Context-Aware Advertisement Recommendation for High-Speed Social News Feeding, ICDE'16

13.12.2017

Mohammad Altahan

29.11.2017

Beyond Sigmoids: The NetTide Model for Social Network Growth, and Its Applications, KDD'16 (+ Reproducibility)

15.11.2017

Noé Zufferey

1.11.2017

Mining Graphlet Counts in Online Social Networks, ICDM'16 (+ Reproducibility)

13.12.2017

Ioannis Glampedakis

29.11.2017