The International Conference on Intelligent Data Science Technologies and Applications (IDSTA2021)

November 15-16, 2021. Tartu, Estonia. Online Presentations!
https://www.ut.ee/en https://ieee.ee/

Full PROGRAM

Time Zone: EET (GMT+2)

Monday

15th November 2021

 

 

08:00 - 09:00

Registration

09:00 - 09:15

Opening & Welcome (Local host)

Prof. Jaak Vilo, Tartu University Estonia

09:15 - 10:00

Keynote speaker 1: Prof. Tarik Taleb, Aalto University, Finland

Chair: Feras M. Awaysheh

10:00 -11:30

IDSTA Session 1

Chair: Yousef Sharrab

·        Performance Comparison of Several Deep Learning-Based Object Detection Algorithms Utilizing Thermal Images

Yousef Sharrab, Sana’a Al-Shboul, Mohammad Alsmirat, Alaa Khalifah, Zyad Dwekat, Izzat Alsmadi, Ahmad Al-Khasawneh

·        Extreme learning machine with confidence interval based bias initialization

Audi Issa Mohammad Al-Btoush, Manuel Fernández-Delgado, Eva Cernadas, Senén Barro

·        Estimating Deforestation using Machine Learning Algorithms

Keanu Nichols, Patrick Hosein

·        Using Recurrent Neural Networks to approximate orientation with Accelerometers and Magnetometers

Akil Hosang, Nicholas Hosein, Patrick Hosein

11:30-12:00

Coffee Break

12:00 -13:00

IDSTA

Session 2

Chair: Feras M. Awaysheh

·        Toward Smart IoT for Apparel Retail Industry: Automatic Customer’s Body Measurements and Size Recommendation System using Computer Vision Techniques

Sherin Aly, Abdallah Abdallah, Sandra Sherif, Adel Atef, Rimon Adel, Mohammed Hatem

·        Hybrid Dynamic Scheduling of MapReduce and Spark Services Based on the Profit Model in the Cloud Computing Platform

Jing Hu

·        Clustering and Network Analysis for the Embedding Spaces of Sentences and Sub-Sentences

Yuan An, Alex Kalinowski, Jane Greenberg

 

13:00 - 14:00

LUNCH

14:00 -

15:30

IDSTA

Session 3

Chair: Bernard Jansen

·        SiloSolver: Algorithm for Aggregating Siloed Customer Segments in Facebook Ads Campaigns

Joni Salminen, Tommi Salenius, Bernard Jansen

·        Predicting Individual Actions from Aggregate User Behaviors

Bernard Jansen, Soon-Gyo Jung, Joni Salminen

·        Material and Cost estimation of a Customized Product based on the Customer's description

Kevin Baboolal, Patrick Hosein

·        Method for Analyzing Interactions in Pedagogical Environments Using Environmental Sound Analysis

Mitsuru Kawamoto, Akio Sashima

 

15:30 - 16:00

Coffee break

16:00-17:00

Industry Keynote. Dr Srijith Rajamohan, Sr. Developer Advocate, Databricks, USA

Chair: Feras M. Awaysheh

17:00 - 18:00

IDSTA

Session 4

Chair: Patrick Hosein

·        Marketing Channel Recommendations in Banking

Aqeel Mohammed, Karesia Ramlal, Patrick Hosein, Nigel Henry

·        A Decision Tree Approach to Customer Surveys

Rafael Guerrero, Navin Dookeram, Patrick Hosein

·        Hybrid scatter and ant search feature subset selection: applications in classification problems

Antonio J. Tallón-Ballesteros, Luís Correia, Simon Fong

Tuesday

16th November 2021

09:00 - 10:00

Keynote speaker 3: Prof. Helen Karatza, Aristotle University of Thessaloniki, Greece

Chair: Feras M. Awaysheh

10:00 -11:30

IDSTA Session 1

Chair: Anastasija Nikiforova

·        A Hybrid Deep Learning Model for Emotion Detection in Emotion-sensitive Robo-advisors

Wenda He, Raymond Y.K. Lau

·        Using Transfer Learning in Building Federated Learning Models on Edge Devices

Jordan Suzuki, Saba Lameh, Yasaman Amannejad

·        Exploring Ranked Local Selectors for Stable Explanations of ML Models

Johan Garcia, Topi Korhonen

·        Using Machine Learning for malware traffic prediction in IoT networks

Jayant Singh Bains, Hemanth Varma Kopanati, Rahul Goyal, Bhargav Krishna Savaram, Sergey Butakov

11:30-12:00

Coffee Break

12:00 -13:00

 

IDSTA

Session 2

 

 

 

Chair: Feras M. Awaysheh

·        ShoBeVODSDT: Shodan and Binary Edge based vulnerable open data sources detection tool or what Internet of Things Search Engines know about you

Anastasija Nikiforova, Artjoms Daskevics

·        Stakeholder-centred Identification of Data Quality Issues: Knowledge that Can Save Your Business

Anastasija Nikiforova, Natalija Kozmina

·        Towards a Learning-enabled Virtual Sensor Forensic Architecture Compliant with Edge Intelligence

Victor R. Kebande, Richard Adeyemi Ikuesan, Feras M. Awaysheh, Sadi Alawadi

 

13:00 - 14:00

LUNCH

14:00 -

15:30

IDSTA

Session 3

Chair: Feras M. Awaysheh

·        Arabic Question Answering System for Information Retrieval on large-scale Image Objects

Sawsan Al-Zubi, Feras M. Awaysheh, Bashar Awad Al-Shboul

·        Estimating tropical forest stand volume using Sentinel-2A image

Huong Thi Thanh Nguyen, Quynh Thi Nhu Chau, Dinh Duc Nguyen, Hoai Thi Cao, Hang Thi Phan, Bao Dinh Ho, Son The Ngo, Dan Quang Le, Anh Tuan Pham

·        Impact of Running Dynamic/Static Scans on the Performance of an App Running in a GKE Clusters

Malek Athamnah, Mohamed Fazil Hussain and Salwa Sayeedul Hasan

 

15:30 - 16:00

Coffee break

16:00-17:00

Keynote speacker2. Prof. Omer Rana, Cardiff University, UK

Chair: Feras M. Awaysheh

17:00 - 18:00

IDSTA

Session 4

 

Steering Committee meeting