Innovative Research Design Solutions

We specialize in advanced data-driven research, integrating social media datasets to develop hybrid models that enhance community detection and information propagation.

A smartphone displays analytics data with graphs showing views, downloads, and likes. It is resting vertically on a white dock next to a small potted succulent plant. In the background, a large computer monitor is partially visible, along with a closed laptop and a white wireless earbud case.
A smartphone displays analytics data with graphs showing views, downloads, and likes. It is resting vertically on a white dock next to a small potted succulent plant. In the background, a large computer monitor is partially visible, along with a closed laptop and a white wireless earbud case.

Research

A man in a suit is speaking on stage with a large presentation slide behind him titled 'Keys to Social Media Success'. The slide lists several bullet points on successful social media strategies. The stage is lit with red and orange tones, and another part of the stage features striped panels emitting red light.
A man in a suit is speaking on stage with a large presentation slide behind him titled 'Keys to Social Media Success'. The slide lists several bullet points on successful social media strategies. The stage is lit with red and orange tones, and another part of the stage features striped panels emitting red light.
A workspace featuring a whiteboard with a social media content schedule, organized by day and platform, using sticky notes in varying colors. A wooden table holds an open laptop displaying a social media management application, alongside pens and small circular items.
A workspace featuring a whiteboard with a social media content schedule, organized by day and platform, using sticky notes in varying colors. A wooden table holds an open laptop displaying a social media management application, alongside pens and small circular items.
A collection of colorful cubes stacked together, each with the logo of a popular social media platform such as Twitter, Instagram, Facebook, and WhatsApp. The cubes are arranged in a way that they appear to be tumbling or piled up.
A collection of colorful cubes stacked together, each with the logo of a popular social media platform such as Twitter, Instagram, Facebook, and WhatsApp. The cubes are arranged in a way that they appear to be tumbling or piled up.
A 3D representation of a blue Twitter icon with a white bird logo, accompanied by a checkmark symbol, a 'Follow' button, and a 'Following' pill-shaped icon. The words '#hashtags' and '@alexbemore' are displayed in white text.
A 3D representation of a blue Twitter icon with a white bird logo, accompanied by a checkmark symbol, a 'Follow' button, and a 'Following' pill-shaped icon. The words '#hashtags' and '@alexbemore' are displayed in white text.
Two hands are holding a smartphone displaying a social media profile with follower and following statistics visible. The background includes part of a framed artwork and a decorative object nearby.
Two hands are holding a smartphone displaying a social media profile with follower and following statistics visible. The background includes part of a framed artwork and a decorative object nearby.
Two people stand in front of a whiteboard covered with colorful sticky notes. The notes are arranged into categories: 'User-Generated Content,' 'Engagement,' 'Event,' and 'Social Wall.' The individuals appear to be in discussion, with one holding a marker.
Two people stand in front of a whiteboard covered with colorful sticky notes. The notes are arranged into categories: 'User-Generated Content,' 'Engagement,' 'Event,' and 'Social Wall.' The individuals appear to be in discussion, with one holding a marker.

Innovative models for social media data analysis and interpretation.

Research Design

Integrating datasets to analyze higher-order social media interactions.

Block letters spelling 'SOCIAL MEDIA' arranged on a dark textured background.
Block letters spelling 'SOCIAL MEDIA' arranged on a dark textured background.
Model Architecture

Hybrid models for capturing network topology and semantic information.

A person holds a smartphone that displays a website in French offering a simple and effective solution for managing social networks. The smartphone screen shows vibrant colors including purple and red text, and the background features green leaves.
A person holds a smartphone that displays a website in French offering a simple and effective solution for managing social networks. The smartphone screen shows vibrant colors including purple and red text, and the background features green leaves.
Evaluation Framework

Multi-task learning for relationship prediction and community detection.

Four social media platform logos are arranged on a brown background. From left to right, the logos are for YouTube in red, TikTok in a combination of red, blue, and white, X in white, and Facebook in blue.
Four social media platform logos are arranged on a brown background. From left to right, the logos are for YouTube in red, TikTok in a combination of red, blue, and white, X in white, and Facebook in blue.
Three three-dimensional icons representing popular social media platforms are arranged against a neutral background. The icons have an embossed look, featuring a blue bird, a blue letter 'f', and a green phone symbol.
Three three-dimensional icons representing popular social media platforms are arranged against a neutral background. The icons have an embossed look, featuring a blue bird, a blue letter 'f', and a green phone symbol.
Interpretability Analysis

Applying attention mechanisms for model interpretability and insights.

Data Collection

Preprocessing real datasets for hypergraph and simplicial complex.