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Network Visualization and Intervention

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Network Visualization and Intervention

Ce cours fait partie de Spécialisation "Social Media Analytics"

Instructeur : Ian McCulloh

Inclus avec

4 modules

Obtenez un aperçu d'un sujet et apprenez les principes fondamentaux.

niveau Intermédiaire

Expérience recommandée

1 semaine à compléter

à 10 heures par semaine

Planning flexible

Apprenez à votre propre rythme

4 modules

Obtenez un aperçu d'un sujet et apprenez les principes fondamentaux.

niveau Intermédiaire

Expérience recommandée

1 semaine à compléter

à 10 heures par semaine

Planning flexible

Apprenez à votre propre rythme

Ce que vous apprendrez

Master relational algebra operations to effectively query and manipulate complex datasets for insightful analysis.
Develop impactful network visualizations using design principles that enhance clarity and understanding of complex data.
Learn strategies for network interventions to influence behaviors and ideas, leveraging network dynamics effectively.

Compétences que vous acquerrez

Catégorie : Diagram Design
Catégorie : Data Presentation
Catégorie : Data Analysis
Catégorie : Social Network Analysis
Catégorie : Human Factors
Catégorie : Innovation
Catégorie : Database Theory
Catégorie : Data Visualization
Catégorie : Statistical Visualization
Catégorie : Graphic and Visual Design
Catégorie : Network Model
Catégorie : Data Storytelling
Catégorie : Network Analysis
Catégorie : Data Manipulation
Catégorie : Social Impact
Catégorie : Data Visualization Software

Outils que vous découvrirez

Catégorie : Relational Databases

Détails à connaître

Certificat partageable

Ajouter à votre profil LinkedIn

Évaluations

9 devoirs

Enseigné en Anglais

91%

of learners achieved a positive career outcome

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Ce cours fait partie de la Spécialisation "Social Media Analytics"

Lorsque vous vous inscrivez à ce cours, vous êtes également inscrit(e) à cette Spécialisation.

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Il y a 4 modules dans ce cours

In the "Network Interventions" course, learners will explore the foundational principles of data manipulation, visualization, and the dynamics of networks. This course stands out by seamlessly integrating theoretical knowledge with practical applications. You'll gain expertise in Relational Algebra, empowering you to construct and interpret operations that effectively manage complex datasets. The course also emphasizes the art of Network Visualization, where you will learn to create impactful visual representations of data, making complex information accessible and understandable.

Additionally, the course delves into Network Interventions, teaching you how to influence behaviors and ideas within social networks. You will master strategies to identify opinion leaders and implement effective segmentation techniques, essential skills for driving change in various contexts. By the end of the course, you will be equipped not only with analytical and visualization skills but also with the ability to influence social dynamics, preparing you for impactful roles in data-driven environments. This unique combination of skills makes the Network Intervention course an invaluable asset for those looking to thrive in the evolving landscape of data science and social network analysis.

Détails du module

This course will equip you with essential skills to define and apply relational algebra, extract networks, and understand the fundamentals of effective visualization. You will learn to communicate data effectively through color and grasp the nuances of human visual perception. Additionally, you will explore how network structures influence the adoption of innovations and examine various intervention strategies.

Inclus

1 lecture1 plugin

In this module, you will delve into Relational Algebra, the cornerstone of database query languages, emphasizing its principles and operations. You will learn to construct relational algebra operations and interpret their significance in manipulating data. Additionally, you will acquire skills in extracting networks and relational structures from data using relational algebra, enabling you to effectively query and analyze complex datasets.

Inclus

2 vidéos5 lectures3 devoirs1 laboratoire non noté

2 vidéosTotal 55 minutes

Linear Algebra Primer (Optional)23 minutes
Relational Algebra - Part 132 minutes

5 lecturesTotal 100 minutes

Reading References10 minutes
A Matrix Algebra Primer20 minutes
A Linear Algebra Practice20 minutes
Some R Commands for Linear Algebra10 minutes
Self-Reflective Reading: Relational Algebra Problem40 minutes

3 devoirsTotal 90 minutes

Fundamentals of Relational Algebra18 minutes
Constructing and Extracting Networks with Relational Algebra12 minutes
Relational Algebra60 minutes

1 laboratoire non notéTotal 60 minutes

Practice Lab: Social Network Analysis Using Meta-Networks60 minutes

In this module, you will explore Network Visualization, focusing on fundamental principles and techniques in information visualization. You will learn to construct and communicate networks using graphical elements and effective color usage. You will be able to understand human visual perception and its implications for visualization design. Additionally, you will develop skills in reducing visual complexity and creating impactful multivariate visualizations, essential for conveying insights from complex network data.

Inclus

5 vidéos1 lecture3 devoirs

5 vidéosTotal 75 minutes

Early Visualization – A Historic Overview of the Science of Visualization14 minutes
Network Visualization 15 minutes
Graphic Elements of Data16 minutes
Color11 minutes
Visual Complexity18 minutes

1 lectureTotal 40 minutes

Self-Reflective Reading: Spotting the Worst- Analyzing Poor Network Visualizations40 minutes

3 devoirsTotal 90 minutes

Fundamentals of Network Visualization12 minutes
Techniques for Effective Network Communication18 minutes
Network Visualization 60 minutes

In this module, you will explore Network diffusion and Interventions, focusing on how network structures influence the adoption of innovations and behaviors. You will learn about network interventions, including identifying opinion leaders, segmentation strategies, and intervention techniques like induction and alteration. Additionally, you will develop insights into leveraging network dynamics to effectively intervene and influence behaviors and ideas within complex social networks.

Inclus

3 vidéos2 lectures3 devoirs

3 vidéosTotal 37 minutes

Network Diffusion & Interventions18 minutes
Opinion Leadership12 minutes
Subgroups7 minutes

2 lecturesTotal 70 minutes

Reading References10 minutes
Self-Reflective Reading: Political Election vs. Tobacco Prevention60 minutes

3 devoirsTotal 90 minutes

Network Structure and Adoption Dynamics15 minutes
Strategies for Network Interventions15 minutes
Network Interventions60 minutes

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