Academia.eduAcademia.edu

Social Media Intelligence

description24 papers
group199 followers
lightbulbAbout this topic
Social Media Intelligence refers to the process of collecting, analyzing, and interpreting data from social media platforms to gain insights into public sentiment, trends, and behaviors. It encompasses techniques from data mining, natural language processing, and social network analysis to inform decision-making in various fields such as marketing, public relations, and social research.
lightbulbAbout this topic
Social Media Intelligence refers to the process of collecting, analyzing, and interpreting data from social media platforms to gain insights into public sentiment, trends, and behaviors. It encompasses techniques from data mining, natural language processing, and social network analysis to inform decision-making in various fields such as marketing, public relations, and social research.

Key research themes

1. What are the core challenges and methodologies in collecting and preparing social media data for effective analytics?

This research area addresses the preliminary yet critical stages of social media analytics: discovering relevant topics, collecting voluminous and heterogeneous data, and preparing such data for analysis. These foundational steps are essential because the quality and structure of data significantly affect any subsequent analysis and insights. The focus on challenges like data volume, diversity, noise, and data structuring reflects the complexity in harnessing social media data for intelligence.

Key finding: Identifies that the largest challenge in social media analytics is managing the massive volume of data, which complicates the discovery of relevant topics and preparation of data for analysis. The paper emphasizes gaps in... Read more
Key finding: Introduces advanced algorithms (e.g., AUDESOME for mobility patterns, IOM-NN for political polarization, HASHET for hashtag recommendation) that overcome difficulties linked to unstructured, large-scale social media data... Read more
Key finding: Surveys methods to recognize and interpret relational intelligence in online social networks through advanced pattern recognition and machine learning, highlighting challenges posed by dynamic, highly complex social... Read more
Key finding: Identifies five key challenges in social media-driven cyber threat intelligence including data relevance and noise, legal and ethical concerns, bias and interpretation, and proposes a solution architecture informed by... Read more
Key finding: Highlights data integration and data overload as primary obstacles in utilizing social media data for business intelligence and marketing analytics. The paper discusses the need to overcome barriers to high-quality data... Read more

2. How can social media intelligence methods support security and public safety through analysis of online behaviors and networks?

This research theme explores how social media data contributes to intelligence and security domains, including countering violent extremism, detecting coordinated influence campaigns, and national security monitoring. The methodologies mix computational social science, network analysis, and machine learning to detect behavioral patterns, sentiment, and coordination indicative of threats or influence operations. This area stresses the human-centric analytical perspective combined with technical capabilities to generate actionable intelligence from massive, dynamic online data.

Key finding: Discusses the integration of social media analytics tools (network analysis, sentiment analysis, geo-coding) into security intelligence for countering violent extremism. Emphasizes the importance of combining computational... Read more
Key finding: Articulates the strategic value of Social Media Intelligence (SOCMINT) for national security purposes, including real-time event monitoring and behavioral pattern analysis. Also discusses challenges such as information... Read more
Key finding: Introduces a novel methodology combining social network analysis metrics with AI to identify 'micro-influencers' who act as precursors to viral topics. This approach allows early detection of emerging trends in public... Read more
Key finding: Explores how social media data, leveraged through data collaboratives between private and public sectors, enhances situational awareness, knowledge creation, and crisis response for humanitarian and public safety purposes.... Read more

3. In what ways does Artificial Intelligence transform the extraction and application of intelligence from social media for business, emotional, and educational contexts?

This research focuses on the role of AI in analyzing social media data to enhance business intelligence, understand emotional intelligence discourses, and support educational uses. AI techniques such as natural language processing, machine learning, and deep learning are applied to derive consumer insights, emotional states, user classification, and support learning processes. The theme highlights the transformative potential and challenges of AI-driven analytics in diverse social media intelligence applications.

Key finding: Discusses how AI and social media intelligence enable companies to extract quality, unbiased competitive and consumer information, facilitating better decision-making regarding product development and marketing strategies.... Read more
Key finding: Employs natural language processing and Twitter analytics to analyze over 53,000 tweets on emotional intelligence, revealing how social media discourse can expand understanding and application of emotional intelligence in... Read more
Key finding: Develops a machine learning framework utilizing features from user profiles, tweeting behavior, linguistic content, and social networks to accurately classify Twitter users by attributes such as political orientation and... Read more
Key finding: Proposes integration of multi-modal machine learning algorithms into educational social media companions designed to raise user awareness of threats like fake news and echo chambers. Highlights AI’s dual role in enabling... Read more
Key finding: Provides an overview of AI technologies such as expert systems, fuzzy logic, neural networks, machine learning, and natural language processing and their growing applications in social media platforms. Shows how AI... Read more

All papers in Social Media Intelligence

Recent years have made Twitter a popular tool for conducting research aimed at exploring and anticipating political and social phenomena. This study attempts to understand online discourse of women's protests, which burst in Poland in... more
אחת הבעיות המרכזיות בתהליך אחזור מידע מתעוררת בשלב של בחינת רשימת התשובות ע"י המשתמש. רוב מנועי החיפוש כיום מציגים את התשובות ברשימה רציפה, המדורגת על פי מידת הקירבה של התשובות לערכי שאילתת החיפוש. רמת הדרוג הנמוכה של המנועים, בשילוב עם... more
ניהול תוכן - תכונות נדרשות
המאמר מתאר את המערכת לאיסוף מידע מודיעיני שפותחה עבור תחום המודיעין במס הכנסה.
Trabajo de investigación de Bachillerato sobre la ciberseguridad informática en el Colegio Montesclaros
קריטריונים לבחירת מנוע אחזור טקסט
RAND testimonies record testimony presented by RAND associates to federal, state, or local legislative committees; government-appointed commissions and panels; and private review and oversight bodies.
OSINT (Open Source Intelligence), as a field of information gathering from open sources, is unintentionally pervasive in our lives. Its various methods make an indispensable contribution, not only to the work of individuals, but also to... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
The study aimed to examine and demonstrate how organisational culture and commitment to employee performance, whether directly or indirectly, affect job performance. A questionnaire was used to collect the data. 127 employees made up the... more
Easy and relatively unrestricted access to the Internet has introduced numerous transformations in the way individuals interact with each other and their environment. Prominent among these changes are those related to communication... more
Competitive Intelligence (CI) has long grappled with the absence of a universally accepted definition, resulting in polysemy and synonymy issues that hinder its progress. This article explores the ramifications of this lack of consensus,... more
In this paper we provide a foundation for a new generation of services and tools. We define new ways of capturing, sharing and reusing information and intelligence provided by single users and communities, as well as organizations by... more
Durante muchos años Google ha sido reconocido como sinónimo de renovación por su carácter proactivo, por mantenerse siempre a la vanguardia en la introducción de nuevas tecnologías y aplicaciones. El motor de búsqueda proyectó a Google... more
Higher Education institutions (HEIs) exist within technological and social contexts worldwide. Universities have invested in technology and built the capacities of their staff for the improvement of faculty scholarship. Social media... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
El trabajo que se presenta a continuación pretende ser una ayuda para el profesorado de inglés no familiarizado con Internet. Se explican los tipos de buscadores que hay, cómo se utilizan, qué palabras clave conducen a un buen material y... more
Buscando el por qué 1 Ing. de Sistemas y Computación, Consultor en desarrollo, soporte y certificación de sistemas. Técnicas de análisis forense digital aplicadas a dispositivos y sistemas móviles A brief explanation on digital forensic... more
This article examines the intersection of Big Data and strategic intelligence from a theoretical-conceptual viewpoint. Adopting Popperian refutation as a starting point, it approaches methodological issues surrounding the incorporation of... more
Sumario 1. Introducción 2. ¿Cuántas internets existen? 2.1. Comunicación 2.2. Información 2.3. Actividades fraudulentas de compra-venta y servicios 2.3.1. Hacking 2.3.2. Narcotráfico 2.3.3. Ciberocupas 2.3.4. Cibersexo 2.3.5. Paraísos... more
Healthcare delivery in mental health sector is a critical duty that needs to be discharged carefully. The application of effective human resource management tools in mental health sector adopting newer techniques and procedures can... more
In this paper we provide a foundation for a new generation of services and tools. We define new ways of capturing, sharing and reusing information and intelligence provided by single users and communities, as well as organizations by... more
ONLINE MEDIUM HAS BECOME INCREASINGLY IMPORTANT IN EVERYONE'S LIFE, WHETHER IT IS FOR PERSONAL, BUSINESS OR JUST FOR FUN. THE NUMBER OF INFORMATION CIRCULATING ON THE INTERNET IS HUGE, WHICH INCREASES FROM DAY TO DAY. AS A CONSEQUENCE... more
Los alumnos matriculados en una Formación Profesional Básica adaptada, requieren unas necesidades educativas específicas permanentes, por tanto la metodología aplicada en el aula debe ser elaborada específicamente de acuerdo a estas... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
Radical individual and organizations are setting strong foothold on Internet. They operate in dark network hidden from authorities view to pursuade, recruit, and coordinate radical and violent actions. The presence of radical individual... more
This study examined perspectives of distance education students on online learning based on their access gadgets (availability and functionality), online presentation or teaching methods, actual use of online learning coupled with its... more
The article gives general characterisation of the ways in which these organizations use modern communication technologies. Currently, every major terrorist organisation maintain robust media wings, which focus on producing videos,... more
1 La Rivista semestrale Sicurezza, Terrorismo e Società intende la Sicurezza come una condizione che risulta dallo stabilizzarsi e dal mantenersi di misure proattive capaci di promuovere il benessere e la qualità della vita dei cittadini... more
The research discussed how the Islamic State uses the media to spread their propaganda especially the exploitation of modern communication technology. Then we examined an essential aspect of how the mainstream media deal with ISIS media.... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
The goal of this article is to place the role that social media plays in collective action within a more general theoretical structure, using the events of the Arab Spring as a case study. The article presents two broad theoretical... more
We introduce the latest member of the intelligence family. Joining IMINT, HUMINT, SIGINT and others is 'SOCMINT'-social media intelligence. In an age of ubiquitous social media it is the responsibility of the security community to admit... more
Título: Unidad Didáctica. Búsquedas con Google. Resumen Los alumnos matriculados en una Formación Profesional Básica adaptada, requieren unas necesidades educativas específicas permanentes, por tanto la metodología aplicada en el aula... more
The MARISA Horizon 2020 project improves maritime security communities’ information exchange, situational awareness, decision-making and reaction capabilities with a data fusion toolkit based on various heterogeneous and homogeneous data... more
Since their first appearance as medium of mass interaction, in the early 2000s, social media have rapidly become a precious source of information to researchers of different fields. People spends an increasing amount of their daily time... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
A youth audience is the most vulnerable part of society as an object of influence of radical ideas. The authors argue that the most efficient tool of involving young people of different origin and confessional affiliation into the... more
As technology-mediated innovations like Mobile Learning Devices (MLDs) spread rapidly across the globe, there are growing concerns on the actual factors that influence students in Higher Educational institutions (HEIs) to accept... more
The article gives general characterisation of the ways in which these organizations use modern communication technologies. Currently, every major terrorist organisation maintain robust media wings, which focus on producing videos,... more
Governmental collection of unprotected information from social media platforms via social media intelligence (SOCMINT) techniques enable the detection and prevention of unlawful and malicious activity for law enforcement purposes.... more
A youth audience is the most vulnerable part of society as an object of influence of radical ideas. The authors argue that the most efficient tool of involving young people of different origin and confessional affiliation into the... more
Download research papers for free!