Twitris: A System for Collective Social Intelligence

نویسندگان

  • Amit P. Sheth
  • Ashutosh Jadhav
  • Pavan Kapanipathi
  • Chen Lu
  • Hemant Purohit
  • Gary A. Smith
  • Wenbo Wang
چکیده

Social Media Analytics The practice of gathering data from social media websites and analyzing that data to gain new insights, facilitate informed decisions and actions Semantic Web Semantic Web is a group of methods and technologies to help machines and humans understand the meaning — or " semantics " — of data on the World Wide Web Spatio-Temporal-Thematic (STT) Analysis Social media analytics takes into account what is being said about an event (theme) and where (spatial) and when (temporal) it is being said People-Content-Network Analysis (PCNA) Social media analytics takes into account social media users (People), data shared on social media websites (Content), and the network of social media users (Network) Sentiment-Emotion-Intent (SEI) Extraction Analyzing social media content to extract insights about social media provides an exceptional opportunity for leveraging citizen sensing (user expressed observations and opinions) for collective intelligence (deeper insights that drive decisions and actions based on social data) in numerous domains-retailing including branding and marketing, financial markets, entertainment and sports, disaster coordination, social movements, healthcare and epidemiology, etc. However, social data is extremely rich, providing opportunity to understand them from many dimensions such as spatio-temporal-thematic, people-content-network, and sentiment-emotion-intention. It takes rich variety of semantic techniques including knowledge graphs or ontology enhanced or empowered text mining, natural language processing and machine learning (including deep learning). Twitris is an embodiment of all these for real-time and highly scalable technology used both in scientific research and in commercial applications.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Twitris 2.0 : Semantically Empowered System for Understanding Perceptions From Social Data

We present Twitris 2.0 , a Semantic Web application that facilitates understanding of social perceptions by Semantics-based processing of massive amounts of event-centric data. Twitris 2.0 addresses challenges in large scale processing of social data, preserving spatiotemporal-thematic properties. Twitris 2.0 also covers context based semantic integration of multiple Web resources and expose se...

متن کامل

Twitris v3: From Citizen Sensing to Analysis, Coordination and Action

Citizen sensing, with a billion plus active users and billion plus tweets/week, is complemented by shared information from contextually relevant Web of Data (blogs, news, and media objects) and background knowledge. How can these enable us in informing, understanding and managing a broad variety of activities and events locally and around the world? Twitris, currently in version 3, is a scalabl...

متن کامل

Chapter Title: Twitris- a System for Collective Social Intelligence

Citizen sensing: Humans as citizens on the ubiquitous Web, acting as sensors and sharing their observations and views using mobile devices and Web 2.0 Services. Citizen-sensor network: An interconnected network of people who actively observe, report, collect, analyze, and disseminate information via text, links to other resources, and various media including audio, images and videos. Social med...

متن کامل

Information Systems for “Wicked Problems” – Proposing Research at the Intersection of Social Media and Collective Intelligence

The objective of this commentary is to propose some fruitful research direction built upon the reciprocal interplay of social media and collective intelligence. We focus on “wicked problems” — a class of what Introne et al. 2013 call “problems for which no single computational formulation of the problem is sufficient, for which different stakeholders do not even agree on what the problem really...

متن کامل

Collective intelligent information and database systems

Collective intelligence is most often understood as group intelligence which arises on the basis of intelligences of the group members. On the one hand, Newell [19] defined an intelligent collective as a social system, which is capable to act, even approximately, as a single rational agent. On the other hand, Lévy [11] understood collective intelligence as an intelligence that emerges from the ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014