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SocialSens'17: Proceedings of the 2nd International Workshop on Social Sensing
ACM2017 Proceeding
Publisher:
  • Association for Computing Machinery
  • New York
  • NY
  • United States
Conference:
CPS Week '17: Cyber Physical Systems Week 2017 Pittsburgh PA USA April 18 - 21, 2017
ISBN:
978-1-4503-4977-2
Published:
18 April 2017
Sponsors:
IEEE Signal Processing Society, SIGBED, IEEE CS
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SESSION: Understanding the Medium: Social Modeling and Prediction I
research-article
Public Access
Spatio-Temporal Modeling of Criminal Activity

Accurate crime forecasting can allow law enforcement to more effectively plan their resource allocation such as patrol routes and placements. We study the effectiveness of traditional regression approaches in forecasting crime occurrences in Portland, ...

research-article
Correlated Friends' Impacts in Social-crowdsensing

Social sensing is a typical application of the crowdsourcing system. With the consideration of system timeliness, flexibility, and stability, it could not be more natural to build a self-organized, distributed, and cross-platform crowdsourcing system. ...

research-article
A Machine Learning Approach to Demographic Prediction using Geohashes

With the rapid proliferation of smartphones, human beings act as social sensors by means of carrying GPS-enabled devices that share location data. This has resulted in an abundance of sensor data gathered over long periods of time. Gaining meaningful ...

SESSION: Understanding the Dynamics: Social Modeling and Prediction II
research-article
Crowdsourcing Social Media for Military Operations

In this paper, we consider the demographics associated with social media users as a basis for determining how to interact with a population group to inform military operations such as humanitarian aid and disaster relief (HADR). With social media use ...

research-article
From Ideas to Social Signals: Spatiotemporal Analysis of Social Media Dynamics

Social media activity analysis can provide an open window to the inception and evolution of ideas. In this paper, we introduce a general model of spatiotemporal evolution of an arbitrary number of ideas in social media. As the main theoretical ...

research-article
Airborne Disease Propagation on Large Scale Social Contact Networks

Social sensing has received growing interest in a broad range of applications from business to health care. The potential benefits of modeling infectious disease spread through geo-tagged social sensing data has recently been demonstrated, yet it has ...

SESSION: On Social Sensing Efficacy
research-article
Public Access
Graph-Theoretic Approach for Increasing Participation in Social Sensing

Participatory sensing enables individuals, each with limited sensing capability, to share measurements and contribute towards developing a complete knowledge of their environment. The success of a participatory sensing application is often measured in ...

research-article
Does Confidence Reporting from the Crowd Benefit Crowdsourcing Performance?

We explore the design of an effective crowdsourcing system for an M-ary classification task. Crowd workers complete simple binary microtasks whose results are aggregated to give the final classification decision. We consider the scenario where the ...

research-article
Exploring Compliance: Observations from a Large Scale Fitbit Study

Universities often draw from their student body when conducting human subject studies. Unfortunately, as with any longitudinal human studies project, data quality problems arise from student's waning compliance to the study. While incentive mechanisms ...

research-article
The Fog Makes Sense: Enabling Social Sensing Services with Limited Internet Connectivity

Social sensing services use humans as sensor carriers, sensor operators and sensors themselves in order to provide situation-awareness to applications. This promises to provide a multitude of benefits to the users, for example in the management of ...

SESSION: Applications
research-article
Identifying the Space Buddies to Track Lost Items

Locating missing or lost objects has always been a challenging task. RFID technology and participatory sensing based approaches have offered solutions but often their adoption was limited due to the high hardware costs or low active participation ...

research-article
Audio Analysis as a Control Knob for Social Sensing

While humans can act as effective sensors, human input is subject to a high degree of error and highly dependent on the context. Furthermore, extracting the signal from the noise for social sensing is a difficult challenge. One approach to improving the ...

research-article
Unsupervised Event Tracking by Integrating Twitter and Instagram

This paper proposes an unsupervised framework for tracking real world events from their traces on Twitter and Instagram. Empirical data suggests that event detection from Instagram streams errs on the false-negative side due to the relative sparsity of ...

research-article
Sensing User-Generated Multimedia Traffic

Internet traffic is increasingly dominated by user-generated content, predominantly by multimedia content (photos and videos). The content is primarily shared in online social networks (OSNs) such as Pinterest, Twitter, and Facebook. In this paper, we ...

SESSION: Visions Session
short-paper
Heterogeneous Social Signals Capturing Real-world Diffusion Processes

We propose research directions to model a holistic and general diffusion framework by considering heterogeneous social signals as contextual inputs and by incorporating universal components of real-world diffusion dynamics.

short-paper
Public Access
Integration of Social Behavioral Modeling for Energy Optimization in Smart Environments

A key requirement for success of smart home energy management systems is understanding the user's psychological perception of a smart environments, and the design of control strategies that specifically take into account such dimensions in system ...

short-paper
Localize Online Social Network User via Social Sensing

Dynamically localizing users in online social networks is challenging because people seldom post location-related microblogs due to privacy concern. To increase inference accuracy, a promising approach is to leverage microblogs from friends. However, it ...

short-paper
Mining Mobile Sensor Data for Social Behaviors

Sensor devices widely used on vehicles enable the massive data collection for social behavior analysis. We mined trajectory data and on-board sensor data for point-of-interest (POI) locations, which further indicate public and personal social ...

short-paper
Privacy Mindset for Developing Internet of Things Applications for Social Sensing: Software Engineering Challenges

Social sensing aims to collect sensory data by using human population as sensor carriers (e.g., location), sensor operators (e.g., taking photos), and sensors themselves (e.g., Twitter). The Internet of Things (IoT) applications facilitate social ...

short-paper
Social Sensing in Developing Regions: Challenges for Bus Arrival Time Prediction

The design of crowdsourcing applications to supplement public transportation information systems have generally assumed availability of high-speed Internet connection coupled with high data sampling and gathering via data-hungry application interfaces. ...

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