Consistency of Social Sensing Signatures Across Major US Cities

نویسندگان

  • Aiman Soliman
  • Kiumars Soltani
  • Anand Padmanabhan
  • Shaowen Wang
چکیده

Previous studies have shown that Twitter users have biases to tweet from certain locations (locational bias) and during certain hours (temporal bias). We used three years of geo-located Twitter Data to quantify these biases and test our central hypothesis that Twitter users’ biases are consistent across US cities. Our results suggest that temporal and locational bias of Twitter users are inconsistent between three US metropolitan cities. We derive conclusions about the role of the complexity of the underlying data producing process on its consistency and argue for the potential research avenue for Geospatial Data Science to test and quantify these inconsistencies in the class of organically evolved Big Data.

برای دانلود 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

Spatiotemporal Variation in Surface Urban Heat Island Intensity and Associated Determinants across Major Chinese Cities

Urban heat islands (UHIs) created through urbanization can have negative impacts on the lives of people living in cities. They may also vary spatially and temporally over a city. There is, thus, a need for greater understanding of these patterns and their causes. While previous UHI studies focused on only a few cities and/or several explanatory variables, this research provides a comprehensive ...

متن کامل

Remote sensing of the urban heat island effect across biomes in the continental USA

Urban heating and the formation of the urban heat island (UHI) is one attribute of urban land transformation that is of interest across science disciplines because the UHI signal reflects a broad suite of important land surface changes impacting human health, ecosystem function, local weather and possibly climate. In this paper we use a combination of satellite and ecological map data to charac...

متن کامل

Required Consistency between Biome Definitions and Signatures with the Physics of Remote Sensing. II: Theoretical Arguments

The insights gained from present land cover classification activities suggest integration of multi-angle data into classification attempts for future progress. Land cover types that exhibit distinct signatures in the space of remote sensing data facilitate unambiguous identification of cover types. In this two-part series, we develop a theme for consistency between cover type definitions, uniqu...

متن کامل

A Comparison of Targeted Layered Containment Strategies for a Flu Pandemic in Three US Cities

We study strategies for targeted layered containment of an influenza pandemic in three US cities: Miami, Seattle, and Chicago. Differences in demographic, geographic, and other structures lead to differences in the social interaction networks in the three cities. This has consequences for how the containment strategies should be applied to mitigate the spread. We use large-scale simulations to ...

متن کامل

Required Consistency between Biome Definitions and Signatures with the Physics of Remote Sensing. I: Empirical Arguments

The insights gained from present land cover classification activities suggest integration of multi-angle data into classification attempts for future progress. Land cover types that exhibit distinct signatures in the space of remote sensing data facilitate unambiguous identification of cover types. In this first part, we develop a theme for consistency between cover type definitions, uniqueness...

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

برای دانلود 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

عنوان ژورنال:
  • CoRR

دوره abs/1609.04373  شماره 

صفحات  -

تاریخ انتشار 2016