Title :
Eigenplaces: Segmenting Space through Digital Signatures
Author :
Calabrese, Francesco ; Reades, Jonathan ; Ratti, Carlo
Author_Institution :
Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
Researchers use eigendecomposition to leverage MIT´s Wi-Fi network activity data and analyze to the physical environment. We proposed a method to analyze and categorize wireless access points based on common usage characteristics that reflect real-world, placed-based behaviors. It uses eigendecomposition to study the Wi-Fi network at the Massahusetts Institute of Technology (MIT), correlating data generated as a byproduct of network activity with the physical environment. Our approach provides an instant survey of building use across the entire campus at a surprisingly fine-grained level. The resulting eigenplaces have implications for reseach across a range of wireless technology as well as potential applications in network planning, traffic and tourism management, and even marketing.
Keywords :
digital signatures; eigenvalues and eigenfunctions; telecommunication computing; telecommunication security; wireless LAN; MIT Wi-Fi network activity data; Massahusetts Institute of Technology; digital signatures; eigendecomposition; network planning; tourism management; wireless access points; wireless technology; Wi-Fi; architectural space; campus; eigenplaces; eigenvalues; mobile environments; mobile/wireless; pervasive computing; spectral signatures; ubiquitous computing; wireless communications;
Journal_Title :
Pervasive Computing, IEEE
DOI :
10.1109/MPRV.2009.62