Gaussian process

How to get the best out of your fingerprint database : hierarchical fingerprint indoor positioning for databases with variable density

In this paper, we consider wireless positioning using Received Signal Strength (RSS) fingerprinting. To obtain good accuracy, this technique requires a database containing a high density of up-to-date fingerprints. However, as acquiring fingerprints …

Cooperative hybrid localization using Gaussian processes and belief propagation

Wireless localization using signal strength has been very popular in commercial applications due to the wide availability of 802.11 WiFi networks. However, signal strength information alone provides very rough location estimates. In this paper we …