Abstract: Disclosed herein identifies audiences of mobile devices that behave a like a seed group of devices. That is, the behave alike group are those devices that move in similar patterns and visit the similar locations with a similar frequency as the devices of the seed group. Similarity is based on correlative similarity in having visited matching categories of location styles identified via mapping data (e.g., devices that visit national parks at a similar frequency). Correlative similarity is performed using a machine learning model trained via a follow the regularized leader proximal.

Abstract: Disclosed herein identifies audiences of mobile devices that behave a like a seed group of devices. That is, the behave alike group are those devices that move in similar patterns and visit the similar locations with a similar frequency as the devices of the seed group. Similarity is based on correlative similarity in having visited matching categories of location styles identified via mapping data (e.g., devices that visit national parks at a similar frequency). Correlative similarity is performed using a machine learning model trained via a follow the regularized leader proximal.

Abstract: Disclosed herein identifies audiences of mobile devices that behave a like a seed group of devices. That is, the behave alike group are those devices that move in similar patterns and visit the similar locations with a similar frequency as the devices of the seed group. Similarity is based on correlative similarity in having visited matching categories of location styles identified via mapping data (e.g., devices that visit national parks at a similar frequency). Correlative similarity is performed using a machine learning model trained via a follow the regularized leader proximal.

Abstract: A multi-power source is described that provides power through a single source—e.g. rechargeable batteries—whose charge is maintained through four or more different power sources. Examples of such power sources are taken from a group consisting of disposable batteries, mechanical energy as developed through a crank, solar power, an external DC source such as provided through a car battery connection, and an external AC input as from an in-wall outlet. The power source is used to power an emergency multifunction tool, such as a modular light source having a flashlight, lantern, siren, flasher, and radio functions powered from the multi-power source.

Abstract: A multi-power source is described that provides power through a single source—e.g. rechargeable batteries—whose charge is maintained through four or more different power sources. Examples of such power sources are taken from a group consisting of disposable batteries, mechanical energy as developed through a crank, solar power, an external DC source such as provided through a car battery connection, and an external AC input as from an in-wall outlet. The power source is used to power an emergency multifunction tool, such as a modular light source having a flashlight, lantern, siren, flasher, and radio functions powered from the multi-power source.