| CPC G16H 40/67 (2018.01) [G08B 21/0415 (2013.01); G08B 21/0423 (2013.01)] | 19 Claims |

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1. A system to monitor a resident of a dwelling comprising:
a plurality of sensors located at the dwelling to sense for resident activity at different locations at the dwelling and coupled to save at one or more non-transitory memories, sensor information providing indications of occurrences resident activity;
one or more computing machines;
non-transitory memory including instructions incorporated into the non-transitory memory, the instructions configuring the computing machine to perform operations comprising:
identifying a location at the dwelling, of resident activity, based at least in part upon sensor information produced using a sensor located at the dwelling to sense resident activity at the identified location;
using a machine learning trained model, trained based at least in part upon resident traversal activity between sensors at different locations of the dwelling to learn a plurality of anticipated traversal paths (ATPs) located at the dwelling each ATP having a first terminal point and a second terminal point, to identify one or more ATPs based at least in part upon the identified location, the one or more identified ATPs each having a first terminal points associated with the identified location and having a second terminal point associated with a different location at the dwelling;
determining whether the sensor information indicates an occurrence of resident activity at a location at the dwelling corresponding to a second terminal point of at least one of the one or more identified ATPs; and
causing sending of an alert indicating a failed ATP traversal event, on a condition that the sensor data indicates for each of the one or more identified ATPs, no occurrence of resident activity at a location of the dwelling corresponding to the second terminal point of the identified ATP.
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