Abstract: An example computer-implemented method for temporal data analysis and forecasting utilizes topological hierarchical decompositions to process historical and future time windows. The method receives temporal data and generates multiple sets of historical time subsets with varying lengths, where information in shorter subsets is duplicated in longer ones. Future time windows are also generated in a similar manner. Future time windows are chronologically after a given initial time. The method creates past and future topological hierarchical decompositions and directed graph adjacency arrays. Customer attention matrices are generated for past and future windows, and matrix multiplications are performed to create self-attention arrays. These arrays are then multiplied together. The method culminates in providing a dashboard for forecasting demand after an initial time point, enabling comprehensive temporal data analysis and prediction.

Abstract: An example computer-implemented method for temporal data analysis and forecasting utilizes topological hierarchical decompositions to process historical and future time windows. The method receives sales data and purchase data for at least one item and generates multiple sets of historical time subsets with varying lengths, where information in shorter subsets is duplicated in longer ones. Future time windows are also generated in a similar manner. Future time windows are chronologically after a given initial time. The method creates past and future topological hierarchical decompositions and directed graph adjacency arrays. Customer attention matrices are generated for past and future windows, and matrix multiplications are performed to create self-attention arrays. These arrays are then multiplied together. The method culminates in providing a dashboard for forecasting after an initial time point, enabling comprehensive temporal data analysis and prediction.

Abstract: Disclosed is a tow adapter suitable for coupling a device to be towed to a towing vehicle. The tow adapter includes a bracket for attachment to the towing vehicle and a loop and hook for receiving a tether attached to the bracket, the hook attached to the bracket central of the loop. The tether is threaded through the loop and attached to the hook, thereby enabling the towing vehicle to tow the device.

Abstract: Disclosed is a tow adapter for coupling a device to be towed to a towing vehicle. The tow adapter includes a bracket adapted to be attached to the towing vehicle, a loop suitable to support a tether to enable the towing vehicle to tow the device to be towed, the loop having first and second ends operably mounted to the bracket, a hook operably mounted to the bracket and positioned central of the loop such that at least part of a curved portion of the hook is disposed within the loop, the hook and the loop being pivotable relative to the bracket about a pivot operably attached to the bracket. The tether may be threaded through the loop and attached to the hook to enable the towing vehicle to tow the device to be towed.

Abstract: Disclosed is a tow adapter for coupling a device to be towed to a towing vehicle. The tow adapter includes a bracket adapted to be attached to the towing vehicle, a loop suitable to support a tether to enable the towing vehicle to tow the device to be towed, the loop having a first end and a second end portion each mounted to the bracket about a pivot such that the loop pivots relative to the bracket, the bracket including stops extending outwardly there from which limit an extent of travel of the loop about the pivot when the loop makes contact with the stops, and a hook mounted to the bracket and at least a portion of the hook capable of being disposed centrally within the loop. The tether may be threaded through the loop and attached to the hook to enable the towing vehicle to tow the device to be towed.

Abstract: Described in this application is a tow adapter for coupling a device to be towed to a towing vehicle. The tow adapter includes a bracket adapted to be attached to a vehicle to support a tow adapter; a loop suitable to support a tether to enable the towing vehicle to tow a device to be towed, the loop having a first end portion and a second end portion each adapted to be mounted to the bracket; a hook positioned central of the loop and pivotable relative to the loop; and the loop and hook adapted to enable a tether to thread through the loop and attach to the hook.

Abstract: Disclosed in this application is a tow adapter suitable for coupling a device to be towed to a towing vehicle. The adapter includes a bracket for attachment to a vehicle and a loop and hook for receiving a tether attached to the bracket, the hook attached to the bracket central of the loop. The tether is threaded through the loop and attached to the hook, thereby enabling the vehicle to tow the device.