Abstract: Methods and systems for providing a product bundle recommendation are disclosed. One method includes receiving a selection of a first product at a retail website, and identifying the first product in a product graph generated from historical add to cart data. The method includes, identifying, in the product graph: one or more edges from the initial product to secondary products; one or more edges from a similar product to one or more secondary-similar products; and one or more inferred edges from the initial product to one or more inferred secondary products. The method further includes forming a set of recommended products from the one or more secondary products, the one or more secondary-similar products, and the one or more inferred secondary products, and presenting a bundled product recommendation selected from among the set of recommended products.

Abstract: Methods and systems for providing a product bundle recommendation are disclosed. One method includes receiving a selection of a first product. Data relating to historical customer shopping activity and data describing online shopping sessions in which products are selected for addition to historical shopping carts to which the first product was previously added is accessed. A list bundled products having a complementary relationship with the first product is generated. At least one product from the list of bundled products is selected and the at least one product is presented on a user interface on a customer device as a recommendation for purchase with the first product. A filter may be applied to the list of bundled products, such as a price filter. The method may be performed by a system including one or more computing devices communicating via a network with one or more data storage devices.

Abstract: A deep vein thrombosis prevention device (DVT-PD) is a wearable device for the lower extremities senses the user's dynamic or static movements and actuates accordingly to lower DVT risks. The device uses a comprehensive control system together with an integrated machine learning model. to classify, manage, direct, and regulate signals and the behavior of the device.

Abstract: A system and methods to identify which signals are significant to an assessment of a complex machine system state in the presence of non-linearities and disjoint groupings of condition types. The system enables sub-grouping of signals corresponding to system sub-components or regions. Explanations of signal significance are derived to assist in causal analysis and operational feedback to the system is prescribed and implemented for the given condition and causality.

Abstract: A system and method to identify patterns in sets of signals produced during operation of a complex system and combines the identified patterns with records of past conditions to generate operational feedback to one or more machines of the complex system while it operates.

Abstract: A system and method to identify patterns in sets of signals produced during operation of a complex system and combines the identified patterns with records of past conditions to generate operational feedback to one or more machines of the complex system while it operates.

Abstract: A system and methods to identify which signals are significant to an assessment of a complex machine system state in the presence of non-linearities and disjoint groupings of condition types. The system enables sub-grouping of signals corresponding to system sub-components or regions. Explanations of signal significance are derived to assist in causal analysis and operational feedback to the system is prescribed and implemented for the given condition and causality.

Abstract: A hearing aid fitting system comprising a computer with fitting software and having a display for displaying parameter settings of a hearing aid and input means for adjustment of the parameters, characterized in that the system further comprises a camera for recording images of the wearer's head including the ear with the hearing aid, and a display for displaying at least one image received from the camera.

Abstract: An apparatus for monitoring changes in the surface of a wafer during processing of the wafer is provided. The apparatus includes an optical transmission assembly configured to transmit to an area of the wafer a number of first discrete bands of transmitted light. Each of said number of first discrete bands of transmitted light has an effective wavelength. The apparatus also includes an optical detection assembly configured to receive a number of discrete bands of reflected light reflected from the area of the wafer. The optical detection assembly is further configured to detect a reflected intensity of each of the number of discrete bands of reflected light. An analyzer is configured to receive from the optical detection assembly the reflected intensity of each of the number of discrete bands of reflected light and is configured to detect changes in the surface of the wafer during processing from the reflected intensity.