Abstract: A decision system includes a dynamic biomedical graph configured to provide multiple functions. Through dynamic variation of the biomedical graph structure a more optimal segregation of a diverse set of inputs can be identified. A decision process by which a conclusion is reached can be viewed as a path through the biomedical graph. In contrast with a typical “black box” neural network, this approach clarifies how and why a particular conclusion was reached. Such clarification can lead to identification of new and/or unexpected relationships between input data and resulting conclusions, and also provide confidence that the conclusion was based on a sensible decision process. The decision system is applied, as an example, to medical decisions made in In Vitro Fertilization (IVF).

Abstract: A dynamic user interface is configured to generate two types of information that may be generated by sophisticated computer systems such as expert systems and/or artificial intelligence. These types and include a “what if” prediction that illustrates probable outcomes from alternative actions, and a “similarity” analysis which shows a user how adjustments to input data may affect the resulting predictions. The “what if” prediction provides users guidance as to what actions may be most beneficial. The “similarity” analysis helps the users understand consequences of medical decisions.

Abstract: An automatic video tagging system which learns from videos, their web context and comments shared on social networks is described. Massive multimedia collections are analyzed by Internet crawling and a knowledge base is maintained that updates in real time with no need of human supervision. As a result, each video is indexed with a rich set of labels and linked with other related contents. Practical applications of video recognition require a label scheme that is appealing to the end-user (i.e. obtained from social curation) and a training dataset that can be updated in real-time to be able to recognize new actions, scenes and people. To create this dataset that evolves in real-time and uses labels that are relevant to the users, a weakly-supervised deep learning approach is utilized combining both a machine-learning pre-processing stage together with a set of keywords obtained from the internet.

Abstract: A computer-assisted method for producing a space time summary for one or more original videos includes automatically recognizing a key element in an original video, extracting pixels related to the key element from a series of video frames of the original video, producing a video bit comprising a series of video frames comprising the pixels and audio information extracted from the original video, wherein at least one video frame of the video bit is formed by a subset of pixels of the corresponding video frame in the original video, automatically displaying a plurality of video bits in a user interface, wherein the plurality of video bits are extracted from one or more original videos, and provide a space time summary for the one or more original videos, and allowing two of the plurality of video bits to be played simultaneously with audio and motion in the user interface.

Abstract: A system and method is provided for generating summaries of video clips and then utilizing a source of data indicative of the consumption by viewers of those video summaries. In particular, summaries of videos are published and audience data is collected regarding the usage of those summaries, including which summaries are viewed, how they are viewed, the duration of viewing and how often. This usage information may be utilized in a variety of ways. In one embodiment, the usage information is fed into a machine learning algorithm that identifies, updates and optimizes groupings of related videos and scores of significant portions of those videos in order to improve the selection of the summary. In this way the usage information is used to find a summary that better engages the audience. In another embodiment usage information is used to predict popularity of videos. In still another embodiment usage information is used to assist in the display of advertising to users.

Abstract: A system and method is provided for generating summaries of video clips and then utilizing a source of data indicative of the consumption by viewers of those video summaries. In particular, summaries of videos are published and audience data is collected regarding the usage of those summaries, including which summaries are viewed, how they are viewed, the duration of viewing and how often. This usage information may be utilized in a variety of ways. In one embodiment, the usage information is fed into a machine learning algorithm that identifies, updates and optimizes groupings of related videos and scores of significant portions of those videos in order to improve the selection of the summary. In this way the usage information is used to find a summary that better engages the audience. In another embodiment usage information is used to predict popularity of videos. In still another embodiment usage information is used to assist in the display of advertising to users.

Abstract: A communications device includes a first circuit and a second circuit. The first circuit includes a wired medium interface circuit that is configured to, in use, communicate data over a wired medium. The second circuit includes a wireless medium interface circuit that is configured to, in use, communicate data over a wireless medium. A destination address controller is included in the first circuit and is operative to determine to which of a plurality of destination addresses at a communications device data is to be communicated from the second circuit. The communications device can have individual visibility of a plurality of destination addresses (e.g. for respective devices) when data is received or transmitted by the wireless medium interface circuit (second circuit).

Abstract: A multi-network interface device includes a powerline communications interface and at least one other communications interface configured to communicate over a network. The network may comprise mediums including powerlines, telephone lines, and/or coaxial cables. In some embodiments, the powerline communications interface may communicate with a network apparatus, such as a personal computer, via an Ethernet interface. The multi-network interface device may communicate using multiple frequency bands.

Abstract: A computer-assisted method for producing a space time summary for one or more original videos includes automatically recognizing a key element in an original video, extracting pixels related to the key element from a series of video frames of the original video, producing a video bit comprising a series of video frames comprising the pixels and audio information extracted from the original video, wherein at least one video frame of the video bit is formed by a subset of pixels of the corresponding video frame in the original video, automatically displaying a plurality of video bits in a user interface, wherein the plurality of video bits are extracted from one or more original videos, and provide a space time summary for the one or more original videos, and allowing two of the plurality of video bits to be played simultaneously with audio and motion in the user interface.

Abstract: A computer-assisted method for producing a space time summary for one or more original videos includes automatically recognizing a key element in an original video, extracting pixels related to the key element from a series of video frames of the original video, producing a video bit comprising a series of video frames comprising the pixels and audio information extracted from the original video, wherein at least one video frame of the video bit is formed by a subset of pixels of the corresponding video frame in the original video, automatically displaying a plurality of video bits in a user interface, wherein the plurality of video bits are extracted from one or more original videos, and provide a space time summary for the one or more original videos, and allowing two of the plurality of video bits to be played simultaneously with audio and motion in the user interface.

Abstract: A system for determining a frequency error of an orthogonal frequency division multiplexing (OFDM) signal having a first frequency. The system includes a plurality of filters configured to output a plurality of second signals, each of the plurality of second signals corresponding to a respective one of a plurality of different frequency bands of the OFDM signal. Each of the plurality of second signals includes a corresponding synchronization symbol associated with the OFDM signal. A Fourier transform circuit is configured to receive the plurality of second signals from each of the plurality of filters and output the plurality of second signals. The system is configured to determine the frequency error of the OFDM signal based on the synchronization symbols of the plurality of second signals.

Abstract: A method for operating a Power Line Communications (PLC) device includes identifying at least one proximately located load device using the wireless interface, determining device characteristics of the at least one proximately located load device using the wireless interface, communicating with a remote PLC device via the PLC interface, and transmitting to the remote PLC device via the PLC interface the device characteristics of the at least one proximately located load device. Operation may further include establishing wireless communications with the at least one proximately located device, querying the at least one proximately located device wirelessly, and receiving the device characteristics wirelessly. Other operations include creating a diagrammatic representation of a premises representing a plurality of areas and passages between the plurality of areas and including wireless reception quality for each of the plurality of spaces.

Abstract: A transceiver includes a transmitter and a receiver. The transmitter receives a first orthogonal frequency division multiplexing (OFDM) signal, and generates a first analog signal based on the first OFDM signal. The first OFDM signal has a first bandwidth, a first spectral position, and a first frequency spectrum. The first frequency spectrum of the first OFDM signal has a first set of frequencies with first amplitudes. The receiver receives a second analog signal, and generates a second OFDM signal based on the second analog signal. The second OFDM signal has a second bandwidth, a second spectral position, and a second frequency spectrum. The second frequency spectrum of the second OFDM signal has a second set of frequencies with second amplitudes. The transmitter varies the first bandwidth, the first spectral position, and the first amplitudes independent of the second bandwidth, the second spectral position, and the second amplitudes.

Abstract: A communications device includes a wireless communications interface, a power line carrier (PLC) communications interface, and processing circuitry coupled to the wireless communications interface and to the PLC communications interface. The communications device sends a request for wireless communications interface operational parameters via the PLC communications interface, receives a response via the PLC communications interface that includes wireless operational parameters, and configures the wireless communications interface based upon the response. In another operation, the processing circuitry is operable to listen for transmissions of at least one Wireless Access Point (WAP) of the wireless network.

Abstract: A communications device includes a wireless communications interface, a power line carrier (PLC) communications interface, and processing circuitry coupled to the wireless communications interface and to the PLC communications interface. The processing circuitry, in combination with at least one of the wireless communications interface and the PLC communications interface is operable to send a request for wireless communications interface operational parameters via the PLC communications interface, receive a response via the PLC communications interface, the response including wireless communications interface operational parameters corresponding to a wireless network, and configure wireless communications interface based upon response. In another operation, the processing circuitry is operable to listen for transmissions of at least one Wireless Access Point (WAP) of the wireless network.

Abstract: A system for performing adaptive multi-carrier code division multiple access (AMC-CDMA) is provided. The system determines a channel performance metric for each of a plurality of carriers and then determines at least one AMC-CDMA parameter for each of the carriers based on the channel performance metric. Modulator circuitry then modulates the signal on each carrier using the specified AMC-CDMA parameters for transmission over a wired connection.

Abstract: A computer-assisted method for producing a space time summary for one or more original videos includes automatically recognizing a key element in an original video, extracting pixels related to the key element from a series of video frames of the original video, producing a video bit comprising a series of video frames comprising the pixels and audio information extracted from the original video, wherein at least one video frame of the video bit is formed by a subset of pixels of the corresponding video frame in the original video, automatically displaying a plurality of video bits in a user interface, wherein the plurality of video bits are extracted from one or more original videos, and provide a space time summary for the one or more original videos, and allowing two of the plurality of video bits to be played simultaneously with audio and motion in the user interface.

Abstract: A system for synchronization of an orthogonal frequency division multiplexing signal having a first frequency. The system includes filters configured to receive the OFDM signal, and output second signals corresponding to different frequency bands of the OFDM signal. Each of the second signals includes a corresponding synchronization symbol associated with the OFDM signal, and the synchronization symbols of each of the second signals are the same. The system further includes a Fourier transform circuit configured to receive the second signals from the filters, and output the second signals. Each of the second signals has a second frequency. The system is configured to detect the synchronization symbols in the second signals, and detect a start of OFDM symbols in the OFDM signal based on the detected synchronization symbols. The start of the OFDM symbols corresponds to an average of a plurality of estimations of the start of the OFDM symbols.

Abstract: A method for operating a Power Line Communications (PLC) device includes identifying at least one proximately located load device using the wireless interface, determining device characteristics of the at least one proximately located load device using the wireless interface, communicating with a remote PLC device via the PLC interface, and transmitting to the remote PLC device via the PLC interface the device characteristics of the at least one proximately located load device. Operation may further include establishing wireless communications with the at least one proximately located device, querying the at least one proximately located device wirelessly, and receiving the device characteristics wirelessly. Other operations include creating a diagrammatic representation of a premises representing a plurality of areas and passages between the plurality of areas and including wireless reception quality for each of the plurality of spaces.

Abstract: A transceiver includes a transmitter and a receiver. The transmitter receives a first orthogonal frequency division multiplexing (OFDM) signal, and generates a first analog signal based on the first OFDM signal. The first OFDM signal has a first bandwidth, a first spectral position, and a first frequency spectrum. The first frequency spectrum of the first OFDM signal has a first set of frequencies with first amplitudes. The receiver receives a second analog signal, and generates a second OFDM signal based on the second analog signal. The second OFDM signal has a second bandwidth, a second spectral position, and a second frequency spectrum. The second frequency spectrum of the second OFDM signal has a second set of frequencies with second amplitudes. The transmitter varies the first bandwidth, the first spectral position, and the first amplitudes independent of the second bandwidth, the second spectral position, and the second amplitudes.