Abstract: A system and method for learning models from scarce and/or skewed training data includes partitioning a data stream into a sequence of time windows. A most likely current class distribution to classify portions of the data stream is determined based on observing training data in a current time window and based on concept drift probability patterns using historical information.

Abstract: Systems and methods for foreground analysis in real-time video include background subtraction and foreground detection, shadow removal, quick lighting change adaptation, static foreground region detection, foreground fragment reduction, and frame level change detection. Processes include background image extraction and foreground detection, integrating texture information of the background image and a current frame to remove false positive foreground areas resulting from lighting changes, integrating pixel intensity information by determining a cross-correlation of intensities between a current frame and the background image for each pixel in a foreground mask to remove image shadows. Static foreground region detection and fragment reduction are also included.

Abstract: Systems and methods for encoding/decoding are provided. The systems and methods include encoding a stream of K-bit input sequences into a stream of (G, I, M)-constrained 2N-bit output sequences by transforming each K-bit input bit sequence into two separate data paths including even and odd bits. Enumerative maximum-transition-run (eMTR) encoding of the even bits generates constrained even bits, and enumerative maximum-transition-run (MTR) encoding of the odd bits generates constrained odd bits. The constrained even and constrained odd bits are interleaved to form a stream of (G, I, M)-constrained 2N-bit output sequences where G is a global constraint, I is an interleave constraint, and M is a variable frequency oscillator constraint of a partial-response maximum-likelihood (PRML) codeword. Decoding systems and methods are also provided.

Abstract: Systems and methods for making electrical measurements using optical emissions include positioning a sensor/photodetector to measure radiation emissions from devices to be tested. Radiation emission information is collected from the device to be tested during electrical operation. Characteristic features of the radiation emission information are determined, and differences between the characteristic features are deciphered. Based on the differences, models are employed to determine electrical properties of the device, especially operational characteristics.

Abstract: A power saving method for self-luminous displays and an apparatus thereof, comprises determining active and inactive portions of a display screen. The inactive portions of the display screen are modified in accordance with criteria to save power by reducing energy consumption of the inactive portions while the active portions remain powered.

Abstract: A venting system that is incorporated into the roof and/or wall allows the same to provide continuous air flow to ventilate the roofs and walls and prevent condensation build up and ultimate water damage to the structure. The channeled venting system is incorporated into the roof and/or wall sheathing and thereby is not prone to blockage by improper or amateur insulation installations.

Abstract: A system and method for restoring communications through breaks in wireless coverage includes identifying a coverage gap in a wireless coverage area and notifying system users of the existence of the coverage gap. Connection information is distributed to other base stations to automatically reconnect parties upon exiting the coverage gap.

Abstract: Disclosed is a method for measuring receive sensitivity of a base station in order to test a plurality of FAs with only one test terminal. The method includes the steps of: performing synchronization of a primary FA and detecting a channel list at the test terminal; and sensing at least one FA from the base station according to the channel list at a controller, and controlling the test terminal to perform synchronization of each FA from a first FA of a first sector to the last FA of the last sector, one by one. Therefore, it has an advantage in that the receive sensitivity of all FAs (frequency allocations) can be measured by using only one test terminal, while testing receive sensitivity of a base station providing multiple FAs.

Abstract: A system for bit-rate stream playout at preset speeds including a regular playout speed and other than the regular playout speed includes multiple streams encoded at a same bit-rate (R) but at a plurality of playout speeds. A selection mechanism is responsive to requests for playout speeds. The selection mechanism selects from among the plurality of streams to service a request.

Abstract: A method for formatting images for angle specific viewing in a scanning aperture dimensional display device. Input images are rearranged into slices or sections to create a set of output images. The images derived from the output images are formed by rearranging the image slices or sections and disposing the image to be viewed directly behind an open aperture in an aperture plate in a scanning aperture display device. By cycling the images in relation to the cycling of the open apertures of the aperture plate, angle specific viewing of the scanning aperture display can be provided. The number angles for angle specific viewing can be varied and can range from 2-1000 distinct viewing angles from a single scanning aperture display device.

Abstract: Methods for serving data include maintaining an incomplete version of an object at a server and at least one fragment at the server. In response to a request for the object from a client, the incomplete version of the object, an identifier for a fragment comprising a portion of the object, and a position for the fragment within the object are sent to the client. After receiving the incomplete version of the object, the identifier, and the position, the client requests the fragment from the server using the identifier. The object is constructed by including the fragment in the incomplete version of the object in a location specified by the position.

Abstract: The present invention provides a viscoelastic support structure having improved energy absorption properties. The support structure generally comprises a frame, at least one resilient filler layer, a flexible covering, and at least one gel insert interposed between the covering and the frame. The support structure finds particular use in vehicles, such as bicycles and motorcycles.

Abstract: There are provided a hardware accelerator and method for providing hardware acceleration for an application server and/or a layer 7 switch. The hardware accelerator includes a content access memory (CAM) configured to accelerate string comparison operations in the application server and/or layer 7 switch. The string comparison operations involve strings having varying key string positions.

Abstract: A system and method are provided for optimizing component composition in a distributed stream-processing environment having a plurality of nodes capable of being associated with one or more of a plurality of stream processing components. The system includes an adaptive composition probing (ACP) module and a hierarchical state manager. The ACP module probes a subset of the plurality of stream processing components to determine the optimal component composition in response to a stream processing request. The hierarchical state manager manages local and global information for use by said ACP module in determining the optimal component composition.

Abstract: A lift having a platform with a substantially level ride is described. The lift also reduces the distance between the ground and the platform in the ground position.

Abstract: There are provided methods, computer program products, and systems for indexing a data stream. A method for indexing a data stream having attribute values includes the steps of parsing the data stream, and forming an index of tuples for a subset of attribute values of the data stream. The index is configured for retrieving the top-K tuples that optimize linearly weighted sums of at least some of the attribute values in the subset.