Abstract: Disclosed are a method and system for receiving a plurality of potential features to be added to a model having existing features. For each of the potential features, an approximate model is learned by holding values of the existing features in the model constant. The approximate model includes the model having existing features and at least the potential feature. A performance metric is computed for evaluating performance of the approximate model. The performance metric is used to rank the potential feature based on a predetermined criterion.

Abstract: Managing network traffic to improve availability of network services by classifying network traffic flows using flow-level statistical information and machine learning estimation, based on a measurement of at least one of relevance and goodness of network features. Also, determining a network traffic profile representing applications associated with the classified network traffic flows, and managing network traffic using the network traffic profile. The flow-level statistical information includes packet-trace information and is available from at least one of Cisco NetFlow, NetStream or cflowd records. The classification of network flows includes tagging packet-trace flow record data based on defined packet content information. The classifying of network flows can result in the identification of a plurality of clusters based on the measurement of the relevance of the network features.

Abstract: Managing network traffic to improve availability of network services by classifying network traffic flows using flow-level statistical information and machine learning estimation, based on a measurement of at least one of relevance and goodness of network features. Also, determining a network traffic profile representing applications associated with the classified network traffic flows, and managing network traffic using the network traffic profile. The flow-level statistical information includes packet-trace information and is available from at least one of Cisco NetFlow, NetStream or cflowd records. The classification of network flows includes tagging packet-trace flow record data based on defined packet content information. The classifying of network flows can result in the identification of a plurality of clusters based on the measurement of the relevance of the network features.

Abstract: A computer chassis includes a base portion formed of a metal chassis and a cosmetic cover. A top portion of the chassis is formed of a metal chassis and a cosmetic cover. A plurality of first computer components are mounted in the base portion. A plurality of second computer components are mounted in the top portion. A pivotal connection is provided between the top portion and the base portion. The top portion is pivotable about 90° relative to the base portion to an open position immediately exposing all of the first and second computer components for access, without removing any of the cosmetic covers.

Abstract: A computer chassis includes a base portion formed of a metal chassis and a cosmetic cover. A top portion of the chassis is formed of a metal chassis and a cosmetic cover. A plurality of first computer components are mounted in the base portion. A plurality of second computer components are mounted in the top portion. A pivotal connection is provided between the top portion and the base portion. The top portion is pivotable about 90° relative to the base portion to an open position immediately exposing all of the first and second computer components for access, without removing any of the cosmetic covers.

Abstract: A computer system includes a motherboard to which a selected one of various processor boards can be coupled via an adaptor. The boards include a CPU and a heat transfer member. The adaptor includes core logic such as a Northbridge module and power control circuitry. The adaptor is pin connectable to the motherboard and the various processor boards are each pin connectable to the adaptor. Alternatively, the adaptor and processor boards can be replaced with a processor module including features of the processor boards and the adaptor. The processor module is also pin connectable to the motherboard at the same connection used by the adaptor.

Abstract: Flexing of a display assembly for a flat panel display can be advantageously minimized or eliminated by a stiffener apparatus that is an adhesive backed thin member attached directly to the front or viewing side of the flat panel display device. The stiffener apparatus is also attached to a mounting bracket of the display assembly, or to another portion of the display assembly, in order to provide the desired stiffness. Additionally, should the display device be removed from the assembly for service, another advantage of the stiffener apparatus is that it remains with the display device and can readily be reattached to the mounting bracket or other portion of the display assembly.

Abstract: A media eject mechanism is disclosed which includes an L shaped eject member having an ejection spring portion and a lock spring portion and a media housing which engages the lock spring portion such that when the lock spring portion is disengaged with the media housing the ejection spring portion causes the media to be ejected. Such a mechanism advantageously provides media eject functionality using a small number of discrete parts.

Abstract: A portable computer and method of operation thereof.