摘要:
Arrangements and methods for performing structural clustering between different time series. Time series data relating to a plurality of time series is accepted, structural features relating to the time series data are ascertained, and at least one distance between different time series via employing the structural features is determined. The different time series may be partitioned into clusters based on the at least one distance, and/or the k closest matches to a given time series query based on the at least one distance may be returned.
摘要:
Disclosed is a method for controlling a web farm having a plurality of websites and servers, the method comprising categorizing customer requests received from said websites into a plurality of categories, said categories comprising a shareable customer requests and unshareable customer requests, routing said shareable customer requests such that any of said servers may process shareable customer requests received from different said websites, and routing said unshareable customer requests from specific said websites only to specific servers to which said specific websites have been assigned.
摘要:
Most recent research of scalable inductive learning on very large streaming dataset focuses on eliminating memory constraints and reducing the number of sequential data scans. However, state-of-the-art algorithms still require multiple scans over the data set and use sophisticated control mechanisms and data structures. There is discussed herein a general inductive learning framework that scans the dataset exactly once. Then, there is proposed an extension based on Hoeffding's inequality that scans the dataset less than once. The proposed frameworks are applicable to a wide range of inductive learners.
摘要:
Systems and methods are provided wherein a consumable item parameter is exchanged between a consumable item and a consuming device. According to one embodiment, a consumable item parameter request is transmitted to a device associated with a consumable item, and the consumable item parameter is then received. The device may comprise, for example, the consumable item or a device associated with dispensing the consumable item. The device may also comprise, for example, a device associated with a consumption of the consumable item, a device adapted to control a consumption of the consumable item, or a device that consumes the consumable item.
摘要:
The present invention relates to a method for representing users within an online environment. The method allows users to define environmental parameters for controlling user interaction, define user representation parameters of user data within the environment, capture user data from the users, build an abstract graphical display of the environment, and build a user representation within the abstract graphical display for each user's data.
摘要:
The present invention provides a method, system and apparatus enabling user-defined, genre-structured interaction online. The present invention enables users to define their own genres, including rules of interaction, as well as rules of enforcement. Genre definitions also can include the specification of roles, parameters, and states. The present invention also facilitates a given user to modify a given genre definition. Allowable modifications include addition, modification, and deletion of parameters and interaction and enforcement rules. The present invention also provides dynamically updated graphical representations of the state of genre instances, these graphical representations definable by the users.
摘要:
A data communications network includes network servers, clusters of network servers, as well as content providers and service providers, such as ISPs and ASPs, and further includes at least one data processor that operates under control of a stored program resident on a memory media. The stored program directs operation of the data processor to provide users with differentiated services by defining, for individual ones of the plurality of content providers, a plurality of levels of services for users, and for responding to service level tables received from individual ones of the plurality of content providers, where individual ones of users are assigned to one of the plurality of levels of service. There is also at least one resource requirement table for defining at least a minimum set of resources required for realizing individual ones of said plurality of service levels. The program further directs operation of the at least one data processor to merge the plurality of resource requirement tables into a merged resource requirement table for use by a particular one of the network servers. The particular one of the network servers assigns differentiated service levels to incoming user requests in accordance with the service level tables, and in accordance with the merged resource requirement tables and currently available resources. The resources can include one of numbers of available servers, available memory capacity, and available bandwidth. The program further controls operation of the at least one data processor to redirect an incoming user request to a network server having sufficient available resources to provide a specified level of service for the user request.
摘要:
A method for providing product recommendations to customers in an e-commerce environment includes the step of generating content and compatibility representations of products corresponding to a plurality of customers. A similarity function is calculated between pairs of content attributes corresponding to the products. A similarity function is calculated between pairs of compatibility attributes corresponding to the products. The plurality of customers are clustered into a plurality of peer groups. For a given customer, a closest peer group of the plurality of peer groups is determined. At least one potential recommendation is then generated for the given customer based on the closest peer group.
摘要:
An access frequency is determined for each data unit in a data sharing environment employing a hashing scheme, either from an estimate or from a history of data accesses. The data units are then categorized into access frequency classes. Available hash entries are then allocated among the various access frequency classes, with more hash entries being allocated to relatively higher access frequency classes. Once the hash entries are allocated, the data units are allocated to the hash entries in a given access frequency class. In the simplest form, the data units are evenly allocated among the hash entries of a given access frequency class.
摘要:
A hybrid scheme for controlling transmission errors in digital data communication systems. Normally, data blocks with a small number of parity digits for error detection are transmitted. When the presence of errors is detected, the retransmissions are not the original data blocks but some properly selected blocks for correcting errors in those erroneously received data blocks which are stored in a buffer at the receiver. The retransmitted blocks are formed based on the original data blocks and error-correcting codes with an invertible property. When such blocks are received, they are used to recover the original data blocks either by an inversion operation or by a decoding process.