摘要:
A system and method for discovering similar time sequences in a database of time sequences includes a computer-implemented program which first breaks each sequence into small windows. The windows from the first sequence are compared to selected windows from the second sequence to determine which windows are similar. Pairs of similar windows are then stitched together when certain stitching constraints are met to establish pairs of similar subsequences. Likewise, pairs of similar subsequences are stitched together, and the lengths of the stitched subsequences are then compared to the overall length of the time sequences to determine whether the time sequences meet a similarity criteria.
摘要:
A system and method for discovering similar time sequences in a database of time sequences includes a computer-implemented program which first breaks each sequence into small windows. The windows from the first sequence are compared to selected windows from the second sequence to determine which windows are similar. Pairs of similar windows are then stitched together when certain stitching constraints are met to establish pairs of similar subsequences. Likewise, pairs of similar subsequences are stitched together, and the lengths of the stitched subsequences are then compared to the overall length of the time sequences to determine whether the time sequences meet a similarity criteria.
摘要:
A method and system are disclosed for performing spatial similarity joins on high-dimensional points that represent data objects of a database. The method comprises the steps of: generating a data structure based on the similarity distance .epsilon. for organizing the high-dimensional points, traversing the data structure to select pairs of leaf nodes from which the high-dimensional points are joined, and joining the points from selected pairs of nodes according to a joining condition based on the similarity distance .epsilon.. An efficient data structure referred to as an .epsilon.-K-D-B tree is disclosed to provide fast access to the high-dimensional points and to minimize system storage requirements. The invention provides algorithms for generating the .epsilon.-K-D-B tree using biased splitting to minimize the number of nodes to be examined during join operations. The traversing step includes joining selected pairs of nodes and also self-joining selected nodes. Alternatively, the data structure is an R+tree generated using biased splitting.
摘要:
An application program is tightly coupled to a relational database without changing the software of the database management system. A first user defined function (udf) allocates a work area in the address space of the database management system. Then, a second udf embodying the computational steps of the application program undertakes the computational steps within the dbms work area and saves the results in the work area. Importantly, the second udf does not return an answer to the application program during the processing of records, thereby eliminating copying costs and context switch costs. When processing is complete, the results are transmitted to the application program and the work area is released.
摘要:
Provided are a method and apparatus for processing a query. The method includes generating string sets comprising a plurality of partial strings from a query string, determining a subset of the string sets as a candidate set, and searching for a document comprising the query string from the candidate set.
摘要:
Methods of imaging objects based on wavelet retrieval of scenes utilize wavelet transformation of plural defined regions of a query image. By increasing the granularity of the query image to greater than one region, accurate feature vectors are obtained that allow for robust extraction of corresponding regions from a database of target images. The methods further include the use of sliding windows to decompose the query and target images into regions, and the clustering of the regions utilizing a novel similarity metric that ensures robust image matching in low response times.
摘要:
The present invention provides a method and system for sequential pattern mining with a given constraint. A Regular Expression (RE) is used for identifying the family of interesting frequent patterns. A family of methods that enforce the RE constraint to different degrees within the generating and pruning of candidate patterns during the mining process is utilized. This is accomplished by employing different relaxations of the RE constraint in the mining loop. Those sequences which satisfy the given constraint are thus identified most expeditiously.
摘要:
An electronic data mining process for mining from an electronic data base using an electronic digital computer a listing of commercially useful information of the type known in the art as an association rule containing at least one uninstantiated condition. For example, the commercially useful information may be information useful for sales promotion, such as promotion of telephone usage. The computer retrieves from the database a plurality of stored parameters from which measures of the uninstatiated condition can be determined. The computer uses a dynamic programming algorithm and iterates over intervals or sub-ranges of the parameters to obtain what is called an at least partially optimized association rule, as optimized intervals or sub-ranges of at least some of the retrieved parameters, for example, time intervals of high usage of certain types of telephone connections. These optimized intervals are provided as the listed commercially useful information. The amount of needed iteration is reduced in some cases by using so-called bucketing and divide-and-conquer techniques. Extension of the process for a plurality of uninstantiated conditions is described.
摘要:
An n-gram based query processing apparatus and method are provided. A query processing is performed using only a portion of n-grams out of all n-grams with respect to the search key. A candidate set of documents having a possibility of including the search key is extracted using a posting list with respect to the portion of n-grams.
摘要:
A method of data classification using a decision tree having nodes is disclosed, along with an apparatus for perming the method. Periodically or after a certain number of nodes of the tree are split, the partially built tree is pruned. During the building phase the minimum cost of subtrees rooted at leaf nodes that can still be expanded (“yet to be expanded nodes”)is computed. With the computation of the minimum subtree cost at nodes, the nodes pruned are a subset of those that would have been pruned anyway during the pruning phase, and they are pruned while the tree is still being built.