169 p.Thesis (Ph.D.)--University of Illinois at Urbana-Champaign, 2001.To handle the huge data volumes and fast response time requirements in decision support applications, we develop an approximate query processing technique based on multidimensional wavelets. Our technique constructs compact synopses (comprising of wavelet coefficients) of the relevant database tables and subsequently answers any SQL query by working exclusively on the compact synopses. Our approach provides more accurate answers and faster response times compared to other approximate query answering techniques.U of I OnlyRestricted to the U of I community idenfinitely during batch ingest of legacy ETD
AbstractIn recent years wavelets were shown to be effective data synopses. We are concerned with the...
Modern data analytics applications typically process massive amounts of data on clusters of tens, hu...
The recently proposed idea of probabilistic wavelet synopses has enabled their use as a tool for re-...
169 p.Thesis (Ph.D.)--University of Illinois at Urbana-Champaign, 2001.To handle the huge data volum...
Summarization: Approximate query processing has emerged as a cost-effective approach for dealing wit...
Abstract. Approximate query processing has emerged as a cost-effective approach for dealingwith the ...
Summarization: Several recent studies have demonstrated the effectiveness of the wavelet transform a...
Summarization: Methods for Approximate Query Processing (AQP) are essential for dealing with massive...
Approximate query processing based on random sampling is one of the most useful methods for the effi...
This dissertation studies efficient and effective approximate query processing for decision support ...
Decision making is an activity that addresses the problem of extracting knowledge and information fr...
Data analysis systems require range-aggregate query answering of large multidimensional datasets. We...
Wavelets have been extensively used for approximate, progressive or even exact evaluation of queries...
Summarization: Recent work has demonstrated the effectiveness of the wavelet decomposition in reduci...
This paper presents and evaluates a simple but very effective method to implement large data warehou...
AbstractIn recent years wavelets were shown to be effective data synopses. We are concerned with the...
Modern data analytics applications typically process massive amounts of data on clusters of tens, hu...
The recently proposed idea of probabilistic wavelet synopses has enabled their use as a tool for re-...
169 p.Thesis (Ph.D.)--University of Illinois at Urbana-Champaign, 2001.To handle the huge data volum...
Summarization: Approximate query processing has emerged as a cost-effective approach for dealing wit...
Abstract. Approximate query processing has emerged as a cost-effective approach for dealingwith the ...
Summarization: Several recent studies have demonstrated the effectiveness of the wavelet transform a...
Summarization: Methods for Approximate Query Processing (AQP) are essential for dealing with massive...
Approximate query processing based on random sampling is one of the most useful methods for the effi...
This dissertation studies efficient and effective approximate query processing for decision support ...
Decision making is an activity that addresses the problem of extracting knowledge and information fr...
Data analysis systems require range-aggregate query answering of large multidimensional datasets. We...
Wavelets have been extensively used for approximate, progressive or even exact evaluation of queries...
Summarization: Recent work has demonstrated the effectiveness of the wavelet decomposition in reduci...
This paper presents and evaluates a simple but very effective method to implement large data warehou...
AbstractIn recent years wavelets were shown to be effective data synopses. We are concerned with the...
Modern data analytics applications typically process massive amounts of data on clusters of tens, hu...
The recently proposed idea of probabilistic wavelet synopses has enabled their use as a tool for re-...