AL-log: Integrating Datalog and Description LogicsJournal of Intelligent Information Systems - Tập 10 - Trang 227-252 - 1998
Francesco M. Donini, Maurizio Lenzerini, Daniele Nardi, Andrea Schaerf
We present an integrated system for knowledge representation, calledAL -log,
based on description logics and the deductive database language Datalog. AL-log
embodies two subsystems, called structural and relational. The former allows for
the definition of structural knowledge about classes of interest (concepts) and
membership relation between objects and classes. The latter allows for the
definit... hiện toàn bộ
An enhanced Web page change detection approach based on limiting similarity computations to elements of same typeJournal of Intelligent Information Systems - Tập 32 - Trang 1-21 - 2007
Hassan Artail, Michel Abi-Aad
This paper describes an efficient Web page detection approach based on
restricting the similarity computations between two versions of a given Web page
to the nodes with the same HTML tag type. Before performing the similarity
computations, the HTML Web page is transformed into an XML-like structure in
which a node corresponds to an open-closed HTML tag. Analytical expressions and
supporting exper... hiện toàn bộ
A grid density based framework for classifying streaming data in the presence of concept driftJournal of Intelligent Information Systems - Tập 46 - Trang 179-211 - 2015
Tegjyot Singh Sethi, Mehmed Kantardzic, Hanquing Hu
Mining data streams is the process of extracting information from non-stopping,
rapidly flowing data records to provide knowledge that is reliable and timely.
Streaming data algorithms need to be one pass and operate under strict
limitations of memory and response time. In addition, the classification of
streaming data requires learning in an environment where the data
characteristics might change... hiện toàn bộ
Token-Templates and Logic Programs for Intelligent Web SearchJournal of Intelligent Information Systems - Tập 14 - Trang 241-261 - 2000
Bernd Thomas
We present a general framework for the information extraction from web pages
based on a special wrapper language, called token-templates. By using
token-templates in conjunction with logic programs we are able to reason about
web page contents, search and collect facts and derive new facts from various
web pages. We give a formal definition for the semantics of logic programs
extended by token-tem... hiện toàn bộ
Levelwise Search and Pruning Strategies for First-Order Hypothesis SpacesJournal of Intelligent Information Systems - Tập 14 - Trang 217-239 - 2000
Irene Weber
The discovery of interesting patterns in relational databases is an important
data mining task. This paper is concerned with the development of a search
algorithm for first-order hypothesis spaces adopting an important pruning
technique (termed subset pruning here) from association rule mining in a
first-order setting. The basic search algorithm is extended by so-called
requires and excludes const... hiện toàn bộ
Mining top-k frequent patterns over data streams sliding windowJournal of Intelligent Information Systems - Tập 42 - Trang 111-131 - 2013
Hui Chen
Frequent pattern mining in data streams is an important research topic in the
data mining community. In previous studies, a minimum support threshold was
assumed to be available for mining frequent patterns. However, setting such a
threshold is typically difficult. Hence, it is more reasonable to ask users to
set a bound on the result size. The present study considers mining top-k
frequent pattern... hiện toàn bộ
Hybrid data labeling algorithm for clustering large mixed type dataJournal of Intelligent Information Systems - - 2014
Ravi Sankar Sangam, Hari Om
Due to enormous growth in both volume and variety of data, clustering a very
large database is a time-consuming process. To speed up clustering process,
sampling has been recognized as a very utilitarian approach to reduce the
dataset size in which a collection of data points are taken as a sample and then
a clustering algorithm is applied to partitioning the data points in that sample
into cluste... hiện toàn bộ