Iconic indexing by 2-D strings
IEEE Transactions on Pattern Analysis and Machine Intelligence
Principles of pictorial information systems design
Principles of pictorial information systems design
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Efficient secondary memory processing of window queries on spatial data
Information Sciences—Informatics and Computer Science: An International Journal
Spatial match representation scheme supporting ranking in iconic images databases
Proceedings of the eighth international conference on Information and knowledge management
Applying on-line bitmap indexing to reduce counting costs in mining association rules
Information Sciences—Informatics and Computer Science: An International Journal
Data mining: concepts and techniques
Data mining: concepts and techniques
Mining frequent neighboring class sets in spatial databases
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Computer Vision
Finding Aggregate Proximity Relationships and Commonalities in Spatial Data Mining
IEEE Transactions on Knowledge and Data Engineering
Similarity Searching in Medical Image Databases
IEEE Transactions on Knowledge and Data Engineering
Fuzzy association rules and the extended mining algorithms
Information Sciences—Informatics and Computer Science: An International Journal
Efficient and Effective Clustering Methods for Spatial Data Mining
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Discovering Spatial Co-location Patterns: A Summary of Results
SSTD '01 Proceedings of the 7th International Symposium on Advances in Spatial and Temporal Databases
Extraction and representation of contextual information for knowledge discovery in texts
Information Sciences—Informatics and Computer Science: An International Journal
Robust analysis of feature spaces: color image segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
Image indexing and similarity retrieval based on spatial relationship model
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Introduction to multimedia and mobile agents
Mining viewpoint patterns in image databases
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Efficient data mining for calling path patterns in GSM networks
Information Systems
BIDE: Efficient Mining of Frequent Closed Sequences
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Deriving two-stage learning sequences from knowledge in fuzzy sequential pattern mining
Information Sciences—Informatics and Computer Science: An International Journal
Mining massive document collections by the WEBSOM method
Information Sciences: an International Journal - Special issue: Soft computing data mining
Fast mining of spatial collocations
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Image Database Design Based on 9D-SPA Representation for Spatial Relations
IEEE Transactions on Knowledge and Data Engineering
Interactive sequence discovery by incremental mining
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Algorithms for mining association rules in bag databases
Information Sciences—Informatics and Computer Science: An International Journal
Efficient Algorithms for Mining Closed Itemsets and Their Lattice Structure
IEEE Transactions on Knowledge and Data Engineering
Temporal analysis of clusters of supermarket customers: conventional versus interval set approach
Information Sciences—Informatics and Computer Science: An International Journal
Tongue image analysis for appendicitis diagnosis
Information Sciences: an International Journal
An extension of the naive Bayesian classifier
Information Sciences: an International Journal
Looking into the seeds of time: Discovering temporal patterns in large transaction sets
Information Sciences: an International Journal
Linguistic modelling of imperfect spatial information as a basis for simplifying spatial analysis
Information Sciences: an International Journal
Mining association rules with multi-dimensional constraints
Journal of Systems and Software
Flexible online association rule mining based on multidimensional pattern relations
Information Sciences: an International Journal
A false negative approach to mining frequent itemsets from high speed transactional data streams
Information Sciences: an International Journal
An efficient algorithm for mining frequent inter-transaction patterns
Information Sciences: an International Journal
A model for describing and composing direction relations between overlapping and contained regions
Information Sciences: an International Journal
An efficient algorithm for mining closed inter-transaction itemsets
Data & Knowledge Engineering
An association-based case reduction technique for case-based reasoning
Information Sciences: an International Journal
Efficient single-pass frequent pattern mining using a prefix-tree
Information Sciences: an International Journal
Top-down mining of frequent closed patterns from very high dimensional data
Information Sciences: an International Journal
Mining frequent patterns in image databases with 9D-SPA representation
Journal of Systems and Software
Mining frequent trajectory patterns in spatial-temporal databases
Information Sciences: an International Journal
An order-clique-based approach for mining maximal co-locations
Information Sciences: an International Journal
Sliding window-based frequent pattern mining over data streams
Information Sciences: an International Journal
DisIClass: discriminative frequent pattern-based image classification
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Cosmetics purchasing behavior - An analysis using association reasoning neural networks
Expert Systems with Applications: An International Journal
Spatial emerging patterns for scene classification
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Using a projection-based approach to mine frequent inter-transaction patterns
Expert Systems with Applications: An International Journal
Closed inter-sequence pattern mining
Journal of Systems and Software
A method for extracting rules from spatial data based on rough fuzzy sets
Knowledge-Based Systems
Hi-index | 0.07 |
In this paper, we propose a novel spatial mining algorithm, called 9DLT-Miner, to mine the spatial association rules from an image database, where every image is represented by the 9DLT representation. The proposed method consists of two phases. First, we find all frequent patterns of length one. Next, we use frequent k-patterns (k=1) to generate all candidate (k+1)-patterns. For each candidate pattern generated, we scan the database to count the pattern's support and check if it is frequent. The steps in the second phase are repeated until no more frequent patterns can be found. Since our proposed algorithm prunes most of impossible candidates, it is more efficient than the Apriori algorithm. The experiment results show that 9DLT-Miner runs 2-5 times faster than the Apriori algorithm.