Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Fuzzy set theory: foundations and applications
Fuzzy set theory: foundations and applications
Maintaining knowledge about temporal intervals
Communications of the ACM
Structural pattern recognition of Carotid pulse waves using a general waveform parsing system
Communications of the ACM
Principles of data mining
Fril- Fuzzy and Evidential Reasoning in Artificial Intelligence
Fril- Fuzzy and Evidential Reasoning in Artificial Intelligence
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
An Algorithm for Segmenting Categorical Time Series into Meaningful Episodes
IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis
A symbolic representation of time series, with implications for streaming algorithms
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Design of a knowledge-based report generator
ACL '83 Proceedings of the 21st annual meeting on Association for Computational Linguistics
Precisiated natural language (PNL)
AI Magazine
Choosing words in computer-generated weather forecasts
Artificial Intelligence - Special volume on connecting language to the world
Choosing the content of textual summaries of large time-series data sets
Natural Language Engineering
Examples, counterexamples, and measuring fuzzy associations
Fuzzy Sets and Systems
A note on quality measures for fuzzy association rules
IFSA'03 Proceedings of the 10th international fuzzy systems association World Congress conference on Fuzzy sets and systems
Data Mining and Computational Intelligence
Data Mining and Computational Intelligence
Perception based time series data mining with MAP transform
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Knowledge discovery in time series databases
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On the retranslation process in Zadeh's paradigm of computing with words
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On the representation, measurement, and discovery of fuzzy associations
IEEE Transactions on Fuzzy Systems
Data mining in soft computing framework: a survey
IEEE Transactions on Neural Networks
Linguistic Summary-Based Query Answering on Data Cubes with Time Dimension
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
A novel decision support model to discover the interesting pattern in football match
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 1
Time series comparison using linguistic fuzzy techniques
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Shape pattern matching: A tool to cluster unstructured text documents
Journal of Computational Methods in Sciences and Engineering - Special Supplement Issue in Section A and B: Selected Papers from the ISCA International Conference on Software Engineering and Data Engineering, 2009
A review on time series data mining
Engineering Applications of Artificial Intelligence
A vector forecasting model for fuzzy time series
Applied Soft Computing
Aircraft interior failure pattern recognition utilizing text mining and neural networks
Journal of Intelligent Information Systems
Up and down trend associations in analysis of time series shape association patterns
MCPR'12 Proceedings of the 4th Mexican conference on Pattern Recognition
A symbolic representation method to preserve the characteristic slope of time series
SBIA'12 Proceedings of the 21st Brazilian conference on Advances in Artificial Intelligence
HDAX: historical symbolic modelling of delay time series in a communications network
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Ship maneuvering modeling based on fuzzy rules extraction and optimization
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
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Time series data mining (TSDM) techniques permit exploring large amounts of time series data in search of consistent patterns and/or interesting relationships between variables. TSDM is becoming increasingly important as a knowledge management tool where it is expected to reveal knowledge structures that can guide decision making in conditions of limited certainty. Human decision making in problems related with analysis of time series databases is usually based on perceptions like ''end of the day'', ''high temperature'', ''quickly increasing'', ''possible'', etc. Though many effective algorithms of TSDM have been developed, the integration of TSDM algorithms with human decision making procedures is still an open problem. In this paper, we consider architecture of perception-based decision making system in time series databases domains integrating perception-based TSDM, computing with words and perceptions, and expert knowledge. The new tasks which should be solved by the perception-based TSDM methods to enable their integration in such systems are discussed. These tasks include: precisiation of perceptions, shape pattern identification, and pattern retranslation. We show how different methods developed so far in TSDM for manipulation of perception-based information can be used for development of a fuzzy perception-based TSDM approach. This approach is grounded in computing with words and perceptions permitting to formalize human perception-based inference mechanisms. The discussion is illustrated by examples from economics, finance, meteorology, medicine, etc.