Towards a general theory of action and time
Artificial Intelligence
A logic-based calculus of events
New Generation Computing
Artificial Intelligence
Temporal logics in AI: semantical and ontological considerations
Artificial Intelligence
Constraint propagation algorithms for temporal reasoning: a revised report
Readings in qualitative reasoning about physical systems
The process trellis architecture for real-time monitors
PPOPP '90 Proceedings of the second ACM SIGPLAN symposium on Principles & practice of parallel programming
Digital signal processing: theory, applications, and hardware
Digital signal processing: theory, applications, and hardware
Database updates in the event calculus
Journal of Logic Programming
TQuery: a context-sensitive temporal query language
Computers and Biomedical Research
A knowledge-based method for temporal abstraction of clinical data
A knowledge-based method for temporal abstraction of clinical data
The space complexity of approximating the frequency moments
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
A framework for knowledge-based temporal abstraction
Artificial Intelligence
Deriving Trends in Historical and Real-Time Continuously Sampled Medical Data
Journal of Intelligent Information Systems - Special issue on integrating artificial intelligene and database technologies
A Multidimensional and Multigranular Model of Time for Medical Knowledge-Based Systems
Journal of Intelligent Information Systems - Special issue on integrating artificial intelligene and database technologies
Journal of Intelligent Information Systems - Special issue on integrating artificial intelligene and database technologies
On computing correlated aggregates over continual data streams
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Maintaining stream statistics over sliding windows: (extended abstract)
SODA '02 Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms
Active Database Systems: Triggers and Rules for Advanced Database Processing
Active Database Systems: Triggers and Rules for Advanced Database Processing
The Logical Approach to Temporal Reasoning
Artificial Intelligence Review
CAPSUL: A constraint-based specification of repeating patterns in time-oriented data
Annals of Mathematics and Artificial Intelligence
Temporal representation and reasoning in artificial intelligence: Issues and approaches
Annals of Mathematics and Artificial Intelligence
Coalescing in Temporal Databases
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
IDA '97 Proceedings of the Second International Symposium on Advances in Intelligent Data Analysis, Reasoning about Data
Using Time-Oriented Data Abstraction Methods to Optimize Oxygen Supply for Neonates
AIME '01 Proceedings of the 8th Conference on AI in Medicine in Europe: Artificial Intelligence Medicine
A General Framework for Building Patient Monitoring Systems
AIME '95 Proceedings of the 5th Conference on Artificial Intelligence in Medicine in Europe: Artificial Intelligence Medicine
The E-baby Data Warehouse: A Case Study
HICSS '02 Proceedings of the 35th Annual Hawaii International Conference on System Sciences (HICSS'02)-Volume 8 - Volume 8
Characterizing temporal repetition
TIME '96 Proceedings of the 3rd Workshop on Temporal Representation and Reasoning (TIME'96)
Qualitative and Quantitative Temporal Constraints About Numerically Quantified Periodic Events
TIME '97 Proceedings of the 4th International Workshop on Temporal Representation and Reasoning (TIME '97)
Towards a Formal Characterization of Temporal Repetition with Closed Time
TIME '98 Proceedings of the Fifth International Workshop on Temporal Representation and Reasoning
Model-Based Visualization of Temporal Abstractions
TIME '98 Proceedings of the Fifth International Workshop on Temporal Representation and Reasoning
A Constraint-Based Specification of Periodic Patterns in Time-Oriented Data
TIME '99 Proceedings of the Sixth International Workshop on Temporal Representation and Reasoning
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
TEMPORAL REASONING IN MEDICAL EXPERT SYSTEMS
TEMPORAL REASONING IN MEDICAL EXPERT SYSTEMS
The art of artificial intelligence: I. Themes and case studies of knowledge engineering
The art of artificial intelligence: I. Themes and case studies of knowledge engineering
Vm: representing time-dependent relations in a medical setting
Vm: representing time-dependent relations in a medical setting
Reasoning with qualitative disease histories for diagnostic patient monitoring
Reasoning with qualitative disease histories for diagnostic patient monitoring
Cost-efficient mining techniques for data streams
ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32
Online event-driven subsequence matching over financial data streams
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Framework and algorithms for trend analysis in massive temporal data sets
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Compression of XML Physiological Data Streams to Support Neonatal Intensive Care Unit Web Services
EEE '05 Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'05) on e-Technology, e-Commerce and e-Service
EEE '05 Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'05) on e-Technology, e-Commerce and e-Service
Summarizing neonatal time series data
EACL '03 Proceedings of the tenth conference on European chapter of the Association for Computational Linguistics - Volume 2
Bush Babies Broadband: On-Demand Virtual Neonatal Intensive Care Unit Support for Regional Australia
ICITA '05 Proceedings of the Third International Conference on Information Technology and Applications (ICITA'05) Volume 2 - Volume 02
Temporal reasoning for decision support in medicine
Artificial Intelligence in Medicine
Extending the event calculus for tracking epidemic spread
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
StatStream: statistical monitoring of thousands of data streams in real time
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Situation recognition: representation and algorithms
IJCAI'93 Proceedings of the 13th international joint conference on Artifical intelligence - Volume 1
A framework for distributed mediation of temporal-abstraction queries to clinical databases
Artificial Intelligence in Medicine
Probabilistic abstraction of uncertain temporal data for multiple subjects
SARA'05 Proceedings of the 6th international conference on Abstraction, Reformulation and Approximation
A new approach to the abstraction of monitoring data in intensive care
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Probabilistic abstraction of multiple longitudinal electronic medical records
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
M-HTP: A system for monitoring heart transplant patients
Artificial Intelligence in Medicine
Guardian: A prototype intelligent agent for intensive-care monitoring
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
Intermediate depth representations
Artificial Intelligence in Medicine
Editorial: Intelligent monitoring and control of dynamic physiological systems
Artificial Intelligence in Medicine
Metaphors of movement: a visualization and user interface for time-oriented, skeletal plans
Artificial Intelligence in Medicine
AI in medicine on its way from knowledge-intensive to data-intensive systems
Artificial Intelligence in Medicine
Intelligent analysis of clinical time series: an application in the diabetes mellitus domain
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
The impact of independent model formation on model-based service interoperability
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
Hierarchical Classifiers for Complex Spatio-temporal Concepts
Transactions on Rough Sets IX
Artificial Intelligence in Medicine
Case-based Planning of Treatment of Infants with Respiratory Failure
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
Automatic generation of textual summaries from neonatal intensive care data
Artificial Intelligence
Intelligent adaptive monitoring for cardiac surveillance
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Methodological Review: What can natural language processing do for clinical decision support?
Journal of Biomedical Informatics
Journal of Theoretical and Applied Electronic Commerce Research
A multidimensional temporal abstractive data mining framework
HIKM '10 Proceedings of the Fourth Australasian Workshop on Health Informatics and Knowledge Management - Volume 108
Proceedings of the 1st ACM International Health Informatics Symposium
Using data mining techniques to predict hospitalization of hemodialysis patients
Decision Support Systems
Avian influenza: Temporal modeling of a human to human transmission case
Expert Systems with Applications: An International Journal
BioNLP '11 Proceedings of BioNLP 2011 Workshop
Web-based querying and temporal visualization of longitudinal clinical data
AIME'11 Proceedings of the 13th conference on Artificial intelligence in medicine
Querying temporal clinical databases on granular trends
Journal of Biomedical Informatics
KR4HC'09 Proceedings of the 2009 AIME international conference on Knowledge Representation for Health-Care: data, Processes and Guidelines
Case-based Planning of Treatment of Infants with Respiratory Failure
Fundamenta Informaticae - Concurrency Specification and Programming (CS&P)
User-centered visual analysis using a hybrid reasoning architecture for intensive care units
Decision Support Systems
Visual Analysis of Compliance with Clinical Guidelines
Proceedings of the 13th International Conference on Knowledge Management and Knowledge Technologies
Methodological Review: Annotating temporal information in clinical narratives
Journal of Biomedical Informatics
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Objective: Intelligent clinical data analysis systems require precise qualitative descriptions of data to enable effective and context sensitive interpretation to take place. Temporal abstraction (TA) provides the means to achieve such descriptions, which can then be used as input to a reasoning engine where they are evaluated against a knowledge base to arrive at possible clinical hypotheses. This paper surveys previous research into the development of intelligent clinical data analysis systems that incorporate TA mechanisms and presents research synergies and trends across the research reviewed, especially those associated with the multi-dimensional nature of real-time patient data streams. The motivation for this survey is case study based research into the development of an intelligent real-time, high-frequency patient monitoring system to provide detection of temporal patterns within multiple patient data streams. Results: The survey was based on factors that are of importance to broaden research into temporal abstraction and on characteristics we believe will assume an increasing level of importance for future clinical IDA systems. These factors were: aspects of the data that is abstracted such as source domain and sample frequency, complexity available within abstracted patterns, dimensionality of the TA and data environment and the knowledge and reasoning underpinning TA processes. Conclusion: It is evident from the review that for intelligent clinical data analysis systems to progress into the future where clinical environments are becoming increasingly data-intensive, the ability for managing multi-dimensional aspects of data at high observation and sample frequencies must be provided. Also, the detection of complex patterns within patient data requires higher levels of TA than are presently available. The conflicting matters of computational tractability and temporal reasoning within a real-time environment present a non-trivial problem for investigation in regard to these matters. Finally, to be able to fully exploit the value of learning new knowledge from stored clinical data through data mining and enable its application to data abstraction, the fusion of data mining and TA processes becomes a necessity.