Shonali Krishnaswamy

Affiliations:
  • Monash University, Melbourne, Australia


According to our database1, Shonali Krishnaswamy authored at least 159 papers between 1999 and 2022.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2022
Inductive Representation Learning of Multiple ICD Codes for Healthcare.
Proceedings of the 17th IEEE International Conference on Control & Automation, 2022

2020
Understanding and improving ontology reasoning efficiency through learning and ranking.
Inf. Syst., 2020

2018
Fast and Scalable Big Data Trajectory Clustering for Understanding Urban Mobility.
IEEE Trans. Intell. Transp. Syst., 2018

Activity Recognition with Evolving Data Streams: A Review.
ACM Comput. Surv., 2018

2017
Biclustering: An application of Dual Topic Models.
Proceedings of the 2017 SIAM International Conference on Data Mining, 2017

2016
AnyNovel: detection of novel concepts in evolving data streams.
Evol. Syst., 2016

Understanding Urban Mobility via Taxi Trip Clustering.
Proceedings of the IEEE 17th International Conference on Mobile Data Management, 2016

Active Learning for On-Line Partial Discharge Monitoring in Noisy Environments.
Proceedings of the IEEE 17th International Conference on Mobile Data Management, 2016

Visualize People's Mobility - Both individually and Collectively - Using Mobile Phone Cellular Data.
Proceedings of the IEEE 17th International Conference on Mobile Data Management, 2016

ConTrack: A Scalable Method for Tracking Multiple Concepts in Large Scale Multidimensional Data.
Proceedings of the IEEE 16th International Conference on Data Mining, 2016

A Distributed Graph Algorithm for Discovering Unique Behavioral Groups from Large-Scale Telco Data.
Proceedings of the 25th ACM International Conference on Information and Knowledge Management, 2016

2015
Scalable Energy-Efficient Distributed Data Analytics for Crowdsensing Applications in Mobile Environments.
IEEE Trans. Comput. Soc. Syst., 2015

Adaptive mobile activity recognition system with evolving data streams.
Neurocomputing, 2015

Rank-GeoFM: A Ranking based Geographical Factorization Method for Point of Interest Recommendation.
Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2015

R2O2: An Efficient Ranking-Based Reasoner for OWL Ontologies.
Proceedings of the Semantic Web - ISWC 2015, 2015

Next place prediction by understanding mobility patterns.
Proceedings of the 2015 IEEE International Conference on Pervasive Computing and Communication Workshops, 2015

From Mobile Phone Data to Transport Network - Gaining Insight about Human Mobility.
Proceedings of the 16th IEEE International Conference on Mobile Data Management, 2015

Deep Convolutional Neural Networks on Multichannel Time Series for Human Activity Recognition.
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015

Mobility Profiling for User Verification with Anonymized Location Data.
Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, 2015

Active learning for accurate analysis of streaming partial discharge data.
Proceedings of the 2015 IEEE Conference on Prognostics and Health Management, 2015

Where you Instagram?: Associating Your Instagram Photos with Points of Interest.
Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

Taxi trip time prediction using similar trips and road network data.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

Mobile user verification/identification using statistical mobility profile.
Proceedings of the 2015 International Conference on Big Data and Smart Computing, 2015

Human activity classification in people centric sensing exploiting sparseness measurement.
Proceedings of the 10th International Conference on Information, 2015

2014
Data stream mining in ubiquitous environments: state-of-the-art and current directions.
WIREs Data Mining Knowl. Discov., 2014

A Retrieval Strategy for Case-Based Reasoning Using Similarity and Association Knowledge.
IEEE Trans. Cybern., 2014

The Ubiquitous Semantic Web: Promises, Progress and Challenges.
Int. J. Semantic Web Inf. Syst., 2014

The mobile semantic web.
Proceedings of the 23rd International World Wide Web Conference, 2014

Activity Recognition Using a Few Label Samples.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2014

Mobile Big Data Analytics: Research, Practice, and Opportunities.
Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

Oscillation Resolution for Mobile Phone Cellular Tower Data to Enable Mobility Modelling.
Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

Home and Work Place Prediction for Urban Planning Using Mobile Network Data.
Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

An Interactive Analytics Tool for Understanding Location Semantics and Mobility of Users Using Mobile Network Data.
Proceedings of the IEEE 15th International Conference on Mobile Data Management, 2014

A Meta-reasoner to Rule Them All: Automated Selection of OWL Reasoners Based on Efficiency.
Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, 2014

CARDAP: A Scalable Energy-Efficient Context Aware Distributed Mobile Data Analytics Platform for the Fog.
Proceedings of the Advances in Databases and Information Systems, 2014

How Long Will It Take? Accurate Prediction of Ontology Reasoning Performance.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013
Building ubiquitous computing applications using the VERSAG adaptive agent framework.
J. Syst. Softw., 2013

Open Mobile Miner: A Toolkit for Building Situation-Aware Data Mining Applications.
J. Organ. Comput. Electron. Commer., 2013

Interactive self-adaptive clutter-aware visualisation for mobile data mining.
J. Comput. Syst. Sci., 2013

ShareLikesCrowd: Mobile analytics for participatory sensing and crowd-sourcing applications.
Proceedings of the Workshops Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

Where Will You Go? Mobile Data Mining for Next Place Prediction.
Proceedings of the Data Warehousing and Knowledge Discovery, 2013

2012
Predicting Reasoning Performance Using Ontology Metrics.
Proceedings of the Semantic Web - ISWC 2012, 2012

A Rigorous Characterization of Classification Performance - A Tale of Four Reasoners.
Proceedings of the 1st International Workshop on OWL Reasoner Evaluation (ORE-2012), 2012

To Taxi or Not to Taxi? - Enabling Personalised and Real-Time Transportation Decisions for Mobile Users.
Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

Using On-the-Move Mining for Mobile Crowdsensing.
Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

Mobile Data Stream Mining: From Algorithms to Applications.
Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

MARS: A Personalised Mobile Activity Recognition System.
Proceedings of the 13th IEEE International Conference on Mobile Data Management, 2012

StreamAR: Incremental and Active Learning with Evolving Sensory Data for Activity Recognition.
Proceedings of the IEEE 24th International Conference on Tools with Artificial Intelligence, 2012

An integrated framework for human activity recognition.
Proceedings of the 2012 ACM Conference on Ubiquitous Computing, 2012

An integrated framework for human activity classification.
Proceedings of the 2012 ACM Conference on Ubiquitous Computing, 2012

Learning to be energy-wise: discriminative methods for load disaggregation.
Proceedings of the 3rd International Conference on Energy-Efficient Computing and Networking, 2012

Mobile Activity Recognition Using Ubiquitous Data Stream Mining.
Proceedings of the Data Warehousing and Knowledge Discovery, 2012

CBARS: Cluster Based Classification for Activity Recognition Systems.
Proceedings of the Advanced Machine Learning Technologies and Applications, 2012

Rule Ensemble Learning Using Hierarchical Kernels in Structured Output Spaces.
Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

2011
Energy-Aware Data Processing Techniques for Wireless Sensor Networks: A Review.
Trans. Large Scale Data Knowl. Centered Syst., 2011

Energy conservation in wireless sensor networks: a rule-based approach.
Knowl. Inf. Syst., 2011

Improving Efficiency of Service-Oriented Context-Driven Software Agents.
Cybern. Syst., 2011

Resource-aware ECG analysis on mobile devices.
Proceedings of the 2011 ACM Symposium on Applied Computing (SAC), TaiChung, Taiwan, March 21, 2011

ProMWS: Proactive mobile Web service provision using context-awareness.
Proceedings of the Ninth Annual IEEE International Conference on Pervasive Computing and Communications, 2011

A Case Retrieval Approach Using Similarity and Association Knowledge.
Proceedings of the On the Move to Meaningful Internet Systems: OTM 2011, 2011

RA-SAX: Resource-Aware Symbolic Aggregate Approximation for Mobile ECG Analysis.
Proceedings of the 12th IEEE International Conference on Mobile Data Management, 2011

Role of Context-Awareness for Demand Response Mechanisms.
Proceedings of the Information and Communication on Technology for the Fight against Global Warming, 2011

Enhancing Activity Recognition in Smart Homes Using Feature Induction.
Proceedings of the Data Warehousing and Knowledge Discovery, 2011

A Retrieval Strategy Using the Integrated Knowledge of Similarity and Associations.
Proceedings of the Database Systems for Advanced Applications, 2011

Advances in data stream mining for mobile and ubiquitous environments.
Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

Retrieval in CBR Using a Combination of Similarity and Association Knowledge.
Proceedings of the Advanced Data Mining and Applications - 7th International Conference, 2011

Enabling Scalable Semantic Reasoning for Mobile Services.
Proceedings of the Semantic Services, Interoperability and Web Applications, 2011

2010
Situation-Aware Adaptive Processing (SAAP) of Data Streams.
Proceedings of the Pervasive Computing, 2010

Data Stream Mining.
Proceedings of the Data Mining and Knowledge Discovery Handbook, 2nd ed., 2010

Ontology-based service-oriented architecture for emergency management in mass gatherings.
Proceedings of the IEEE International Conference on Service-Oriented Computing and Applications, 2010

Web Services for Analysing and Summarising Online Opinions and Reviews.
Proceedings of the Towards a Service-Based Internet - Third European Conference, 2010

A knowledge-rich similarity measure for improving IT incident resolution process.
Proceedings of the 2010 ACM Symposium on Applied Computing (SAC), 2010

Context-aware and resource efficient sensing infrastructure for context-aware applications.
Proceedings of the Eigth Annual IEEE International Conference on Pervasive Computing and Communications, 2010

Adaptation Support for Agent Based Pervasive Systems.
Proceedings of the Mobile and Ubiquitous Systems: Computing, Networking, and Services, 2010

Service Oriented Context-Aware Software Agents for Greater Efficiency.
Proceedings of the Agent and Multi-Agent Systems: Technologies and Applications, 2010

The Role of Domain Ontology for Medical Emergency Management in Mass Gatherings.
Proceedings of the Bridging the Socio-technical Gap in Decision Support Systems, 2010

Adaptive Clutter-Aware Visualization for Mobile Data Stream Mining.
Proceedings of the 22nd IEEE International Conference on Tools with Artificial Intelligence, 2010

RnR: A System for Extracting Rationale from Online Reviews and Ratings.
Proceedings of the Service-Oriented Computing - 8th International Conference, 2010

RnR: Extracting Rationale from Online Reviews and Ratings.
Proceedings of the ICDMW 2010, 2010

Clutter-Adaptive Visualization for Mobile Data Mining.
Proceedings of the ICDMW 2010, 2010

iCALT: Intelligent Context-Aware Learning and Teaching Environment.
Proceedings of the ICALT 2010, 2010

2009
Enabling Scalable Semantic Reasoning for Mobile Services.
Int. J. Semantic Web Inf. Syst., 2009

Context-aware adaptive data stream mining.
Intell. Data Anal., 2009

A Weighted Approach to Partial Matching for Mobile Reasoning.
Proceedings of the Semantic Web - ISWC 2009, 8th International Semantic Web Conference, 2009

Efficient mobile reasoning for pervasive discovery.
Proceedings of the 2009 ACM Symposium on Applied Computing (SAC), 2009

Component Based Approach for Composing Adaptive Mobile Agents.
Proceedings of the Agent and Multi-Agent Systems: Technologies and Applications, 2009

Cost efficient, adaptive reasoning strategies for pervasive service discovery.
Proceedings of the 2009 international conference on Pervasive services, 2009

Runtime efficiency of adaptive mobile software agents in pervasive computing environments.
Proceedings of the 2009 international conference on Pervasive services, 2009

Runtime Adaptation of Multiagent Systems for Ubiquitous Environments.
Proceedings of the 2009 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2009

Mobile Data Mining for Intelligent Healthcare Support.
Proceedings of the 42st Hawaii International International Conference on Systems Science (HICSS-42 2009), 2009

2008
Explanation-aware service selection: rationale and reputation.
Serv. Oriented Comput. Appl., 2008

Using association rules for energy conservation in wireless sensor networks.
Proceedings of the 2008 ACM Symposium on Applied Computing (SAC), 2008

Situation-Aware Adaptive Visualization for Sensory Data Stream Mining.
Proceedings of the Knowledge Discovery from Sensor Data, 2008

Optimised Mobile Reasoning for Pervasive Service Discovery.
Proceedings of the 2008 IEEE International Conference on Web Services (ICWS 2008), 2008

Explaining Reputation for Informed Web Services Selection.
Proceedings of the 2008 IEEE International Conference on Web Services (ICWS 2008), 2008

Optimised Semantic Reasoning for Pervasive Service Discovery.
Proceedings of the Service-Oriented Computing, 2008

ARTS: Adaptive Rule Triggers on Sensors for Energy Conservation in Applications using Coarse-Granularity Data.
Proceedings of the International Conference on Embedded Software and Systems, 2008

A Weighted Approach for Optimised Reasoning for Pervasive Service Discovery Using Semantics and Context.
Proceedings of the ICEIS 2008, 2008

Reasoning about Context in Uncertain Pervasive Computing Environments.
Proceedings of the Smart Sensing and Context, Third European Conference, 2008

VERSAG: Context-Aware Adaptive Mobile Agents for the Semantic Web.
Proceedings of the 32nd Annual IEEE International Computer Software and Applications Conference, 2008

EADRM: A Framework for Explanation-Aware Distributed Reputation Management of Web Services.
Proceedings of the 3rd IEEE Asia-Pacific Services Computing Conference, 2008

2007
A Survey of Classification Methods in Data Streams.
Proceedings of the Data Streams - Models and Algorithms, 2007

Current research in conceptual modelling of agent mobility: an ontology-based evaluation.
Int. J. Metadata Semant. Ontologies, 2007

Improving the quality of business and quality of experience in web services through prioritising and scheduling.
Int. J. Bus. Process. Integr. Manag., 2007

A fuzzy approach for interpretation of ubiquitous data stream clustering and its application in road safety.
Intell. Data Anal., 2007

Simulated Intersection Environment and Learning of Collision and Traffic Data in the U&I Aware Framework.
Proceedings of the Ubiquitous Intelligence and Computing, 4th International Conference, 2007

Collision Pattern Modeling and Real-Time Collision Detection at Road Intersections.
Proceedings of the IEEE Intelligent Transportation Systems Conference, 2007

U&I Aware: A Framework Using Data Mining and Collision Detection to Increase Awareness for Intersection Users.
Proceedings of the 21st International Conference on Advanced Information Networking and Applications (AINA 2007), 2007

2006
A fuzzy model for reasoning about reputation in web services.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

AOEX: An Agent-Based Exception Handling Framework for Building Reliable, Distributed, Open Software Systems.
Proceedings of the Knowledge-Based Software Engineering, 2006

Discovering Relevant Services in Pervasive Environments Using Semantics and Context.
Proceedings of the Ubiquitous Computing, 2006

Visualisation of Fuzzy Classification of Data Elements in Ubiquitous Data Stream Mining.
Proceedings of the Ubiquitous Computing, 2006

Ontology-Based Agent Mobility Modelling.
Proceedings of the 39th Hawaii International International Conference on Systems Science (HICSS-39 2006), 2006

Towards Explanation-Aware Selection in Internet-Scale Infrastructures: Generating Rationale for Web Services Ratings and Reputation.
Proceedings of the Tenth IEEE International Enterprise Distributed Object Computing Conference (EDOC 2006), 2006

An Evaluation of Query Languages for Context-Aware Computing.
Proceedings of the 17th International Workshop on Database and Expert Systems Applications (DEXA 2006), 2006

2005
Mining data streams: a review.
SIGMOD Rec., 2005

Service Domains for Ambient Services: Concept and Experimentation.
Mob. Networks Appl., 2005

Resource-aware Mining of Data Streams.
J. Univers. Comput. Sci., 2005

Extending UDDI with Recommendations: An Association Analysis Approach.
Proceedings of the Web Services and Model-Driven Enterprise Information Services, 2005

A Semantic Distance Measure for Matching Web Services.
Proceedings of the Web Information Systems Engineering - WISE 2005 Workshops, 2005

Wireless Sensor Networks: From Data to Context to Energy Saving.
Proceedings of the 2005 International Workshop on Ubiquitous Data Management (UDM 2005), 2005

Mobile agents for network management: when and when not!
Proceedings of the 2005 ACM Symposium on Applied Computing (SAC), 2005

Relevant Past Performance for Selecting Web Services.
Proceedings of the Fifth International Conference on Quality Software (QSIC 2005), 2005

A Context-Aware Approach to Conserving Energy in Wireless Sensor Networks.
Proceedings of the 3rd IEEE Conference on Pervasive Computing and Communications Workshops (PerCom 2005 Workshops), 2005

Making Sense of Ubiquitous Data Streams - A Fuzzy Logic Approach.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2005

Filter-Predict-Schedule: Balancing the Needs of Users and Web Service Providers.
Proceedings of the iiWAS'2005, 2005

Context-Aware Ubiquitous Data Mining Based Agent Model for Intersection Safety.
Proceedings of the Embedded and Ubiquitous Computing - EUC 2005 Workshops, 2005

2004
A hybrid model for improving response time in distributed data mining.
IEEE Trans. Syst. Man Cybern. Part B, 2004

Estimating Computation Times of Data-Intensive Applications.
IEEE Distributed Syst. Online, 2004

Smart Virtual Counterparts for Learning Communities.
Proceedings of the Web Information Systems, 2004

A Wireless Data Stream Mining Model.
Proceedings of the Wireless Information Systems, 2004

An Agent Supported Virtual Educational Environment.
Proceedings of the iiWAS'2004, 2004

Reputation = f(User Ranking, Compliance, Verity).
Proceedings of the IEEE International Conference on Web Services (ICWS'04), 2004

MGAIA: Extending the GAIA Methodology to Model Mobile Agent Systems.
Proceedings of the ICEIS 2004, 2004

PIAVEE - A Pedagogy-Independent Education Environment.
Proceedings of the IEEE International Conference on Advanced Learning Technologies, 2004

Adding Flexibility to a Room Booking System Using Argumentation-Inspired Negotiations as Mediated by Mobile Agents.
Proceedings of the 2004 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2004), 2004

Towards an Ontology for Agent Mobility.
Proceedings of the Conceptual Modeling for Advanced Application Domains, 2004

Towards an Adaptive Approach for Mining Data Streams in Resource Constrained Environments.
Proceedings of the Data Warehousing and Knowledge Discovery, 6th International Conference, 2004

Experiences with Software Engineering of Mobile Agent Applications.
Proceedings of the 15th Australian Software Engineering Conference (ASWEC 2004), 2004

UML Documentation Support for XML Schema.
Proceedings of the 15th Australian Software Engineering Conference (ASWEC 2004), 2004

Graphical Representation of XML Schema.
Proceedings of the Advanced Web Technologies and Applications, 2004

AgentUDM: A Mobile Agent Based Support Infrastructure for Ubiquitous Data Mining.
Proceedings of the 18th International Conference on Advanced Information Networking and Applications (AINA 2004), 2004

Mobile Agents as Smart Virtual Counterparts.
Proceedings of the 18th International Conference on Advanced Information Networking and Applications (AINA 2004), 2004

Cost-Efficient Mining Techniques for Data Streams.
Proceedings of the ACSW Frontiers 2004, 2004 ACSW Workshops, 2004

2003
Estimating Computation Times in Data Intensive E-Services.
Proceedings of the 4th International Conference on Web Information Systems Engineering, 2003

Verity: a QoS metric for selecting Web services and providers.
Proceedings of the 4th International Conference on Web Information Systems Engineering Workshops, 2003

A Hybrid Model for Optimising Distributed Data Mining.
Proceedings of the Distributed Computing, 2003

From m-GAIA to Grasshopper: Engineering Mobile Agent Applications.
Proceedings of the iiWAS'2003, 2003

Using Mobile Agents to Support Unreliable Database Retrieval Operations.
Proceedings of the 17th International Conference on Advanced Information Networking and Applications (AINA'03), 2003

2002
An XML Specification Language to Support a Virtual Marketplace of Data Mining E-Services.
Proceedings of the 3rd International Conference on Web Information Systems Engineering Workshops, 2002

Application run time estimation: a quality of service metric for web-based data mining services.
Proceedings of the 2002 ACM Symposium on Applied Computing (SAC), 2002

Supporting the Optimisation of Distributed Data Mining by Predicting Application Run Times.
Proceedings of the ICEIS 2002, 2002

Techniques for Estimating the Computation and Communication Costs of Distributed Data Mining.
Proceedings of the Computational Science - ICCS 2002, 2002

Towards Anytime Anywhere Data Mining e-Services.
Proceedings of the 15th Australian Joint Conference on Artificial Intelligence 2002, 2002

2001
Towards Data Mining Services on the Internet with a Multiple Service Provider Model: An XML Based Approach.
J. Electron. Commer. Res., 2001

Knowledge Elicitation through Web-Based Data Mining Services.
Proceedings of the Advances in Learning Software Organizations, 2001

Federated Data Mining Services and a Supporting XML-based Language.
Proceedings of the 34th Annual Hawaii International Conference on System Sciences (HICSS-34), 2001

2000
An Architecture to Support Distributed Data Mining Services in E-Commerce Environments.
Proceedings of the Second International Workshop on Advance Issues of E-Commerce and Web-Based Information Systems (WECWIS 2000), 2000

1999
Using Knowledge Discovery Techniques for Database Schema Refinement.
Proceedings of the 32nd Annual Hawaii International Conference on System Sciences (HICSS-32), 1999


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