Diane J. Cook

Orcid: 0000-0002-4441-7508

Affiliations:
  • Washington State University, Pullman, WA, USA


According to our database1, Diane J. Cook authored at least 338 papers between 1987 and 2023.

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

Awards

IEEE Fellow

IEEE Fellow 2008, "For contributions to machine learning algorithm design and application".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2023
CALDA: Improving Multi-Source Time Series Domain Adaptation With Contrastive Adversarial Learning.
IEEE Trans. Pattern Anal. Mach. Intell., December, 2023

The Indoor Predictability of Human Mobility: Estimating Mobility With Smart Home Sensors.
IEEE Trans. Emerg. Top. Comput., 2023

Time-to-Pattern: Information-Theoretic Unsupervised Learning for Scalable Time Series Summarization.
CoRR, 2023

ActSafe: Predicting Violations of Medical Temporal Constraints for Medication Adherence.
CoRR, 2023

The Scope of In-Context Learning for the Extraction of Medical Temporal Constraints.
Proceedings of the 11th IEEE International Conference on Healthcare Informatics, 2023

Modeling Human Frailty with a Smart Home-Based Approximation of Entropy.
Proceedings of the 14th ACM International Conference on Bioinformatics, 2023

2022
Memory-Aware Active Learning in Mobile Sensing Systems.
IEEE Trans. Mob. Comput., 2022

Multi-Person Activity Recognition in Continuously Monitored Smart Homes.
IEEE Trans. Emerg. Top. Comput., 2022

Multimodal Fusion of Smart Home and Text-based Behavior Markers for Clinical Assessment Prediction.
ACM Trans. Comput. Heal., 2022

Detecting Smartwatch-Based Behavior Change in Response to a Multi-Domain Brain Health Intervention.
ACM Trans. Comput. Heal., 2022

Domain Adaptation Under Behavioral and Temporal Shifts for Natural Time Series Mobile Activity Recognition.
CoRR, 2022

PIP: Pictorial Interpretable Prototype Learning for Time Series Classification.
IEEE Comput. Intell. Mag., 2022

2021
Behavioral Differences Between Subject Groups Identified Using Smart Homes and Change Point Detection.
IEEE J. Biomed. Health Informatics, 2021

Indirectly Supervised Anomaly Detection of Clinically Meaningful Health Events from Smart Home Data.
ACM Trans. Intell. Syst. Technol., 2021

Recent Developments in Privacy-preserving Mining of Clinical Data.
Trans. Data Sci., 2021

sMRT: Multi-Resident Tracking in Smart Homes With Sensor Vectorization.
IEEE Trans. Pattern Anal. Mach. Intell., 2021

A survey of deep network techniques all classifiers can adopt.
Data Min. Knowl. Discov., 2021

HydraGAN A Multi-head, Multi-objective Approach to Synthetic Data Generation.
CoRR, 2021

Mimic: An adaptive algorithm for multivariate time series classification.
CoRR, 2021

Fusing Ambient and Mobile Sensor Features Into a Behaviorome for Predicting Clinical Health Scores.
IEEE Access, 2021

2020
Context-Aware Delivery of Ecological Momentary Assessment.
IEEE J. Biomed. Health Informatics, 2020

A Survey of Unsupervised Deep Domain Adaptation.
ACM Trans. Intell. Syst. Technol., 2020

Cyber-physical Support of Daily Activities: A Robot/Smart Home Partnership.
ACM Trans. Cyber Phys. Syst., 2020

Analyzing Sensor-Based Individual and Population Behavior Patterns via Inverse Reinforcement Learning.
Sensors, 2020

Study of Effectiveness of Prior Knowledge for Smart Home Kit Installation.
Sensors, 2020

Easing Power Consumption of Wearable Activity Monitoring with Change Point Detection.
Sensors, 2020

Using continuous sensor data to formalize a model of in-home activity patterns.
J. Ambient Intell. Smart Environ., 2020

Transfer Learning for Activity Recognition in Mobile Health.
CoRR, 2020

Computational Intelligence Techniques for Combating COVID-19: A Survey.
IEEE Comput. Intell. Mag., 2020

[Guest Editorial].
IEEE Comput. Intell. Mag., 2020

Digitally mapping the human behaviorome.
Proceedings of the 2020 IEEE International Conference on Pervasive Computing and Communications, 2020

Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

BraIN: A Bidirectional Generative Adversarial Networks for image captions.
Proceedings of the ACAI 2020: 3rd International Conference on Algorithms, 2020

2019
Human Activity Recognition from Continuous Ambient Sensor Data.
Dataset, September, 2019

Real-Time Change Point Detection with Application to Smart Home Time Series Data.
IEEE Trans. Knowl. Data Eng., 2019

Iterative Design of Visual Analytics for a Clinician-in-the-Loop Smart Home.
IEEE J. Biomed. Health Informatics, 2019

SynSys: A Synthetic Data Generation System for Healthcare Applications.
Sensors, 2019

Enhancing activity recognition using CPD-based activity segmentation.
Pervasive Mob. Comput., 2019

A Survey of Techniques All Classifiers Can Learn from Deep Networks: Models, Optimizations, and Regularization.
CoRR, 2019

Multi-Purposing Domain Adaptation Discriminators for Pseudo Labeling Confidence.
CoRR, 2019

Activity2Vec: Learning ADL Embeddings from Sensor Data with a Sequence-to-Sequence Model.
CoRR, 2019

Robot-enabled support of daily activities in smart home environments.
Cogn. Syst. Res., 2019

Utilizing Consumer-grade Wearable Sensors for Unobtrusive Rehabilitation Outcome Prediction.
Proceedings of the 2019 IEEE EMBS International Conference on Biomedical & Health Informatics, 2019

2018
Smart Home-Based Prediction of Multidomain Symptoms Related to Alzheimer's Disease.
IEEE J. Biomed. Health Informatics, 2018

Using Smart City Technology to Make Healthcare Smarter.
Proc. IEEE, 2018

Fall detection in smart home environments using UWB sensors and unsupervised change detection.
J. Reliab. Intell. Environ., 2018

Automatic assessment of functional health decline in older adults based on smart home data.
J. Biomed. Informatics, 2018

Adversarial Transfer Learning.
CoRR, 2018

Activity Recognition Using Graphical Features from Smart Phone Sensor.
Proceedings of the Internet of Things - ICIOT 2018, 2018

2017
Learning Activity Predictors from Sensor Data: Algorithms, Evaluation, and Applications.
IEEE Trans. Knowl. Data Eng., 2017

Guest EditorialSpecial Issue on Situation, Activity, and Goal Awareness in Cyber-Physical Human-Machine Systems.
IEEE Trans. Hum. Mach. Syst., 2017

Analyzing Sensor-Based Time Series Data to Track Changes in Physical Activity during Inpatient Rehabilitation.
Sensors, 2017

Activity Learning as a Foundation for Security Monitoring in Smart Homes.
Sensors, 2017

Forecasting occurrences of activities.
Pervasive Mob. Comput., 2017

Special Issue - Pervasive Computing for Gerontechnology.
Pervasive Mob. Comput., 2017

Collegial activity learning between heterogeneous sensors.
Knowl. Inf. Syst., 2017

A survey of methods for time series change point detection.
Knowl. Inf. Syst., 2017

Analyzing the Relationship between Human Behavior and Indoor Air Quality.
J. Sens. Actuator Networks, 2017

Smart secure homes: a survey of smart home technologies that sense, assess, and respond to security threats.
J. Reliab. Intell. Environ., 2017

Using wrist-worn sensors to measure and compare physical activity changes for patients undergoing rehabilitation.
Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications Workshops, 2017

Measuring changes in gait and vehicle transfer ability during inpatient rehabilitation with wearable inertial sensors.
Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications Workshops, 2017

Using change point detection to automate daily activity segmentation.
Proceedings of the 2017 IEEE International Conference on Pervasive Computing and Communications Workshops, 2017

Mobile sensing to improve medication adherence: demo abstract.
Proceedings of the 16th ACM/IEEE International Conference on Information Processing in Sensor Networks, 2017

Thyme: Improving Smartphone Prompt Timing Through Activity Awareness.
Proceedings of the 16th IEEE International Conference on Machine Learning and Applications, 2017

Modeling Skewed Class Distributions by Reshaping the Concept Space.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Automated Cognitive Health Assessment From Smart Home-Based Behavior Data.
IEEE J. Biomed. Health Informatics, 2016

Modeling patterns of activities using activity curves.
Pervasive Mob. Comput., 2016

Special issue introduction.
Pervasive Mob. Comput., 2016

Introduction to the Issue on Person-Centered Signal Processing for Assistive, Rehabilitative, and Wearable Health Technologies.
IEEE J. Sel. Top. Signal Process., 2016

One-Class Classification-Based Real-Time Activity Error Detection in Smart Homes.
IEEE J. Sel. Top. Signal Process., 2016

A Genetic Algorithm approach to motion sensor placement in smart environments.
J. Reliab. Intell. Environ., 2016

Smart home in a box: usability study for a large scale self-installation of smart home technologies.
J. Reliab. Intell. Environ., 2016

Unsupervised detection and analysis of changes in everyday physical activity data.
J. Biomed. Informatics, 2016

Ambient intelligence for health environments.
J. Biomed. Informatics, 2016

Ambient and smartphone sensor assisted ADL recognition in multi-inhabitant smart environments.
J. Ambient Intell. Humaniz. Comput., 2016

Using Smart Homes to Detect and Analyze Health Events.
Computer, 2016

Designing Wearable Sensor-Based Analytics for Quantitative Mobility Assessment.
Proceedings of the 2016 IEEE International Conference on Smart Computing, 2016

Detecting Health and Behavior Change by Analyzing Smart Home Sensor Data.
Proceedings of the 2016 IEEE International Conference on Smart Computing, 2016

Introduction to the Technologies for Healthy Aging Minitrack.
Proceedings of the 49th Hawaii International Conference on System Sciences, 2016

Toward personalized and context-aware prompting for smartphone-based intervention.
Proceedings of the 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2016

Quantitative assessment of lower limb and cane movement with wearable inertial sensors.
Proceedings of the 2016 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2016

Extracting Generalizable Spatial Features from Smart Phones Datasets.
Proceedings of the Artificial Intelligence Applied to Assistive Technologies and Smart Environments, 2016

2015
RACOG and wRACOG: Two Probabilistic Oversampling Techniques.
IEEE Trans. Knowl. Data Eng., 2015

Analyzing Activity Behavior and Movement in a Naturalistic Environment Using Smart Home Techniques.
IEEE J. Biomed. Health Informatics, 2015

Transfer Learning across Feature-Rich Heterogeneous Feature Spaces via Feature-Space Remapping (FSR).
ACM Trans. Intell. Syst. Technol., 2015

Automated Detection of Activity Transitions for Prompting.
IEEE Trans. Hum. Mach. Syst., 2015

CRAFFT: an activity prediction model based on Bayesian networks.
J. Ambient Intell. Humaniz. Comput., 2015

Predicting Functional Independence Measure Scores During Rehabilitation With Wearable Inertial Sensors.
IEEE Access, 2015

Data-Driven Activity Prediction: Algorithms, Evaluation Methodology, and Applications.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Behavior Analysis for Elderly.
Proceedings of the Human Behavior Understanding - 6th International Workshop, 2015

Data Analytics for Pervasive Health.
Proceedings of the Healthcare Data Analytics., 2015

2014
Activity recognition on streaming sensor data.
Pervasive Mob. Comput., 2014

Mining the home environment.
J. Intell. Inf. Syst., 2014

Heterogeneous transfer learning for activity recognition using heuristic search techniques.
Int. J. Pervasive Comput. Commun., 2014

Special Issue on Ambient Interaction.
Int. J. Hum. Comput. Interact., 2014

Introduction to the Proceedings of AITAmI'14.
Proceedings of the Workshop Proceedings of the 10th International Conference on Intelligent Environments, Shanghai, China, June 30, 2014

CARL: activity-aware automation for energy efficiency.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Wearable sensors in ecological rehabilitation environments.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Digital memory notebook: experimental evaluation of motivational reward strategies.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Regression tree classification for activity prediction in smart homes.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

SmartHealthSys 2014: ACM ubicomp international workshop on smart health systems and applications.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Smart home-based longitudinal functional assessment.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Designing and evaluating active learning methods for activity recognition.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

2013
Learning Frequent Behaviors of the Users in Intelligent Environments.
IEEE Trans. Syst. Man Cybern. Syst., 2013

Introduction to the special section on intelligent systems for socially aware computing.
ACM Trans. Intell. Syst. Technol., 2013

COM: A method for mining and monitoring human activity patterns in home-based health monitoring systems.
ACM Trans. Intell. Syst. Technol., 2013

Activity Discovery and Activity Recognition: A New Partnership.
IEEE Trans. Cybern., 2013

Generalized Query-Based Active Learning to Identify Differentially Methylated Regions in DNA.
IEEE ACM Trans. Comput. Biol. Bioinform., 2013

A Survey on Ambient Intelligence in Healthcare.
Proc. IEEE, 2013

The user side of sustainability: Modeling behavior and energy usage in the home.
Pervasive Mob. Comput., 2013

Transfer learning for activity recognition: a survey.
Knowl. Inf. Syst., 2013

Learning a taxonomy of predefined and discovered activity patterns.
J. Ambient Intell. Smart Environ., 2013

"Intelligent Environments: a manifesto".
Hum. centric Comput. Inf. Sci., 2013

CASAS: A Smart Home in a Box.
Computer, 2013

A multi-agent system architecture for smart grid management and forecasting of energy demand in virtual power plants.
IEEE Commun. Mag., 2013

The AAAI-13 Conference Workshops.
AI Mag., 2013

Infrastructure-assisted smartphone-based ADL recognition in multi-inhabitant smart environments.
Proceedings of the 2013 IEEE International Conference on Pervasive Computing and Communications, 2013

Introduction to the Proceedings of AITAmI'13.
Proceedings of the Workshop Proceedings of the 9th International Conference on Intelligent Environments, 2013

Handling Class Overlap and Imbalance to Detect Prompt Situations in Smart Homes.
Proceedings of the 13th IEEE International Conference on Data Mining Workshops, 2013

wRACOG: A Gibbs Sampling-Based Oversampling Technique.
Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013

Using Bayesian Networks for Daily Activity Prediction.
Proceedings of the Plan, 2013

Preface.
Proceedings of the Space, 2013

Tracking Systems for Multiple Smart Home Residents.
Proceedings of the Human Behavior Recognition Technologies, 2013

Novelty Detection in Human Behavior through Analysis of Energy Utilization.
Proceedings of the Human Behavior Recognition Technologies, 2013

2012
Automated Activity Interventions to Assist with Activities of Daily Living.
Proceedings of the Agents and Ambient Intelligence, 2012

Sensor Selection to Support Practical Use of Health-Monitoring Smart Environments.
Proceedings of the Handbook of Ambient Assisted Living, 2012

Sensor-Based Activity Recognition.
IEEE Trans. Syst. Man Cybern. Part C, 2012

A Study of the Relationship between Weather Variables and Electric Power Demand inside a Smart Grid/Smart World Framework.
Sensors, 2012

PUCK: an automated prompting system for smart environments: toward achieving automated prompting - challenges involved.
Pers. Ubiquitous Comput., 2012

Discovering frequent user-environment interactions in intelligent environments.
Pers. Ubiquitous Comput., 2012

Special Issue on Pervasive Healthcare.
Pervasive Mob. Comput., 2012

ActiSen: Activity-aware sensor network in smart environments.
Pervasive Mob. Comput., 2012

Pervasive computing at scale: Transforming the state of the art.
Pervasive Mob. Comput., 2012

Learning Setting-Generalized Activity Models for Smart Spaces.
IEEE Intell. Syst., 2012

EAR: An Energy and Activity-Aware Routing Protocol for Wireless Sensor Networks in Smart Environments.
Comput. J., 2012

BirdsEyeView (BEV): graphical overviews of experimental data.
BMC Bioinform., 2012

Bayesian Networks Structure Learning for Activity Prediction in Smart Homes.
Proceedings of the 2012 Eighth International Conference on Intelligent Environments, 2012

Simple and Complex Activity Recognition through Smart Phones.
Proceedings of the 2012 Eighth International Conference on Intelligent Environments, 2012

Smart Home in a Box: A Large Scale Smart Home Deployment.
Proceedings of the Workshop Proceedings of the 8th International Conference on Intelligent Environments, 2012

Behavior-Based Home Energy Prediction.
Proceedings of the 2012 Eighth International Conference on Intelligent Environments, 2012

Introduction to the Proceedings of AITAmI'12.
Proceedings of the Workshop Proceedings of the 8th International Conference on Intelligent Environments, 2012

FindingHuMo: Real-Time Tracking of Motion Trajectories from Anonymous Binary Sensing in Smart Environments.
Proceedings of the 2012 IEEE 32nd International Conference on Distributed Computing Systems, 2012

Context-aware prompting from your smart phone.
Proceedings of the 2012 IEEE Consumer Communications and Networking Conference (CCNC), 2012

Using smart phones for context-aware prompting in smart environments.
Proceedings of the 2012 IEEE Consumer Communications and Networking Conference (CCNC), 2012

Sixth International Workshop on Human Aspects in Ambient Intelligence (HAI 2012).
Proceedings of the Ambient Intelligence - Third International Joint Conference, 2012

Preface.
Proceedings of the Artificial Intelligence for Gerontechnology, 2012

Organizing Committee.
Proceedings of the Artificial Intelligence for Gerontechnology, 2012

2011
Tracking Systems for Multiple Smart Home Residents.
Proceedings of the Behaviour Monitoring and Interpretation - BMI - Well-Being, 2011

Sensor selection to support practical use of health-monitoring smart environments.
WIREs Data Mining Knowl. Discov., 2011

Discovering Activities to Recognize and Track in a Smart Environment.
IEEE Trans. Knowl. Data Eng., 2011

Gerontechnology Education: Beyond the Barriers.
IEEE Pervasive Comput., 2011

Activity knowledge transfer in smart environments.
Pervasive Mob. Comput., 2011

Knowledge-Driven Activity Recognition in Intelligent Environments.
Pervasive Mob. Comput., 2011

STEPSTONE: An Intelligent Integration Architecture for Personal Tele-Health.
J. Comput. Sci. Eng., 2011

Message from the general chairs.
Proceedings of the Ninth Annual IEEE International Conference on Pervasive Computing and Communications, 2011

Ask me better questions: active learning queries based on rule induction.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Persim - Simulator for Human Activities in Pervasive Spaces.
Proceedings of the 7th International Conference on Intelligent Environments, 2011

Domain Selection and Adaptation in Smart Homes.
Proceedings of the Toward Useful Services for Elderly and People with Disabilities, 2011

Using Association Rule Mining to Discover Temporal Relations of Daily Activities.
Proceedings of the Toward Useful Services for Elderly and People with Disabilities, 2011

An Automated Prompting System for Smart Environments.
Proceedings of the Toward Useful Services for Elderly and People with Disabilities, 2011

Defining the Complexity of an Activity.
Proceedings of the Activity Context Representation: Techniques and Languages, 2011

Detecting Anomalous Sensor Events in Smart Home Data for Enhancing the Living Experience.
Proceedings of the Artificial Intelligence and Smarter Living: The Conquest of Complexity, 2011

Energy Outlier Detection in Smart Environments.
Proceedings of the Artificial Intelligence and Smarter Living: The Conquest of Complexity, 2011

2010
Human Activity Recognition and Pattern Discovery.
IEEE Pervasive Comput., 2010

Predicting air quality in smart environments.
J. Ambient Intell. Smart Environ., 2010

Recognizing independent and joint activities among multiple residents in smart environments.
J. Ambient Intell. Humaniz. Comput., 2010

Detection of Social Interaction in Smart Spaces.
Cybern. Syst., 2010

First IEEE International Workshop on Smart Environments SmartE 2010: Message from the workshop chairs.
Proceedings of the Eigth Annual IEEE International Conference on Pervasive Computing and Communications, 2010

Designing Lightweight Software Architectures for Smart Environments.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

Outlier Detection in Smart Environment Structured Power Datasets.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

Using a Hidden Markov Model for Resident Identification.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

A Data Mining Framework for Activity Recognition in Smart Environments.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

Energy Prediction in Smart Environments.
Proceedings of the Workshops Proceedings of the 6th International Conference on Intelligent Environments, 2010

Automatic Modeling of Frequent User Behaviours in Intelligent Environments.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

Mining and monitoring patterns of daily routines for assisted living in real world settings.
Proceedings of the ACM International Health Informatics Symposium, 2010

Conditional random fields for activity recognition in smart environments.
Proceedings of the ACM International Health Informatics Symposium, 2010

Mining Sensor Streams for Discovering Human Activity Patterns over Time.
Proceedings of the ICDM 2010, 2010

Discovering Temporal Features and Relations of Activity Patterns.
Proceedings of the ICDMW 2010, 2010

Automated Prompting in a Smart Home Environment.
Proceedings of the ICDMW 2010, 2010

A fuzzy based verification agent for the Persim human activity simulator in Ambient Intelligent Environments.
Proceedings of the FUZZ-IEEE 2010, 2010

Activity Recognition Based on Home to Home Transfer Learning.
Proceedings of the Plan, Activity, and Intent Recognition, 2010

Learning Activity Models for Multiple Agents in a Smart Space.
Proceedings of the Handbook of Ambient Intelligence and Smart Environments, 2010

2009
Substructure Analysis of Metabolic Pathways by Graph-Based Relational Learning.
Proceedings of the Biomedical Data and Applications, 2009

Keeping the Resident in the Loop: Adapting the Smart Home to the User.
IEEE Trans. Syst. Man Cybern. Part A, 2009

Making our environments intelligent.
Pervasive Mob. Comput., 2009

Ambient intelligence: Technologies, applications, and opportunities.
Pervasive Mob. Comput., 2009

Coping with multiple residents in a smart environment.
J. Ambient Intell. Smart Environ., 2009

Ambient intelligence and wearable computing: Sensors on the body, in the home, and beyond.
J. Ambient Intell. Smart Environ., 2009

Multi-agent smart environments.
J. Ambient Intell. Smart Environ., 2009

Learning Video Preferences Using Visual Features and Closed Captions.
IEEE Multim., 2009

The Fourth International Conference on Intelligent Environments (IE 08): A Report.
AI Mag., 2009

Learning patterns in the dynamics of biological networks.
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Interleaved Activity Recognition for Smart Home residents.
Proceedings of the Intelligent Environments 2009 - Proceedings of the 5th International Conference on Intelligent Environments, 2009

Transferring Learned Activities in Smart Environments.
Proceedings of the Intelligent Environments 2009 - Proceedings of the 5th International Conference on Intelligent Environments, 2009

Synthesizing Datasets for Pervasive Spaces.
Proceedings of the Intelligent Environments 2009 - Proceedings of the 5th International Conference on Intelligent Environments, 2009

Discovering Frequent Sets of Actions in Intelligent Environments.
Proceedings of the Intelligent Environments 2009 - Proceedings of the 5th International Conference on Intelligent Environments, 2009

gRegress: Extracting Features from Graph Transactions for Regression.
Proceedings of the IJCAI 2009, 2009

Faster computation of the direct product kernel for graph classification.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2009

Empirical comparison of graph classification algorithms.
Proceedings of the IEEE Symposium on Computational Intelligence and Data Mining, 2009

Monitoring Influenza Trends through Mining Social Media.
Proceedings of the International Conference on Bioinformatics & Computational Biology, 2009

2008
Defining the Scope of SMCB.
IEEE Trans. Syst. Man Cybern. Part B, 2008

Automatic Video Classification: A Survey of the Literature.
IEEE Trans. Syst. Man Cybern. Part C, 2008

Dynamic intimate contact social networks and epidemic interventions.
Int. J. Funct. Informatics Pers. Medicine, 2008

Inference of Edge Replacement Graph Grammars.
Int. J. Artif. Intell. Tools, 2008

Inferring Graph Grammars by Detecting Overlap in Frequent Subgraphs.
Int. J. Appl. Math. Comput. Sci., 2008

An Adaptive Sensor Mining Framework for Pervasive Computing Applications.
Proceedings of the Knowledge Discovery from Sensor Data, 2008

The Integraton of Graph-Based Knowledge Discovery with Image Segmentation Hierarchies for Data Analysis, Data Mining and Knowledge Discovery.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

Graph-Based Data Mining in Dynamic Networks: Empirical Comparison of Compression-Based and Frequency-Based Subgraph Mining.
Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

Temporal and structural analysis of biological networks in combination with microarray data.
Proceedings of the 2008 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2008

An information theoretic approach for the discovery of irregular and repetitive patterns in genomic data.
Proceedings of the 2008 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, 2008

Artificial intelligence on the body, in the home, and beyond.
Proceedings of the 3rd International ICST Conference on Body Area Networks, 2008

Dynamic Graph-based Relational Learning of Temporal Patterns in Biological Networks Changing over Time.
Proceedings of the International Conference on Bioinformatics & Computational Biology, 2008

Resident and Caregiver: Handling Multiple People in a Smart Care Facility.
Proceedings of the AI in Eldercare: New Solutions to Old Problems, 2008

2007
Learning from Supervised Graphs.
Proceedings of the Applied Graph Theory in Computer Vision and Pattern Recognition, 2007

Data Mining for Hierarchical Model Creation.
IEEE Trans. Syst. Man Cybern. Part C, 2007

Editorial.
IEEE Trans. Syst. Man Cybern. Part B, 2007

Graph-Based Analysis of Human Transfer Learning Using a Game Testbed.
IEEE Trans. Knowl. Data Eng., 2007

Making Sense of Sensor Data.
IEEE Pervasive Comput., 2007

How smart are our environments? An updated look at the state of the art.
Pervasive Mob. Comput., 2007

Inference of node replacement graph grammars.
Intell. Data Anal., 2007

Online Sequential Prediction via Incremental Parsing: The Active LeZi Algorithm.
IEEE Intell. Syst., 2007

Knowledge Discovery in Entity Based Smart Environment Resident Data Using Temporal Relation Based Data Mining.
Proceedings of the Workshops Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

Inhabitant Guidance of Smart Environments.
Proceedings of the Human-Computer Interaction. Interaction Platforms and Techniques, 2007

Learning Node Replacement Graph Grammars in Metabolic Pathways.
Proceedings of the International Conference on Bioinformatics & Computational Biology, 2007

Generating social networks of intimate contacts for the study of public health intervention strategies.
Proceedings of the 7th IEEE International Conference on Bioinformatics and Bioengineering, 2007

Prediction Models for a Smart Home Based Health Care System.
Proceedings of the 21st International Conference on Advanced Information Networking and Applications (AINA 2007), 2007

2006
Health Monitoring and Assistance to Support Aging in Place.
J. Univers. Comput. Sci., 2006

Structure Discovery in Sequentially-connected Data Streams.
Int. J. Artif. Intell. Tools, 2006

The 2005 International Florida Artificial Intelligence Research Society Conference: A Report.
AI Mag., 2006

Designing and Modeling Smart Environments (Invited Paper).
Proceedings of the 2006 International Symposium on a World of Wireless, 2006

Mining from Time Series Human Movement Data.
Proceedings of the IEEE International Conference on Systems, 2006

Inference of Node Replacement Recursive Graph Grammars.
Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

Graph Grammar Induction on Structural Data for Visual Programming.
Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2006), 2006

A Multi-agent Approach to Controlling a Smart Environment.
Proceedings of the Designing Smart Homes, The Role of Artificial Intelligence, 2006

Application of Graph-based Data Mining to Metabolic Pathways.
Proceedings of the Workshops Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

2005
Comparison of graph-based and logic-based multi-relational data mining.
SIGKDD Explor., 2005

Managing Adaptive Versatile environments.
Pervasive Mob. Comput., 2005

Iterative Structure Discovery in Graph-Based Data.
Int. J. Artif. Intell. Tools, 2005

Graph-based Relational Learning with Application to Security.
Fundam. Informaticae, 2005

Seamlessly engineering a smart environment.
Proceedings of the IEEE International Conference on Systems, 2005

Designing Smart Environments: A Paradigm Based on Learning and Prediction.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Automation Intelligence for the Smart Environment.
Proceedings of the IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30, 2005

Automated HPOMDP Construction through Data-mining Techniques in the Intelligent Environment Domain.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

A Serial Partitioning Approach to Scaling Graph-Based Knowledge Discovery.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Learning from Examples in a Single Graph.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Text Classification Using Graph-Encoded Linguistic Elements.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Structure Discovery in Sequentially Connected Data.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

A Learning Architecture for Automating the Intelligent Environment.
Proceedings of the Proceedings, 2005

Smart environments - technology, protocols and applications.
Wiley, ISBN: 978-0-471-54448-7, 2005

2004
Algorithm and Experiments in Testing Planar Graphs for Isomorphism.
J. Graph Algorithms Appl., 2004

Enhancing computer science education with a wireless intelligent simulation environment.
J. Comput. High. Educ., 2004

PREDIcting inhabitant action using action and task models with application to smart homes.
Int. J. Artif. Intell. Tools, 2004

Structural web search engine.
Int. J. Artif. Intell. Tools, 2004

Mdl-based context-free graph grammar induction and applications.
Int. J. Artif. Intell. Tools, 2004

Active Lezi: an Incremental Parsing Algorithm for Sequential Prediction.
Int. J. Artif. Intell. Tools, 2004

Attribute-Value Selection Based on Minimum Description Length.
Proceedings of the International Conference on Artificial Intelligence, 2004

Structure Discovery from Sequential Data.
Proceedings of the Seventeenth International Florida Artificial Intelligence Research Society Conference, 2004

2003
Graph-based relational learning: current and future directions.
SIGKDD Explor., 2003

Incorporating decision-theoretic planning in a robot architecture.
Robotics Auton. Syst., 2003

ONASI: Online Agent Modeling Using a Scalable Markov Model.
Int. J. Pattern Recognit. Artif. Intell., 2003

Using a Graph-Based Data Mining System to Perform Web Search.
Int. J. Pattern Recognit. Artif. Intell., 2003

Location Aware Resource Management in Smart Homes.
Proceedings of the First IEEE International Conference on Pervasive Computing and Communications (PerCom'03), 2003

MavHome: An Agent-Based Smart Home.
Proceedings of the First IEEE International Conference on Pervasive Computing and Communications (PerCom'03), 2003

Graph-based anomaly detection.
Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

User-guided reinforcement learning of robot assistive tasks for an intelligent environment.
Proceedings of the 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems, Las Vegas, Nevada, USA, October 27, 2003

Improving Home Automation by Discovering Regularly Occurring Device Usage Patterns.
Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Improving the Performance of Action Prediction through Identification of Abstract Tasks.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

Identifying Inhabitants of an Intelligent Environment Using a Graph-Based Data Mining System.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

MDL-Based Context-Free Graph Grammar Induction.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

2002
The role of prediction algorithms in the MavHome smart home architecture.
IEEE Wirel. Commun., 2002

A matrix formulation for integrating assembly trees and manufacturing resource planning with capacity constraints.
J. Intell. Manuf., 2002

Part Routing in an Automated Manufacturing System.
Proceedings of the International Conference on Parallel and Distributed Processing Techniques and Applications, 2002

Experimental Comparison of Graph-Based Relational Concept Learning with Inductive Logic Programming Systems.
Proceedings of the Inductive Logic Programming, 12th International Conference, 2002

Graph-Based Relational Concept Learning.
Proceedings of the Machine Learning, 2002

Imitating Agent Game Strategies Using a Scalable Markov Model.
Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference, 2002

Enhancing Structure Discovery for Data Mining in Graphical Databases Using Evolutionary Programming.
Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference, 2002

2001
Cover story: structural Web search using a graph-based discovery system.
Intell., 2001

Approaches to Parallel Graph-Based Knowledge Discovery.
J. Parallel Distributed Comput., 2001

Graph-Based Hierarchical Conceptual Clustering.
J. Mach. Learn. Res., 2001

A client-server computational tool for integrated artificial intelligence curriculum.
J. Comput. High. Educ., 2001

Developing a Tool for Unified Cognitive Modeling Using a Model of Learning and Understanding in Young Children.
Int. J. Artif. Intell. Tools, 2001

Approximate Association Rule Mining.
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, 2001

Structural Web Search Using a Graph-Based Discovery System.
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, 2001

Exploring the Use of Cognitive Models in AI Applications Using the Stroop Effect.
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, 2001

A Client-Server Interactive Tool for Integrated Artificial Intelligence Curriculum.
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, 2001

2000
An event set approach to sequence discovery in medical data.
Intell. Data Anal., 2000

Graph-Based Data Mining.
IEEE Intell. Syst., 2000

A Parallel Approach to Modeling Language Learning and Understanding in Young Children.
Proceedings of the Thirteenth International Florida Artificial Intelligence Research Society Conference, 2000

Structural Knowledge Discovery Used to Analyze Earthquake Activity.
Proceedings of the Thirteenth International Florida Artificial Intelligence Research Society Conference, 2000

Real-Time Learning when Concepts Shift.
Proceedings of the Thirteenth International Florida Artificial Intelligence Research Society Conference, 2000

Discovering Structural Patterns in Telecommunications Data.
Proceedings of the Thirteenth International Florida Artificial Intelligence Research Society Conference, 2000

A Parallel Approach to Unified Cognitive Modeling of Language Processing within a Visual Context.
Proceedings of the Advances in Artificial Intelligence, 2000

Graph-Based Hierarchical Conceptual Clustering in Structural Databases.
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on on Innovative Applications of Artificial Intelligence, July 30, 2000

Graph Based Concept Learning.
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on on Innovative Applications of Artificial Intelligence, July 30, 2000

1999
Exploiting Parallelism in a Structural Scientific Discovery System to Improve Scalability.
J. Am. Soc. Inf. Sci., 1999

Knowledge discovery in molecular biology: Identifying structural regularities in proteins.
Intell. Data Anal., 1999

Experimentation-Driven Knowledge Acquisition for Planning.
Comput. Intell., 1999

Application of Knowledge Discovery to Molecular Biology: Identifying Structural Regularities in Proteins.
Proceedings of the 4th Pacific Symposium on Biocomputing, 1999

Adaptive Parallel Search for Theorem Proving.
Proceedings of the Twelfth International Florida Artificial Intelligence Research Society Conference, 1999

Applying the Subdue Substructure Discovery System to the Chemical Toxicity Domain.
Proceedings of the Twelfth International Florida Artificial Intelligence Research Society Conference, 1999

Anytime Planning for Optimal Tradeoff between Deliberative and Reactive Planning.
Proceedings of the Twelfth International Florida Artificial Intelligence Research Society Conference, 1999

Decision-Theoretic Layered Robotic Control Architecture.
Proceedings of the Sixteenth National Conference on Artificial Intelligence and Eleventh Conference on Innovative Applications of Artificial Intelligence, 1999

Discovering Concepts in Structural Data.
Proceedings of the Pattern Discovery in Biomolecular Data: Tools, 1999

1998
Machine planning for manufacturing: dynamic resource allocation and on-line supervisory control.
J. Intell. Manuf., 1998

Adaptive Parallel Iterative Deepening Search.
J. Artif. Intell. Res., 1998

Exploiting Parallelism in Knowledge Discovery Systems to Improve Scalability.
Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences, 1998

Integrating Machine Learning in Parallel Heuristic Search.
Proceedings of the Eleventh International Florida Artificial Intelligence Research Society Conference, 1998

DFA Learning of Opponent Strategies.
Proceedings of the Eleventh International Florida Artificial Intelligence Research Society Conference, 1998

Coupling Two Complementary Knowledge Discovery Systems.
Proceedings of the Eleventh International Florida Artificial Intelligence Research Society Conference, 1998

Integrating Hierarchical and Analogical Planning.
Proceedings of the Eleventh International Florida Artificial Intelligence Research Society Conference, 1998

1997
An Emprirical Study of Domain Knowledge and Its Benefits to Substructure Discovery.
IEEE Trans. Knowl. Data Eng., 1997

Improving Scalability in a Scientific Discovery System by Exploiting Parallelism.
Proceedings of the Third International Conference on Knowledge Discovery and Data Mining (KDD-97), 1997

Maximizing the Benefits of Parallel Search Using Machine Learning.
Proceedings of the Fourteenth National Conference on Artificial Intelligence and Ninth Innovative Applications of Artificial Intelligence Conference, 1997

A hybrid approach to improving the performance of parallel search.
Proceedings of the Parallel Processing for Artificial Intelligence 3, 1997

1996
Decision-Theoretic Cooperative Sensor Planning.
IEEE Trans. Pattern Anal. Mach. Intell., 1996

Scalable Discovery of Informative Structural Concepts Using Domain Knowledge.
IEEE Expert, 1996

Experimental Knowledge Acquisition for Planning.
Proceedings of the Machine Learning, 1996

1995
Knowledge Discovery from Structural Data.
J. Intell. Inf. Syst., 1995

Learning Membership Functions in a Function-Based Object Recognition System.
J. Artif. Intell. Res., 1995

Analyzing the Benefits of Domain Knowledge in Substructure Discovery.
Proceedings of the First International Conference on Knowledge Discovery and Data Mining (KDD-95), 1995

Flexible Social Laws.
Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995

1994
Substructure Discovery Using Minimum Description Length and Background Knowledge.
J. Artif. Intell. Res., 1994

Substucture Discovery in the SUBDUE System.
Proceedings of the Knowledge Discovery in Databases: Papers from the 1994 AAAI Workshop, 1994

A Hybrid Parallel-Window/Distributed Tree Algorithm for Improving the Performance of Search-Related Tasks.
Proceedings of the Seventh International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, 1994

A Genetic Algorithm for Load Balancing in Parallel Computers.
Proceedings of the Seventh International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, 1994

Reconfiguration of Multi-agent Planning Systems.
Proceedings of the Second International Conference on Artificial Intelligence Planning Systems, 1994

A Genetic-Based Solution to Load Balancing in Parallel Computers.
Proceedings of the ACM 22rd Annual Computer Science Conference on Scaling up: Meeting the Challenge of Complexity in Real-World Computing Applications, 1994

1993
Discovery of Inexact Concepts from Structural Data.
IEEE Trans. Knowl. Data Eng., 1993

Parallel search using transformation-ordering Lterative-Deepening-A.
Int. J. Intell. Syst., 1993

Massively Parallel IDA* Search.
Int. J. Artif. Intell. Tools, 1993

Learning Fuzzy Membership Functions in a Function-Based Object Recognition System.
Proceedings of the Fuzzy Logic in Artificial Intelligence, IJCAI '93, Workshop, Chambéry, 1993

1992
Adding Intelligence To Robot arm Path Planning Using A Graph-match Analogical Reasoning System.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 1992

Fuzzy Substructure Discovery.
Proceedings of the Ninth International Workshop on Machine Learning (ML 1992), 1992

1991
Application of parallelized analogical planning to engineering design.
Appl. Intell., 1991

The Base Selection Task in Analogical Planning.
Proceedings of the 12th International Joint Conference on Artificial Intelligence. Sydney, 1991

1990
Base selection in analogical planning
PhD thesis, 1990

Accelerated learning on the connection machine.
Proceedings of the Second IEEE Symposium on Parallel and Distributed Processing, 1990

1987
ORPHEUS: A Music Notation Program.
Proceedings of the 1987 International Computer Music Conference, 1987


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