List of works - Gillian Dobbie

A Meta-Learning Approach for Automated Hyperparameter Tuning in Evolving Data Streams

scientific article published on 18 July 2021

A Proposal for a Language Model Based Cognitive Architecture

scholarly article

Adventures of Categories: Modelling the Evolution of Categories During Scientific Investigation

An eScience Tool for Understanding Copyright in Data Driven Sciences ⬇️

Analysis of Web Usage Data for Clustering Based Recommender System

scientific article published in 2013

Attack detection in recommender systems based on target item analysis

scientific article published in July 2014

Automatic B-model repair using model checking and machine learning

scholarly article

Automatic Item Weight Generation for Pattern Mining and its Application

scientific article published in July 2011

Biologically Inspired Techniques for Data Mining

scientific article published in 2014

CPF: Concept Profiling Framework for Recurring Drifts in Data Streams

scientific article published in 2016

Change Itemset Mining in Data Streams

scientific article published in 2013

Classifying Imbalanced Road Accident Data Using Recurring Concept Drift

scientific article published in 2019

Clustering heterogeneous web usage data using Hierarchical Particle Swarm Optimization

scientific article published in April 2013

Connecting and Synchronizing Scientific Artifacts through the Process of Conceptual Change

Design of a monitor for the debugging and development of multiprocessing process control systems

1987 master's thesis by Gillian Dobbie at Massey University

Detecting Changes in Rare Patterns from Data Streams

scientific article published in 2014

Detecting Concept Drift In Medical Triage

scientific article published on 25 July 2020

Detecting Volatility Shift in Data Streams

scientific article published in December 2014

Detecting online auction shilling frauds using supervised learning

scientific article published in May 2014

Detection of abnormal profiles on group attacks in recommender systems

scientific article published on 3 July 2014

Discriminatory Confidence Analysis in Pattern Mining

scientific article published in 2011

Drift Detection Using Stream Volatility

scientific article published in 2015

Drift Detector for Memory-Constrained Environments

scientific article published in 2014

EWGen: Automatic Generation of Item Weights for Weighted Association Rule Mining

scientific article published in 2010

Efficient Single Pass Ordered Incremental Pattern Mining

scientific article published in 2013

Evaluating Fraud Detection Algorithms Using an Auction Data Generator

scientific article published in December 2012

Extrapolation Prefix Tree for Data Stream Mining Using a Landmark Model

scientific article published in 2012

Finding Interesting Rare Association Rules Using Rare Pattern Tree

scientific article published in 2013

Finding Maximal Overlapping Communities

scientific article published in 2013

Generating Realistic Online Auction Data

scientific article published in 2012

Goal-based testing of semantic web services

scientific article published on 01 December 2016

Hierarchical PSO clustering based recommender system

scientific article published in June 2012

Identifying Top- k Nodes in Social Networks

Interpreting Intermittent Bugs in Mozilla Applications Using Change Angle

scientific article published in 2019

Items2Data: Generating Synthetic Boolean Datasets from Itemsets

scientific article published in 2019

Kernel-Tree: Mining Frequent Patterns in a Data Stream Based on Forecast Support

scientific article published in 2012

Lift-Per-Drift: An Evaluation Metric for Classification Frameworks with Concept Drift Detection

scientific article published in 2018

Nacre: Proactive Recurrent Concept Drift Detection in Data Streams

scientific article published on 18 July 2021

Network Embedding and Change Modeling in Dynamic Heterogeneous Networks

OHC: Uncovering Overlapping Heterogeneous Communities

PEARL: Probabilistic Exact Adaptive Random Forest with Lossy Counting for Data Streams

scientific article published in 2020

Phishing Detection on Twitter Streams

scientific article published in 2016

Predicting Concept Drift in Data Streams Using Metadata Clustering

scientific article published in July 2018

REAL-Time Smartphone Activity Classification Using Inertial Sensors-Recognition of Scrolling, Typing, and Watching Videos While Sitting or Walking

scientific article published on 24 January 2020

RP-Tree: Rare Pattern Tree Mining

scientific article published in 2011

Rare Pattern Mining from Data Streams Using SRP-Tree and Its Variants

scientific article published in 2015

Rare Pattern Mining on Data Streams

scientific article published in 2012

Recurring concept meta-learning for evolving data streams

scientific article published in 2019

Research on particle swarm optimization based clustering: A systematic review of literature and techniques

scientific article published in August 2014

SLED: Semi-supervised Locally-weighted Ensemble Detector

scientific article published in April 2020

SPAN: Finding collaborative frauds in online auctions

scientific article published in November 2014

SPO-Tree: Efficient Single Pass Ordered Incremental Pattern Mining

scientific article published in 2011

SSAT-Adapter: Enhancing Vision-Language Model Few-shot Learning with Auxiliary Tasks

scientific article published on 26 October 2024

Schema Versioning

article from Encyclopedia of Database Systems

Shilling Attacks Detection in Recommender Systems Based on Target Item Analysis.

scientific article published on 29 July 2015

Subspace Clustering Techniques

The association of dementia and delirium with health outcomes in a sample of older inpatients in a New Zealand hospital setting

scholarly article

Tracking Drift Types in Changing Data Streams

scientific article published in 2013

Unsupervised Semantic and Syntactic Based Classification of Scientific Citations

scientific article published in 2015

Unveiling Climate Drivers via Feature Importance Shift Analysis in New Zealand

scientific article published on 13 May 2024

Using Transfer Learning to Detect Phishing in Countries with a Small Population

scientific article published in 2019

Vehicle emission prediction using remote sensing data and machine learning techniques

scientific article published on 9 April 2018

Verb selection using semantic role labeling for citation classification

scientific article published in 2013

Volatility Adaptive Classifier System

scientific article published in 2017

Volatility Drift Prediction for Transactional Data Streams

scientific article published in November 2018

Web bots detection using Particle Swarm Optimization based clustering

scientific article published in July 2014

Web usage mining based recommender systems using implicit heterogeneous data

scientific article published in 2014

WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights

scientific article published in 2012

Weighted association rule mining via a graph based connectivity model

scientific article published in January 2013

List of works by Gillian Dobbie

A Meta-Learning Approach for Automated Hyperparameter Tuning in Evolving Data Streams

A Proposal for a Language Model Based Cognitive Architecture

Adventures of Categories: Modelling the Evolution of Categories During Scientific Investigation

An eScience Tool for Understanding Copyright in Data Driven Sciences ⬇️

Analysis of Web Usage Data for Clustering Based Recommender System

Attack detection in recommender systems based on target item analysis

Automatic B-model repair using model checking and machine learning

Automatic Item Weight Generation for Pattern Mining and its Application

Biologically Inspired Techniques for Data Mining

CPF: Concept Profiling Framework for Recurring Drifts in Data Streams

Change Itemset Mining in Data Streams

Classifying Imbalanced Road Accident Data Using Recurring Concept Drift

Clustering heterogeneous web usage data using Hierarchical Particle Swarm Optimization

Connecting and Synchronizing Scientific Artifacts through the Process of Conceptual Change

Design of a monitor for the debugging and development of multiprocessing process control systems

Detecting Changes in Rare Patterns from Data Streams

Detecting Concept Drift In Medical Triage

Detecting Volatility Shift in Data Streams

Detecting online auction shilling frauds using supervised learning

Detection of abnormal profiles on group attacks in recommender systems

Discriminatory Confidence Analysis in Pattern Mining

Drift Detection Using Stream Volatility

Drift Detector for Memory-Constrained Environments

EWGen: Automatic Generation of Item Weights for Weighted Association Rule Mining

Efficient Single Pass Ordered Incremental Pattern Mining

Evaluating Fraud Detection Algorithms Using an Auction Data Generator

Extrapolation Prefix Tree for Data Stream Mining Using a Landmark Model

Finding Interesting Rare Association Rules Using Rare Pattern Tree

Finding Maximal Overlapping Communities

Generating Realistic Online Auction Data

Goal-based testing of semantic web services

Hierarchical PSO clustering based recommender system

Identifying Top- k Nodes in Social Networks

Interpreting Intermittent Bugs in Mozilla Applications Using Change Angle

Items2Data: Generating Synthetic Boolean Datasets from Itemsets

Kernel-Tree: Mining Frequent Patterns in a Data Stream Based on Forecast Support

Lift-Per-Drift: An Evaluation Metric for Classification Frameworks with Concept Drift Detection

Nacre: Proactive Recurrent Concept Drift Detection in Data Streams

Network Embedding and Change Modeling in Dynamic Heterogeneous Networks

OHC: Uncovering Overlapping Heterogeneous Communities

PEARL: Probabilistic Exact Adaptive Random Forest with Lossy Counting for Data Streams

Phishing Detection on Twitter Streams

Predicting Concept Drift in Data Streams Using Metadata Clustering

Predicting Concept Drift in Data Streams Using Metadata Clustering

REAL-Time Smartphone Activity Classification Using Inertial Sensors-Recognition of Scrolling, Typing, and Watching Videos While Sitting or Walking

RP-Tree: Rare Pattern Tree Mining

Rare Pattern Mining from Data Streams Using SRP-Tree and Its Variants

Rare Pattern Mining on Data Streams

Recurring concept meta-learning for evolving data streams

Research on particle swarm optimization based clustering: A systematic review of literature and techniques

SLED: Semi-supervised Locally-weighted Ensemble Detector

SPAN: Finding collaborative frauds in online auctions

SPO-Tree: Efficient Single Pass Ordered Incremental Pattern Mining

SSAT-Adapter: Enhancing Vision-Language Model Few-shot Learning with Auxiliary Tasks

Schema Versioning

Shilling Attacks Detection in Recommender Systems Based on Target Item Analysis.

Subspace Clustering Techniques

The association of dementia and delirium with health outcomes in a sample of older inpatients in a New Zealand hospital setting

Tracking Drift Types in Changing Data Streams

Unsupervised Semantic and Syntactic Based Classification of Scientific Citations

Unveiling Climate Drivers via Feature Importance Shift Analysis in New Zealand

Using Transfer Learning to Detect Phishing in Countries with a Small Population

Vehicle emission prediction using remote sensing data and machine learning techniques

Verb selection using semantic role labeling for citation classification

Volatility Adaptive Classifier System

Volatility Drift Prediction for Transactional Data Streams

Web bots detection using Particle Swarm Optimization based clustering

Web usage mining based recommender systems using implicit heterogeneous data

WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights

Weighted association rule mining via a graph based connectivity model