10 CHALLENGING PROBLEMS IN DATA MINING RESEARCH

A Case-Addition Policy for Case-Base Maintenance

article

A Demonstration of Mining Significant Places from Cell ID Trajectories through a Geo-grid Based Approach

A Machine Learning Approach for Instance Matching Based on Similarity Metrics

scientific article published at ISWC 2012

A Novel Scalable Algorithm for Supervised Subspace Learning

A Survey of Transfer and Multitask Learning in Bioinformatics

A Survey on Evaluation of Large Language Models

scientific article published on 23 January 2024

A Survey on Transfer Learning

A block-based support vector machine approach to the protein homology prediction task in KDD Cup 2004

A catalog of agent coordination patterns

A cognitive approach for agent-based personalized recommendation

A communication system architecture for regional control of power distribution networks

scholarly article published June 2009

A comparison of implicit and explicit links for web page classification

A dataset of human decision-making in teamwork management

scientific article

A dual-active spatial cloaking algorithm for location privacy preserving in mobile peer-to-peer networks

A habit mining approach for discovering similar mobile users

A hidden two-locus disease association pattern in genome-wide association studies

scientific article

A noise-aware click model for web search

A prediction system for multimedia pre-fetching in Internet

A recombination hotspot in a schizophrenia-associated region of GABRB2

scientific article

A theory of conflict resolution in planning

A unified framework for semantics and feature based relevance feedback in image retrieval systems

ARMS: an automatic knowledge engineering tool for learning action models for AI planning

Acquiring knowledge from inconsistent data sources through weighting

Action-model acquisition for planning via transfer learning

Activating CBR Systems through Autonomous Information Gathering

Activating Case-Based Reasoning with Active Databases

ActiveCBR: An Agent System That Integrates Case-Based Reasoning and Active Databases

Activity Recognition from Trajectory Data

Activity recognition via user-trace segmentation

Adapting neighborhood and matrix factorization models for context aware recommendation

Adaptive User Distance Modeling in Social Media

scholarly article published 28 April 2014

Adding Semantics to Email Clustering

Additional Experiments with Concept Recovery

Advances in conversational case-based reasoning

An Introduction to Transfer Learning

An Open Framework for Smart and Personalized Distance Learning

An agent system for intelligent situation assessment

An algorithm for analyzing personalized online commercial intention

An effective approach for mining mobile user habits

Analytical Techniques

article from 1997

Applying plan recognition algorithms to program understanding

scholarly article

Artificial Intelligence on Mobile Devices: An Introduction to the Special Issue

scholarly article by Qiang Yang & Feng Zhao published 21 June 2013 in AI Magazine

Automatically selecting and using primary effects in planning: theory and experiments

BOOST: A fast approach to detecting gene-gene interactions in genome-wide case-control studies

scientific article (publication date: 10 September 2010)

Bayesian nonparametric modeling of user activities

Best papers from the Fifth International Conference on Advanced Data Mining and Applications (ADMA 2009)

Beyond ten blue links

Big data, lifelong machine learning and transfer learning

scholarly article published 2013

Bio-inspired photonic-crystal microchip for fluorescent ultratrace detection

scientific article published on 28 March 2014

Bird Flu Outbreak Prediction via Satellite Tracking

Boosting for transfer learning

Bridging Domains Using World Wide Knowledge for Transfer Learning

Building bridges for web query classification

Can chinese web pages be classified with english data source?

article

Case Study: Collective Resource Reasoning

Characterizing Inverse Time Dependency in Multi-class Learning

Characterizing search intent diversity into click models

City-Scale Map Creation and Updating using GPS Collections

Co-clustering based classification for out-of-domain documents

article published in 2007

Coencapsulation of epirubicin and metformin in PEGylated liposomes inhibits the recurrence of murine sarcoma S180 existing CD133+ cancer stem-like cells

scientific article

Collaborative boosting for activity classification in microblogs

Collaborative location and activity recommendations with GPS history data

Communication Infrastructures for Distributed Control of Power Distribution Networks

Constraint-Based Case-Based Planning Using Weighted MAX-SAT

Context-Aware Online Commercial Intention Detection

Context-aware query classification

Contextual rule-based feature engineering for author-paper identification

article

Coordinated Energy Dispatching in Microgrid With Wind Power Generation and Plug-in Electric Vehicles

Correlation-based document clustering using web logs

Cost-Sensitive-Data Preprocessing for Mining Customer Relationship Management Databases

Crafting Your Research Future: A Guide to Successful Master's and Ph.D. Degrees in Science & Engineering

Cross Validation Framework to Choose amongst Models and Datasets for Transfer Learning

Cross-Domain Data Fusion

Cross-domain activity recognition

Cross-domain activity recognition via transfer learning

Cross-domain sentiment classification via spectral feature alignment

Cross-task crowdsourcing

Crowdsourced time-sync video tagging using temporal and personalized topic modeling

Cut-and-Pick Transactions for Proxy Log Mining

Deep Visual-Semantic Hashing for Cross-Modal Retrieval

Deep classification in large-scale text hierarchies

Deep classifier

Detecting two-locus associations allowing for interactions in genome-wide association studies

scientific article

Differential privacy in telco big data platform

Digital Wall: A Power-efficient Solution for Location-based Data Sharing

Discovering Classification from Data of Multiple Sources

Discovery of classifications from data of multiple sources

Discriminative Factor Alignment across Heterogeneous Feature Space

Discriminatively regularized least-squares classification

article by Hui Xue et al published January 2009 in Pattern Recognition

Distributed Transfer Learning via Cooperative Matrix Factorization

Diverse Topic Phrase Extraction through Latent Semantic Analysis

Document Transformation for Multi-label Feature Selection in Text Categorization

Domain adaptation via transfer component analysis.

scientific article

Domain-Driven, Actionable Knowledge Discovery

Domain-constrained semi-supervised mining of tracking models in sensor networks

scholarly article published 2007

Downward refinement and the efficiency of hierarchical problem solving

Editorial: special issue on selected papers of PAKDD 2007

Effect Abstraction

Effective and efficient dimensionality reduction for large-scale and streaming data preprocessing

Efficient Federated Matrix Factorization Against Inference Attacks

scientific article published in 2022

Efficient Text Classification by Weighted Proximal SVM

EigenRank

EigenTransfer

Enhancing text clustering by leveraging Wikipedia semantics

scholarly article published 2008

Estimating Location Using Wi-Fi

article

Exploiting term relationship to boost text classification

Exploiting the hierarchical structure for link analysis

Exploiting the kernel trick to correlate fragment ions for peptide identification via tandem mass spectrometry

scientific article published on 25 March 2004

Exploring in the weblog space by detecting informative and affective articles

Extracting Actionable Knowledge from Decision Trees

Feature engineering for semantic place prediction

Feature selection in a kernel space

Formalizing planning knowledge for hierarchical planning

Generating Abstraction Hierarchies

Global Conflict Resolution

Graph embedding and extensions: a general framework for dimensionality reduction

scientific article published in January 2007

Guaranteeing Enterprise VoIP QoS with Novel Approach to DiffServ AF Configuration

Guest Editor's Introduction to the Special Issue: Machine Learning for Bioinformatics-Part 2

scholarly article by C.X. Ling et al published July 2005 in IEEE/ACM Transactions on Computational Biology and Bioinformatics

Guest Editors' Introduction to the Special Issue: Machine Learning for Bioinformatics-Part 1

scholarly article by C.X. Ling et al published April 2005 in IEEE/ACM Transactions on Computational Biology and Bioinformatics

Guest Editors' Introduction: Data Mining in Bioinformatics

Guest Editors' Introduction: Mining Actionable Knowledge on the Web

Guest Editors' Introduction: Special Section on Intelligent Data Preparation

HANDLING FEATURE INTERACTIONS IN PROCESS-PLANNING

HIPS: A calibration-less hybrid indoor positioning system using heterogeneous sensors

scholarly article published March 2009

Heterogeneous Translated Hashing

Hierarchical Planning

Hunting or waiting? Discovering passenger-finding strategies from a large-scale real-world taxi dataset

ICT systems for managing medium voltage active distribution grids

Identifying disease-associated SNP clusters via contiguous outlier detection

scientific article published on 22 July 2011

Identifying main effects and epistatic interactions from large-scale SNP data via adaptive group Lasso

scientific article

Identifying vertical search intention of query through social tagging propagation

Improvement of Dscam homophilic binding affinity throughout Drosophila evolution

scientific article

Improving Our Constraint-Based Approach

In silico Protein-Protein Interaction prediction with sequence alignment and classifier stacking.

scientific article published in November 2011

In-silico prediction of blood-secretory human proteins using a ranking algorithm

scientific article

Individual Judgments Versus Consensus

Initial Experiments with Concept Recovery

Integrating Hidden Markov Models and Spectral Analysis for Sensory Time Series Clustering

Introduction To the Special Issue on Maintaining Case-Based Reasoning Systems

Introduction to ACM TIST

Introduction to Mobile Information Retrieval

Introduction to special issue on computational sustainability

Introduction to the special issue on intelligent systems for activity recognition

Is CBR Applicable to the Coordination of Search and Rescue Operations? A Feasibility Study

Joint learning user's activities and profiles from GPS data

Keep It Simple: A Case-Base Maintenance Policy Based on Clustering and Information Theory

Knowledge Transfer among Heterogeneous Information Networks

LEAPS: A Location Estimation and Action Prediction System in a Wireless LAN Environment

Latent Friend Mining from Blog Data

Learning Action Models with Quantified Conditional Effects for Software Requirement Specification

Learning Adaptive Temporal Radio Maps for Signal-Strength-Based Location Estimation

Learning Bidirectional Similarity for Collaborative Filtering

Learning Contextual Dependency Network Models for Link-Based Classification

Learning action models from plan examples using weighted MAX-SAT

Learning bidirectional asymmetric similarity for collaborative filtering via matrix factorization

Learning complex action models with quantifiers and logical implications

article

Learning hierarchical task network domains from partially observed plan traces

Learning with Positive and Unlabeled Examples Using Topic-Sensitive PLSA

LoSeCo: Location-based search computing for pervasive device augmentation

Mapping Multicast Service-Oriented Virtual Networks with Delay and Delay Variation Constraints

MegaSNPHunter: a learning approach to detect disease predisposition SNPs and high level interactions in genome wide association study

scientific article

Mining Adaptive Ratio Rules from Distributed Data Sources

Mining Customer Value: From Association Rules to Direct Marketing

article by Ke Wang Wong et al published July 2005 in Data Mining and Knowledge Discovery

Mining High-Quality Cases for Hypertext Prediction and Prefetching

Mining Significant Places from Cell ID Trajectories: A Geo-grid Based Approach

Mining Web Logs for Actionable Knowledge

Mining competent case bases for case-based reasoning

Mining target users for online marketing based on App Store data

scholarly article published October 2015

Mining web logs for prediction models in WWW caching and prefetching

Mitigating Herding in Hierarchical Crowdsourcing Networks

scientific article

Model based predictive prefetching

article

Modeling neuron selectivity over simple midlevel features for image classification

scientific article published on 26 March 2015

Modeling the dynamics of composite social networks

article

Multi-Transfer: Transfer Learning with Multiple Views and Multiple Sources

Multi-platform gene-expression mining and marker gene analysis.

scientific article published in January 2011

Multi-task learning for cross-platform siRNA efficacy prediction: an in-silico study

scientific article

Multi-transfer: Transfer learning with multiple views and multiple sources

Multicast virtual network mapping for supporting multiple description coding-based video applications

Multidimensional Vector Regression for Accurate and Low-Cost Location Estimation in Pervasive Computing

Multilinear discriminant analysis for face recognition

scientific article published in January 2007

Multiple-Goal Plan Selection

Multitask learning for protein subcellular location prediction

scientific article published on May 2011

Music Emotion Recognition by Multi-label Multi-layer Multi-instance Multi-view Learning

scholarly article published 2014

Noise reduction through summarization for Web-page classification

ON THE IMPLEMENTATION AND EVALUATION OF AbTweak

Objective-oriented utility-based association mining

On the design for AGVs: Modeling, path planning and localization

One-Class Collaborative Filtering

Online evolutionary collaborative filtering

PBOOST: a GPU-based tool for parallel permutation tests in genome-wide association studies

scientific article published on 21 December 2014

PQC

article published in 2009

Personalized click model through collaborative filtering

article

Plan Merging

Plan-Based Program Understanding

Planning as refinement search: a unified framework for evaluating design tradeoffs in partial-order planning

Planning by Decomposition

article published in 1997

Post-processing Data Mining Models for Actionability

Power-efficient access-point selection for indoor location estimation

Predicting chemical activities from structures by attributed molecular graph classification

Predicting user activity level in social networks

Predictive rule inference for epistatic interaction detection in genome-wide association studies

scientific article

Preface

Probabilistic latent preference analysis for collaborative filtering

Program Understanding and AI Plan Recognition

Program Understanding and Constraint Satisfaction

Properties of Task Reduction Hierarchies

Protein-protein interaction prediction via Collective Matrix Factorization

Query enrichment for web-query classification

Query-Adaptive Ranking with Support Vector Machines for Protein Homology Prediction

Question Classification by Approximating Semantics

Real world activity recognition with multiple goals

article published in 2008

Reducing the Calibration Effort for Probabilistic Indoor Location Estimation

Redundancy detection in semistructured case bases

Reinforcing Web-object Categorization Through Interrelationships

Relating the performance of partial-order planning algorithms to domain features

Relational network-service clustering analysis with set evidences

Relaxed Transfer of Different Classes via Spectral Partition

Representation and Basic Algorithms

scholarly article published 1997

Research on Layout of Measurement Points in Tunnel Lighting Experiment

Robust Adaptive Control of Nonlinear Systems with Uncertainties

SANet: A service-agent network for call-center scheduling

SMS Spam Detection Using Noncontent Features

SNPHarvester: a filtering-based approach for detecting epistatic interactions in genome-wide association studies

scientific article published on 19 December 2008

Sampling Big Trajectory Data

Scalable Parallel EM Algorithms for Latent Dirichlet Allocation in Multi-Core Systems

Scalable collaborative filtering using cluster-based smoothing

article published in 2005

Scalable heterogeneous translated hashing

Selective Transfer Learning for Cross Domain Recommendation

article published in 2013

Semantic Sensor Net: An Extensible Framework

Semantic Sensor Net: an extensible framework

Semi-supervised protein subcellular localization

scientific article

Sensor-Based Abnormal Human-Activity Detection

article published in 2008

Short-Term Electricity Price Forecasting Based on MPSO-BP Algorithm

SimpleTrPPI: A simple method for transferring knowledge between interaction networks for PPI prediction

scholarly article published December 2010

Social Learning

Social contextual recommendation

article published in 2012

Social recommendation across multiple relational domains

Spectral domain-transfer learning

Strong compound-risk factors: efficient discovery through emerging patterns and contrast sets.

scientific article published in September 2007

Structural regularized support vector machine: a framework for structural large margin classifier

scientific article published on 7 March 2011

Suppression of C6 gliomas via application of rat hyperplasia gene.

scientific article

Synthesizing Novel Dimension Reduction Algorithms in Matrix Trace Oriented Optimization Framework

TOFA: Trace Oriented Feature Analysis in Text Categorization

Taylor series prediction: a cache replacement policy based on second-order trend analysis

Telco Churn Prediction with Big Data

Telco User Activity Level Prediction with Massive Mobile Broadband Data

Temporal Skeletonization on Sequential Data: Patterns, Categorization, and Visualization

scholarly article by Chuanren Liu et al published 1 January 2016 in IEEE Transactions on Knowledge and Data Engineering

Temporal skeletonization on sequential data

Test strategies for cost-sensitive decision trees

Test-cost sensitive classification on data with missing values

Text Classification Improved through Automatically Extracted Sequences

Text classification improved through multigram models

The choice of null distributions for detecting gene-gene interactions in genome-wide association studies

scientific article published on 15 February 2011

The complete compositional epistasis detection in genome-wide association studies

scientific article

The effect of P-chiral center on helical conformation of optically active N-propargylphosphonamidates

The program understanding problem: analysis and a heuristic approach

Theory and algorithms for plan merging

Thermal shock resistance of a ZrB2–SiC–graphite composite in low oxygen partial pressure environment

Thread detection in dynamic text message streams

Three challenges in data mining

Top 10 algorithms in data mining

scholarly article by Xindong Wu et al published 4 December 2007 in Knowledge and Information Systems

Topic-bridged PLSA for cross-domain text classification

Towards a Next-Generation Search Engine

Towards lifetime maintenance of case base indexes for continual case based reasoning

Towards mobile intelligence: Learning from GPS history data for collaborative recommendation

Trace-Oriented Feature Analysis for Large-Scale Text Data Dimension Reduction

Tracking mobile users in wireless networks via semi-supervised colocalization

scientific article published in March 2012

Trading Off Privacy, Utility, and Efficiency in Federated Learning

scientific article published on 05 May 2023

Transfer Knowledge between Cities

Transfer Learning Action Models by Measuring the Similarity of Different Domains

Transfer Learning beyond Text Classification

article published in 2009

Transfer Learning for Text Mining

Transfer Learning with Graph Co-Regularization

Transfer learning in heterogeneous collaborative filtering domains

Transferring Knowledge from Another Domain for Learning Action Models

Transferring network topological knowledge for predicting protein-protein interactions

scientific article published on 23 August 2011

Transferring topical knowledge from auxiliary long texts for short text clustering

Transitive Transfer Learning

Two-dimensional Laplacianfaces method for face recognition

Unifying explicit and implicit feedback for collaborative filtering

Useful Supporting Algorithms

scholarly article published 1997

User behavior learning and transfer in composite social networks

User demographics prediction based on mobile data

User language model for collaborative personalized search

User-click modeling for understanding and predicting search-behavior

Vlogging

Web query translation via web log mining

Web-log mining for predictive web caching

Web-page summarization using clickthrough data

WhatNext: a prediction system for Web requests using n-gram sequence models

Where Is the User in Multimedia Retrieval?

article by Marcel Worring et al published October 2012 in IEEE MultiMedia

Wisdom of the better few

scholarly article published 2011

pFind: a novel database-searching software system for automated peptide and protein identification via tandem mass spectrometry

scientific article published on 07 April 2005