A Review of Supervised Classification based on Contrast Patterns: Applications, Trends, and Challenges

Digital technology and COVID-19

(2020) Daniel Shu Wei Ting et al.   NATURE MEDICINE

A Pattern-Based Approach for Detecting Pneumatic Failures on Temporary Immersion Bioreactors

(2019) Octavio Loyola-González et al.   SENSORS

HashEclat: an efficient frequent itemset algorithm

(2019) Chunkai Zhang et al.   International Journal of Machine Learning and Cybernetics

What’s Happening Around the World? A Survey and Framework on Event Detection Techniques on Twitter

(2019) Zafar Saeed et al.   Journal of Grid Computing

Pattern-Based and Visual Analytics for Visitor Analysis on Websites

(2019) Bárbara Cervantes et al.   Applied Sciences-Basel

Cluster validation in clustering‐based one‐class classification

(2019) Jorge Rodríguez‐Ruiz et al.   EXPERT SYSTEMS

A provable-secure and practical two-party distributed signing protocol for SM2 signature algorithm

(2019) Yudi Zhang et al.   Frontiers of Computer Science

Observation of sales trends by mining emerging patterns in dynamic markets

(2018) Cheng-Hsiung Weng et al.   APPLIED INTELLIGENCE

Discovering pan-correlation patterns from time course data sets by efficient mining algorithms

(2018) Qian Liu et al.   COMPUTING

MOEA-EFEP: Multi-Objective Evolutionary Algorithm for the Extraction of Fuzzy Emerging Patterns

(2018) Angel Miguel Garcia Vico et al.   IEEE TRANSACTIONS ON FUZZY SYSTEMS

Detection of Frequent Alarm Patterns in Industrial Alarm Floods Using Itemset Mining Methods

(2018) Wenkai Hu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Residual Recurrent Highway Networks for Learning Deep Sequence Prediction Models

(2018) Tehseen Zia et al.   Journal of Grid Computing

On Fisher vector encoding of binary features for video face recognition

(2018) Yoanna Martínez-Díaz et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Extracting useful knowledge from event logs: A frequent itemset mining approach

(2018) Youcef Djenouri et al.   KNOWLEDGE-BASED SYSTEMS

Applying Mutual Information for Discretization to Support the Discovery of Rare-Unusual Association Rule in Cerebrovascular Examination Dataset

(2018) Chandrawati Putri Wulandari et al.   EXPERT SYSTEMS WITH APPLICATIONS

Beyond Homology Transfer: Deep Learning for Automated Annotation of Proteins

(2018) Mohammad Nauman et al.   Journal of Grid Computing

On Efficient Mining of Frequent Itemsets from Big Uncertain Databases

(2018) Ahsan Shah et al.   Journal of Grid Computing

Big Data Analytics, Text Mining and Modern English Language

(2018) Saqib Alam et al.   Journal of Grid Computing

Using hashing and lexicographic order for Frequent Itemsets Mining on data streams

(2018) Lázaro Bustio-Martínez et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Top-k frequent items and item frequency tracking over sliding windows of any size

(2018) Chunyao Song et al.   INFORMATION SCIENCES

Fusing pattern discovery and visual analytics approaches in tweet propagation

(2018) Octavio Loyola-González et al.   Information Fusion

Mining frequent items in unstructured P2P networks

(2018) Massimo Cafaro et al.   Future Generation Computer Systems-The International Journal of eScience

Evaluation of quality measures for contrast patterns by using unseen objects

(2017) Milton García-Borroto et al.   EXPERT SYSTEMS WITH APPLICATIONS

On the design of hardware-software architectures for frequent itemsets mining on data streams

(2017) Lázaro Bustio-Martínez et al.   JOURNAL OF INTELLIGENT INFORMATION SYSTEMS

A Computational Selection of Metabolite Biomarkers Using Emerging Pattern Mining: A Case Study in Human Hepatocellular Carcinoma

(2017) Guillaume Poezevara et al.   JOURNAL OF PROTEOME RESEARCH

PBC4cip: A new contrast pattern-based classifier for class imbalance problems

(2017) Octavio Loyola-González et al.   KNOWLEDGE-BASED SYSTEMS

An overview of emerging pattern mining in supervised descriptive rule discovery: taxonomy, empirical study, trends, and prospects

(2017) A.M. García-Vico et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

A survey of itemset mining

(2017) Philippe Fournier-Viger et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Robust least squares twin support vector machine for human activity recognition

(2016) Reshma Khemchandani et al.   APPLIED SOFT COMPUTING

A comprehensive approach for network attack forecasting

(2016) Mohammad GhasemiGol et al.   COMPUTERS & SECURITY

Refining adverse drug reaction signals by incorporating interaction variables identified using emergent pattern mining

(2016) Jenna M. Reps et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A survey on using domain and contextual knowledge for human activity recognition in video streams

(2016) Leonardo Onofri et al.   EXPERT SYSTEMS WITH APPLICATIONS

Effect of class imbalance on quality measures for contrast patterns: An experimental study

(2016) Octavio Loyola-González et al.   INFORMATION SCIENCES

Social networks and information retrieval, how are they converging? A survey, a taxonomy and an analysis of social information retrieval approaches and platforms

(2016) Mohamed Reda Bouadjenek et al.   INFORMATION SYSTEMS

Mixed-kernel based weighted extreme learning machine for inertial sensor based human activity recognition with imbalanced dataset

(2016) Donghui Wu et al.   NEUROCOMPUTING

Study of the impact of resampling methods for contrast pattern based classifiers in imbalanced databases

(2016) Octavio Loyola-González et al.   NEUROCOMPUTING

Is open access the solution to increase the impact of scientific journals?

(2016) Aurelia Magdalena Pisoschi et al.   SCIENTOMETRICS

Scalable process discovery and conformance checking

(2016) Sander J. J. Leemans et al.   Software and Systems Modeling

The lattice-based approaches for mining association rules: a review

(2016) Tuong Le et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

DFP-SEPSF: A dynamic frequent pattern tree to mine strong emerging patterns in streamwise features

(2015) Fatemeh Alavi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Finding the best diversity generation procedures for mining contrast patterns

(2015) Milton García-Borroto et al.   EXPERT SYSTEMS WITH APPLICATIONS

A weighted LS-SVM based learning system for time series forecasting

(2015) Thao-Tsen Chen et al.   INFORMATION SCIENCES

An effective contrast sequential pattern mining approach to taxpayer behavior analysis

(2015) Zhigang Zheng et al.   WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS

New structural alerts for Ames mutagenicity discovered using emerging pattern mining techniques

(2015) Laurence Coquin et al.   Toxicology Research

Phishing detection based Associative Classification data mining

(2014) Neda Abdelhamid et al.   EXPERT SYSTEMS WITH APPLICATIONS

Emerging Pattern Mining To Aid Toxicological Knowledge Discovery

(2014) Richard Sherhod et al.   Journal of Chemical Information and Modeling

Pattern recognition in bioinformatics

(2014) Xing-Ming Zhao et al.   NEUROCOMPUTING

Computational intelligence techniques in bioinformatics

(2013) Aboul Ella Hassanien et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

An effective query recommendation approach using semantic strategies for intelligent information retrieval

(2013) Wei Song et al.   EXPERT SYSTEMS WITH APPLICATIONS

Data mining with big data

(2013) Xindong Wu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

(2013) Victoria López et al.   INFORMATION SCIENCES

On the importance of the validation technique for classification with imbalanced datasets: Addressing covariate shift when data is skewed

(2013) Victoria López et al.   INFORMATION SCIENCES

Addressing imbalanced classification with instance generation techniques: IPADE-ID

(2013) Victoria López et al.   NEUROCOMPUTING

One class random forests

(2013) Chesner Désir et al.   PATTERN RECOGNITION

A survey of emerging patterns for supervised classification

(2012) Milton García-Borroto et al.   ARTIFICIAL INTELLIGENCE REVIEW

A novel approach of mining strong jumping emerging patterns based on BSC-tree

(2012) Quanzhong Liu et al.   INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE

Decision trees: a recent overview

(2011) S. B. Kotsiantis   ARTIFICIAL INTELLIGENCE REVIEW

Classification cost: An empirical comparison among traditional classifier, Cost-Sensitive Classifier, and MetaCost

(2011) Jungeun Kim et al.   EXPERT SYSTEMS WITH APPLICATIONS

Learning interpretable fuzzy inference systems with FisPro

(2011) Serge Guillaume et al.   INFORMATION SCIENCES

Fuzzy emerging patterns for classifying hard domains

(2010) Milton García-Borroto et al.   KNOWLEDGE AND INFORMATION SYSTEMS

LCMine: An efficient algorithm for mining discriminative regularities and its application in supervised classification

(2010) Milton García-Borroto et al.   PATTERN RECOGNITION

MapReduce

(2008) Jeffrey Dean et al.   COMMUNICATIONS OF THE ACM