發展遺漏值與類別不平衡問題之處理演算法於醫療資料探勘應用 1100101~1101231
[類別不平衡,資料探勘,動態時間規整,機器學習,遺漏值填補
,
class imbalance,data mining,dynamic time warping,machine learning,missing value imputation]
期刊著作
Combining multiple data resampling methods and classifier ensembles for better financial distress prediction: homogeneous and heterogeneous approaches
Annals of Operations Research,
353,
2,
793-814,
2025-10-01
[
Class imbalance learning,Classifier ensemble,Data re-sampling,Data science,Financial distress prediction
]
Leveraging meta-path and co-attention to model consumer preference stability in fashion recommendations
Decision Support Systems,
194,
2025-07-01
[
Attention mechanism,Metapath,Outfit recommendations,Preference stability
]
A novel hotel recommender system incorporating review sentiment and contextual information
International Journal of Data Science and Analytics,
19,
3,
573-584,
2025-04-01
[
Collaborative filtering,Contextual information,Hotel recommendations,Recommender systems,Sentiment analysis
]
Handling Class Imbalanced Data in Sarcasm Detection with Ensemble Oversampling Techniques
Applied Artificial Intelligence,
39,
1,
2025-01-01
Predicting the churn patterns of monetizers and non-monetizers: exploring the influence of behavioral variability in churn prediction
Internet Research,
2025-01-01
[
Behavioral variability,Churn management,Churn prediction,Machine learning,Monetizers and non-monetizers,Social casino games,Within-person variability
]
A Framework for Measuring and Predicting Customer Lifetime Value: A Case Study for Online Game Industry
IET Conference Proceedings,
2025,
8,
8-13,
2025-01-01
A novel MissForest-based missing values imputation approach with recursive feature elimination in medical applications
BMC Medical Research Methodology,
24,
1,
2024-12-01
[
Feature selection,Medical datasets,MissForest,Missing value imputation,Recursive feature elimination
]
Disambiguate Clinical Abbreviation by One-to-all Classification: Algorithm Development and Validation Study
JMIR Medical Informatics,
2024-09-01
[
word sense disambiguation; electronic medical records; abbreviation expansion; text mining
]
The effect of review visibility and diagnosticity on review helpfulness – An accessibility-diagnosticity theory perspective
Decision Support Systems,
178,
2024-03-01
[
Accessibility-diagnosticity theory,eWOM,Review helpfulness,Review visibility
]
Application of Machine Learning Techniques to Development of Emergency Medical Rapid Triage Prediction Models in Acute Care
CIN - Computers Informatics Nursing,
42,
1,
35-43,
2024-01-01
[
Clinical decision-making,Emergency medicine,Machine learning,Rapid Triage and Prediction Assistance Model,Triage
]
Disambiguating Clinical Abbreviations by One-to-All Classification: Algorithm Development and Validation Study
JMIR Medical Informatics,
12,
2024-01-01
[
abbreviation expansion,electronic medical records,natural language processing,text mining,word sense disambiguation
]
An analysis of Chinese nursing electronic medical records to predict violence in psychiatric inpatients using text mining and machine learning techniques
PLoS ONE,
18,
6 June,
2023-06-01
Integrating Fuzzy Multiobjective Programming and System Dynamics to Develop an Approach for Talent Retention Policy Selection: Case on Health-Care Industry
Journal of Healthcare Engineering,
2023,
2023-01-01
Automated risk assessment of newly detected atrial fibrillation poststroke from electronic health record data using machine learning and natural language processing
Frontiers in Cardiovascular Medicine,
9,
2022-07-29
[
atrial fibrillation,electronic health records,ischemic stroke,natural language processing,prediction
]
A dynamic time warping approach for handling class imbalanced medical datasets with missing values: A case study of protein localization site prediction
Expert Systems with Applications,
192,
2022-04-15
[
Class imbalance,Data mining,Dynamic time warping,Machine learning,Missing value imputation
]
Empirical comparison of supervised learning techniques for missing value imputation
Knowledge and Information Systems,
64,
4,
1047-1075,
2022-04-01
Predicting the Risk of Future Multiple Suicide Attempt among First-Time Suicide Attempters: Implications for Suicide Prevention Policy
Healthcare (Switzerland),
10,
4,
2022-04-01
Early Prediction of Functional Outcomes After Acute Ischemic Stroke Using Unstructured Clinical Text: Retrospective Cohort Study
JMIR Medical Informatics,
10,
2,
2022-02-01
An investigation of solutions for handling incomplete online review datasets with missing values
Journal of Experimental and Theoretical Artificial Intelligence,
34,
6,
971-987,
2022-01-01
[
data mining,incomplete datasets,missing values,Online reviews
]
Natural Language Processing Enhances Prediction of Functional Outcome After Acute Ischemic Stroke
Journal of the American Heart Association,
10,
24,
2021-10-21
[
acute ischemic stroke,machine learning,natural language processing,outcome prediction,risk score
]
A Machine Learning-Based Fall Risk Assessment Model for Inpatients
CIN - Computers Informatics Nursing,
39,
8,
450-459,
2021-08-01
[
Classification,Fall Risk assessment,Inpatient fall,Machine learning
]
Developing a stroke alert trigger for clinical decision support at emergency triage using machine learning
International Journal of Medical Informatics,
152,
2021-08-01
[
Acute stroke,Clinical decision support,Emergency department,Triage
]
Combining feature selection, instance selection, and ensemble classification techniques for improved financial distress prediction
Journal of Business Research,
130,
200-209,
2021-06-01
[
Data mining,Ensemble learning,Feature selection,Financial distress prediction,Instance selection
]
Improving text summarization of online hotel reviews with review helpfulness and sentiment
Tourism Management,
80,
2020-10-01
[
Helpful review selection , Online hotel reviews , Sentiment analysis , Text summarization , TripAdvisor
]
EMR-Based Phenotyping of Ischemic Stroke Using Supervised Machine Learning and Text Mining Techniques
IEEE Journal of Biomedical and Health Informatics,
24,
10,
2922-2931,
2020-10-01
[
Classification algorithm,clinical diagnosis,electronic medical records,machine learning,natural language processing,text mining
]
A machine learning approach to predicting readmission or mortality in patients hospitalized for stroke or transient ischemic attack
Applied Sciences (Switzerland),
10,
18,
2020-09-01
[
Machine learning,Prediction models,Readmission,Risk assessment,Stroke
]
Machine learning in high-alert medication treatment: A study on the cardiovascular drug
Applied Sciences (Switzerland),
10,
17,
2020-09-01
[
Adverse drug events,Cardiovascular drug,Decision tree,High-alert medication,Machine learning
]
Integrating feature and instance selection techniques in opinion mining
International Journal of Data Warehousing and Mining,
16,
3,
168-182,
2020-07-01
[
Feature Selection , Instance Selection , Opinion Mining , Text Classification
]
Two decades of research using Taiwan's national health insurance claims data: Bibliometric and text mining analysis on PubMed
Journal of Medical Internet Research,
22,
6,
2020-06-01
[
Administrative claims data,Bibliometric analysis,National Health Insurance,Open access journals,PubMed,Text mining
]
Critical predictors for the early detection of conversion from unipolar major depressive disorder to bipolar disorder: Nationwide population-based retrospective cohort study
JMIR Medical Informatics,
8,
4,
2020-04-01
Identification of highly-cited papers using topic-model-based and bibliometric features: The consideration of keyword popularity
Journal of Informetrics,
14,
1,
2020-02-01
[
binary classification , highly-cited papers , keyword popularity , supervised learning , topic model
]
Determinants of use of long-term continuous electrocardiographic monitoring for acute ischemic stroke patients without atrial fibrillation at baseline
Current Neurovascular Research,
17,
3,
224-231,
2020-01-01
[
Acute ischemic stroke,Atrial fibrillation,Cardiac rhythm,CART analyses,Classification and regression tree analyses,Hypertension
]
Under-sampling class imbalanced datasets by combining clustering analysis and instance selection
Information Sciences,
477,
47-54,
2019-03-01
[
Class imbalance , Clustering , Data mining , Ensemble classifiers , Instance selection
]
High risk of one-year stroke recurrence in patients with younger age and prior history of ischemic stroke
Current Neurovascular Research,
16,
3,
250-257,
2019-01-01
Prediction model of early return to hospital after discharge following acute ischemic stroke
Current Neurovascular Research,
16,
4,
348-357,
2019-01-01
Considering online consumer reviews to predict movie box-office performance between the years 2009 and 2014 in the US
Electronic Library,
36,
6,
1010-1026,
2018-12-10
[
Box-office predictions , IMDb , Machine learning , Online consumer reviews , Online reviews
]
Prediction of preoperative blood preparation for orthopedic surgery patients: A supervised learning approach
Applied Sciences (Switzerland),
8,
9,
2018-09-05
[
Blood transfusion prediction , Data mining , Feature selection , Orthopedic surgery , Supervised learning techniques
]
Risk stratification for the early diagnosis of borderline personality disorder using psychiatric co-morbidities
Early Intervention in Psychiatry,
12,
4,
605-612,
2018-08-01
Predicting the failure of dental implants using supervised learning techniques
Applied Sciences (Switzerland),
8,
5,
2018-05-02
[
Artificial dental implant surgery , Data mining , Dental implant failure , Supervised learning techniques
]
Assessing the helpfulness of online hotel reviews: A classification-based approach
Telematics and Informatics,
35,
2,
436-445,
2018-05-01
[
Classification , Online hotel review , Review helpfulness , Sentiment analysis
]
Applying natural language processing techniques to develop a task-specific EMR interface for timely stroke thrombolysis: A feasibility study
International Journal of Medical Informatics,
112,
149-157,
2018-04-01
Improvement of Adequate Digoxin Dosage: An Application of Machine Learning Approach
Journal of Healthcare Engineering,
2018,
2018-01-01
Predicting the prolonged length of stay of general surgery patients: a supervised learning approach
International Transactions in Operational Research,
25,
1,
75-90,
2018-01-01
[
length of stay , physician patient communications , prediction , supervised learning , surgery , urgent surgery
]
Clustering-based undersampling in class-imbalanced data
Information Sciences,
409-410,
17-26,
2017-10-01
[
Class imbalance , Classifier ensembles , Clustering , Imbalanced data , Machine learning
]
The effect of user-controllable filters on the prediction of online hotel reviews
Information and Management,
54,
6,
728-744,
2017-09-01
[
Electronic word of mouth (eWOM) , Online hotel review , Prediction , Review extremity , Review helpfulness , Sentiment analysis
]
Predicting return visits to the emergency department for pediatric patients: Applying supervised learning techniques to the Taiwan National Health Insurance Research Database
Computer Methods and Programs in Biomedicine,
144,
105-112,
2017-06-01
[
Data mining , Emergency department , NHIRD , Pediatric emergency care , Return visit
]
Applying the Temporal Abstraction Technique to the Prediction of Chronic Kidney Disease Progression
Journal of Medical Systems,
41,
5,
2017-05-01
[
Chronic kidney disease , Data mining , Delay progression , Temporal abstraction , Time-series data
]
Soft estimation by hierarchical classification and regression
Neurocomputing,
234,
27-37,
2017-04-19
[
Classification , Data mining , Hierarchical estimation , Prediction , Regression
]
Opinion mining from online hotel reviews – A text summarization approach
Information Processing and Management,
53,
2,
436-449,
2017-03-01
[
k-medoids , Multi-text summarization , Online hotel review , Sentence clustering , Sentiment analysis
]
Stroke severity may predict causes of readmission within one year in patients with first ischemic stroke event
Journal of the Neurological Sciences,
372,
21-27,
2017-01-15
Comorbidity study of borderline personality disorder: applying association rule mining to the Taiwan national health insurance research database
BMC Medical Informatics and Decision Making,
17,
1,
1-10,
2017-01-11
Validation of a novel claims-based stroke severity index in patients with intracerebral hemorrhage
Journal of Epidemiology,
27,
1,
24-29,
2017-01-01
Developing a novel recommender network-based ranking mechanism for library book acquisition
Electronic Library,
35,
1,
50-68,
2017-01-01
[
Academic libraries , Book acquisition , Decision support systems , Recommendation , Recommender network
]
Building an associative classifier with multiple minimum supports
SpringerPlus,
5,
1,
2016-12-01
[
Association rule , Classification based on associations , Data mining , Multiple minimum supports
]
Predicting hotel review helpfulness: The impact of review visibility, and interaction between hotel stars and review ratings
International Journal of Information Management,
36,
6,
929-944,
2016-12-01
[
eWOM , Online hotel reviews , Review helpfulness , Review visibility , Sentiment analysis
]
Applying machine learning techniques to the identification of late-onset hypogonadism in elderly men
SpringerPlus,
5,
1,
2016-12-01
[
Classification , Data mining , Late-onset hypogonadism (LOH) , Prediction
]
Validity of a stroke severity index for administrative claims data research: a retrospective cohort study
,
16,
1,
1-9,
2016-09-22
[
Acute ischemic stroke , Claims data , Disease severity , National Health Insurance Research Database , Outcomes research
]
Research impact of general and funded papers: A citation analysis of two ACM international conference proceeding series
Online Information Review,
40,
4,
472-480,
2016-08-08
[
Citation analysis , Highly cited papers , Research funding , Research impact
]
A comparison of stroke severity proxy measures for claims data research: A population-based cohort study
,
25,
4,
438-443,
2016-04-01
[
Acute ischemic stroke , Claims data , Disease severity , Outcomes research , Pharmacoepidemiology
]
Predicting Factors and Risk Stratification for Return Visits to the Emergency Department Within 72 Hours in Pediatric Patients
,
31,
12,
819-824,
2015-12-01
[
classification and regression tree , emergencies , health services , return visits
]
Developing a stroke severity index based on administrative data was feasible using data mining techniques
,
68,
11,
1292-1300,
2015-11-01
[
Acute ischemic stroke , Administrative data , Data mining , Disease severity , Outcomes research , Prediction model
]
Exploring the impact of intravenous thrombolysis on length of stay for acute ischemic stroke: A retrospective cohort study
,
15,
1,
2015-09-23
[
Acute ischemic stroke , Classification and regression tree , Intravenous thrombolysis , Length of stay
]
Predicting customer churn from valuable B2B customers in the logistics industry: a case study
Information Systems and e-Business Management,
13,
3,
475-494,
2015-08-29
[
Customer churn , Customer value analysis , Logistics industry , Prediction model
]
Factors affecting rocchio-based pseudorelevance feedback in image retrieval
Journal of the Association for Information Science and Technology,
66,
1,
40-57,
2015-01-01
[
image retrieval
]
An efficient data preprocessing approach for large scale medical data mining
Technology and Health Care,
23,
2,
153-160,
2015-01-01
[
breast cancer , Data preprocessing , instance selection , medical data mining , protein homology
]
On mining incomplete medical datasets: Ordering imputation and classification
Technology and Health Care,
23,
5,
619-625,
2015-01-01
[
incomplete data , Instance selection , medical data mining , missing value imputation
]
Customer segmentation issues and strategies for an automobile dealership with two clustering techniques
Expert Systems,
32,
1,
65-76,
2015-01-01
[
automobile dealer , clustering , customer segmentation , expectation maximization , k-means
]
A novel approach for mining cyclically repeated patterns with multiple minimum supports
Applied Soft Computing Journal,
28,
90-99,
2015-01-01
[
Cyclically repeated pattern (CRP) mining,Data mining,Multiple minimum supports,Sequential pattern
]
Two-stage credit rating prediction using machine learning techniques
Kybernetes,
43,
7,
1098-1113,
2014-07-29
[
Decision making , Knowledge management
]
Improvement of adequate use of warfarin for the elderly using decision tree-based approaches
,
53,
1,
47-53,
2014-01-20
[
Anticoagulant , Decision support techniques , Decision trees , Health services for the elderly , Warfarin
]
Discovering valuable frequent patterns based on RFM analysis without customer identification information
Knowledge-Based Systems,
61,
76-88,
2014-01-01
[
Association rules , Constraint-based mining , Customer identification , RFM analysis , Utility pattern mining
]
Developing early warning systems to predict students' online learning performance
Computers in Human Behavior,
36,
469-478,
2014-01-01
[
Data-mining , e-Learning , Early warning system , Learning management system , Learning performance prediction
]
A Borda count approach to combine subjective and objective based MIS journal rankings
Online Information Review,
38,
4,
469-483,
2014-01-01
[
Borda count , H-index , Journal ranking , MIS journals
]
Citation impact analysis of research papers that appear in oral and poster sessions: A case study of three computer science conferences
Online Information Review,
38,
6,
738-745,
2014-01-01
[
Bibliometrics , Citation analysis , Conference publication , Highly cited papers , Oral sessions , Poster sessions
]
An empirical study on the factors influencing the turnover intention of dentists in hospitals in Taiwan
,
9,
4,
332-344,
2014-01-01
[
dentists , job satisfaction , organization commitment , turnover intention
]
An adaptable and scalable group access control scheme for managing wireless sensor networks
Telematics and Informatics,
30,
2,
144-157,
2013-05-01
[
Access control , Adaptability , Cryptography , Scalability , Secure group communication , Wireless sensor networks
]
An efficient tree-based algorithm for mining sequential patterns with multiple minimum supports
Journal of Systems and Software,
86,
5,
1224-1238,
2013-05-01
[
Data mining , Multiple minimum supports , PLWAP-tree , Sequential patterns
]
A comparative study of hybrid machine learning techniques for customer lifetime value prediction
Kybernetes,
42,
3,
357-370,
2013-03-22
[
Customer information , Customer lifetime value , Data mining , Database marketing , Hybrid models , Machine learning
]
Predicting warfarin dosage from clinical data: A supervised learning approach
Artificial Intelligence in Medicine,
56,
1,
27-34,
2012-09-01
[
Classifier ensemble , Dosage prediction , Model tree , Multilayer perceptron , Support vector regression , Warfarin
]
Machine learning in financial crisis prediction: A survey
IEEE Transactions on Systems, Man and Cybernetics Part C: Applications and Reviews,
42,
4,
421-436,
2012-07-01
[
Bankruptcy prediction , credit scoring , ensemble classifiers , hybrid classifiers , machine learning
]
Mining sequential patterns in the B2B environment
Journal of Information Science,
35,
6,
677-694,
2009-12-01
[
Business-to-business , Data mining , Sequential pattern
]
On mining multi-time-interval sequential patterns
Data and Knowledge Engineering,
68,
10,
1112-1127,
2009-10-01
[
Data mining , Knowledge discovery , Multi-time-interval , Sequential pattern , Time-interval
]
Constraint-based sequential pattern mining: The consideration of recency and compactness
Decision Support Systems,
42,
2,
1203-1215,
2006-11-01
[
Constraint-based mining , Sequential pattern , Temporal database
]
A similarity-based method for retrieving documents from the SCI/SSCI database
Journal of Information Science,
32,
5,
449-464,
2006-10-01
[
Information retrieval , Neural network , Similarity
]
Mining association rules with multiple minimum supports: a new mining algorithm and a support tuning mechanism
Decision Support Systems,
42,
1,
1-24,
2006-10-01
[
Association rules , Data mining , FP-tree , Minimum supports
]
Market basket analysis in a multiple store environment
Decision Support Systems,
40,
2,
339-354,
2005-08-01
[
Algorithm , Association rules , Data mining , Store chain
]
研討會著作
Semantic-Level New Information Identification in Electronic Health Records Using Text-Mining Techniques
3336-3343,
2024-01-01
[
Data mining,Electronic health records,New information,Semantic similarity,UMLS
]
The Impact of Feature Normalization on Different Feature Types of Medical Datasets
29-33,
2023-05-12
[
data preprocessing,feature normalization,medical datasets,pattern classification
]
On Fusing Multiple Instance Selection Results
1546-1549,
2019-12-01
[
data mining , information fusion , instance selection
]
Cyberbullying detection on social network services
2018-01-01
[
Classification,Cyberbullying,Data mining,Readability,Twitter
]
Early versus late dimensionality reduction of bag-of-words feature representation for image classification
42-45,
2017-12-08
[
Bag-of-words , Dimensionality reduction , Feature selection , Image classification , Principal component analysis
]
Predictors for switch from unipolar major depressive disorder to bipolar disorder: Applying classification and regression trees method to the Taiwan national health insurance database
295-298,
2017-01-01
The effect of region segmentation on object categorization
2016-11-22
[
image classification , image segmentation , object categorization
]
The Identification of Prolonged Length of Stay for Surgery Patients
3000-3003,
2016-01-12
[
Data Mining , General Surgery , Prolonged Length of Stay , Supervised Learning , Urgent Surgery
]
Hotel recommendation system based on review and context information: A Collaborative Filtering approach
2016-01-01
[
Collaborative Filtering , Context analysis , Recommender system
]
Knowledge discovery of weighted RFM sequential patterns from customer sequence databases
779-788,
2013-03-01
[
Constraint-based mining , Data mining , RFM analysis , Sequential patterns
]
Decision support in library book acquisition: A social computing-based approach
364-369,
2011-12-01
[
book acquisition , library science , recommendation , social computing , social network
]
Mining sequential patterns with consideration to recency, frequency, and monetary
2011-12-01
[
Constraint-based mining , Data mining , RFM analysis , Sequential patterns
]
Dynamic access control for secure group communication in wireless sensor networks
288-291,
2011-08-12
[
access control , cryptography , secure group communication , structure-free , wireless sensor networks
]
Sequential pattern mining with multiple minimum supports: A tree based approach
428-433,
2010-09-17
[
Multiple minimum supports , Pattern growth , Sequential pattern
]
國立中央大學