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[PDF] Top 20 Information granulation based data mining approach for classifying imbalanced data

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Information granulation based data mining approach for classifying imbalanced data

Information granulation based data mining approach for classifying imbalanced data

... of data mining. When learning from imbalanced data in which most examples are labeled as one class and only few belong to another class, traditional data mining approaches do not ... See full document

14

Knowledge acquisition through information granulation for imbalanced data

Knowledge acquisition through information granulation for imbalanced data

... inputs for the operation of knowledge acquisition ...tool for discovering knowledge. A fundamental principle of a rough set-based learning system is to discover redundancies and dependencies between ... See full document

11

A regression-based approach for mining user movement patterns from random sample data

A regression-based approach for mining user movement patterns from random sample data

... developing data allocation schemes, conducting querying strategies, or offering navigation ...regression-based approach called RUMP for mining user movement patterns from call detail ... See full document

20

A data mining based approach for travel time prediction in freeway with non-recurrent congestion

A data mining based approach for travel time prediction in freeway with non-recurrent congestion

... rainfall data were collected from three rainfall ...real-time data for information dissemination, management, and research ...target for the model training and test, and HTT was used as ... See full document

10

A Hybrid Data Mining Approach for Analysis of Patient Behaviors in RFID Environments

A Hybrid Data Mining Approach for Analysis of Patient Behaviors in RFID Environments

... Institute for Information Industry 1 ...hybrid approach named Hybrid Behavior Pattern Mine (HBP-Mine) for analysis of patient behaviors by mining the RFID movement ...using data ... See full document

6

Toward intelligent data warehouse mining: An ontology-integrated approach for multi-dimensional association mining

Toward intelligent data warehouse mining: An ontology-integrated approach for multi-dimensional association mining

... Assistance for Mining Model Formulation with Ontologies Ideally, the user’ s mining intention can be reflected in the mining model ...develop mining models based on their ... See full document

36

Energy efficient strategies for object tracking in sensor networks: A data mining approach

Energy efficient strategies for object tracking in sensor networks: A data mining approach

... active for X seconds and in sleeping mode for (T  X) seconds during the T seconds periodically to save the ...prediction based energy saving schemes named PES to conserve the scarce energy resource ... See full document

10

A neural network based information granulation approach to shorten the cellular phone test process

A neural network based information granulation approach to shorten the cellular phone test process

... of imbalanced data where the amount of good products is far greater than the defective ...network based information granulation approach to reduce the RF test items for ... See full document

12

The adaptive approach for storage assignment by mining data of warehouse management system for distribution centres

The adaptive approach for storage assignment by mining data of warehouse management system for distribution centres

... the information about product groups was used to allocate ...closer for the convenience of order picking, and vice ...rule mining is applied in this study. Association rule mining cannot only ... See full document

18

A data mining approach to product assortment and shelf space allocation

A data mining approach to product assortment and shelf space allocation

... systematic approach for product assortment and ...of information technology, retailers have put a huge amount of transaction data in storage, and they potentially can be used to support shelf ... See full document

11

A Lattice-based Data Sanitization Approach

A Lattice-based Data Sanitization Approach

... of Information Management National University of Kaohsiung ...privacy-preserving data mining (PPDM) has become an important issue in recent ...lattice-based approach for ... See full document

5

Performance-based data distribution for data mining applications on grid computing environments

Performance-based data distribution for data mining applications on grid computing environments

... of data mining using Grid ...of data. Therefore, if data can be distributed to every computer in the world and participates in the Grid with each host processing part of the data and ... See full document

28

Credit scoring with a data mining approach based on support vector machines

Credit scoring with a data mining approach based on support vector machines

... credit data are collected by the credit department of the ...experimental data to demonstrate the accuracy of the SVM clas- ...existing data mining ... See full document

10

An ACS-based Framework for Fuzzy Data Mining

An ACS-based Framework for Fuzzy Data Mining

... Abstract Data mining is often used to find out interesting and meaningful patterns from huge ...about data mining and most of them focused on mining from binary-valued ...Fuzzy ... See full document

29

An ACS-based Framework for Fuzzy Data Mining

An ACS-based Framework for Fuzzy Data Mining

... Abstract Data mining is often used to find out interesting and meaningful patterns from huge ...about data mining and most of them focused on mining from binary-valued ...Fuzzy ... See full document

28

A generic approach for mining indirect association rules in data streams

A generic approach for mining indirect association rules in data streams

... and Information Engineering, Tamkang University, Taiwan 1 ...interesting information hidden in many applications, such as recom- mendation ranking, substitute items or competitive items, and common web ... See full document

10

Data mining based storage assignment heuristics for travel distance reduction

Data mining based storage assignment heuristics for travel distance reduction

... cess for better warehousing performance. The class-based policy stems from inventory control and divides various product classes according to the product turnover rate or order ...procedure based on ... See full document

10

Class-imbalanced classifiers for high-dimensional data

Class-imbalanced classifiers for high-dimensional data

... of data; each factor or combination affects particular classifiers differ- ...combination. For the algorithms and correction strategies investigated in this study, DLDA appeared to be less affected by the ... See full document

14

An Improved Data Mining Approach Using Predictive Itemsets

An Improved Data Mining Approach Using Predictive Itemsets

... Many algorithms for mining association rules from transactions are proposed, most of which are executed in level-wise processes. That is, itemsets containing single items are processed first, then itemsets ... See full document

31

An Improved Data Mining Approach Using Predictive Itemsets

An Improved Data Mining Approach Using Predictive Itemsets

... values for being covered in large itemsets with more items from a probabilistic ...viewpoint. For example, if minsup is 30%, then an item with its support just greater than 30% is a large ...0.3 for ... See full document

9

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