Research on sensor network optimization based on improved Apriori algorithm
Traditional node deployment strategies have problems such as slow deployment, small coverage, and poor service quality. Based on this, this study improves the traditional Apriori.
Qiang Ji, Shifeng Zhang
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An Improved Apriori Algorithm Based on an Evolution-Communication Tissue-Like P System with Promoters and Inhibitors [PDF]
Apriori algorithm, as a typical frequent itemsets mining method, can help researchers and practitioners discover implicit associations from large amounts of data.
Xiyu Liu, Yuzhen Zhao, Minghe Sun
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An approach to improve the efficiency of apriori algorithm
Association rule mining has a great importance in data mining. Apriori is the key algorithm in association rule mining. Many approaches are proposed in past to improve Apriori but the core concept of the algorithm is same i.e. support and confidence of item sets and previous studies finds that classical Apriori is inefficient due to many scans on ...
Sakshi Aggarwal, Ritu Sindhu
openaire +2 more sources
This work proposes an intelligent grey-wolf-optimizer-improved Apriori algorithm (GWO-Apriori) to mine the association rules of hidden dangers in hydrogen pipeline transmission stations.
Chaoming Wang +4 more
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Optimization of Association Rule Using Ant Colony Optimization (ACO) Approach
The Apriori algorithm creates all possible association rules between items in the database using the Association Rule Mining and Apriori Algorithm. Using Ant Colony Optimization, a new algorithm is proposed for improving association rule mining results.
Roni La’biran, Muhammad Kristiawan
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Application of Improved Apriori Algorithm in Diagnosis of Abnormal Building Energy Consumption [PDF]
The analysis of building abnormal energy consumption is of great significance to the effective energy saving of buildings. To apply the relationship between the running status of building equipment and energy consumption to the diagnosis of abnormal ...
Wang Yanwei +4 more
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A Comparative Study on Association Rule Mining Algorithms on the Hospital Infection Control Dataset
Administrative procedures in various organizations produce numerous crucial records and data. These records and data are also used in other processes like customer relationship management and accounting operations.It is incredibly challenging to use ...
Yahya Asmar Zakur +2 more
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Improved Parallel Apriori Algorithm Based on Hash Storage and Transaction Weighting [PDF]
The Apriori algorithm can mine the association relationships between things,but the traditional Apriori algorithm needs to traverse the original transaction database every time the support of the candidate set is calculated,which reduces the efficiency ...
LI Jie, ZHU Hongliang, CHEN Yuling, XIN Yang
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Accelerating Apriori Algorithm of GPU Cluster Based on Hadoop Platform [PDF]
Aiming at the problem that the Apriori algorithm has limited computing power in the Hadoop platform,the GPU with Hadoop is combined with Hadoop,and a computing structure of GPU-Hadoop is proposed.Through the MapReduce framework of the Hadoop platform ...
QU Shiqi,LIU Shaojiang,NI Weichuan,YU Qingmao
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A new algorithm for mining correct sequences of a specific behaviour for smart monitoring daily life activities [PDF]
In smart homes, mining frequent/correct activities’ sequences, AS, of specific behaviour, plays a vital role in building smart monitoring systems analyzing daily life activities (DLA), from which, the system can identify anomalies and automatically send ...
Amir Farouk +3 more
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