Download Active Media Technology: 7th International Conference, AMT by Ali Ghorbani (auth.), Ning Zhong, Vic Callaghan, Ali A. PDF

By Ali Ghorbani (auth.), Ning Zhong, Vic Callaghan, Ali A. Ghorbani, Bin Hu (eds.)

This ebook constitutes the refereed complaints of the seventh overseas convention on energetic Media know-how, AMT 2011, held in Lanzhou, China, in September 2011. The 30 revised complete papers and six keynote talks have been rigorously reviewed and chosen for inclusion within the e-book. they're grouped in topcial sections on facts mining and trend research in lively media; energetic human-Web interplay and social media; lively net intelligence functions; energetic multi-agent and community platforms; in addition to know-how intelligence.

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Extra resources for Active Media Technology: 7th International Conference, AMT 2011, Lanzhou, China, September 7-9, 2011. Proceedings

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Minaei, and H. Alizadeh train Training Dataset Confusion Matrix Selection of EPP Error-Prone Pairclasses Multiclass Classifier Validation Dataset Tes b% selection st PWC1,1 on 1 EPP Data Bag 1 . . P1,1 . . PWC1,m on 1st EPP Data Bag m P1,m . . PWC1 st Data Bag 1 . . PWCk,1 on k EPP Data Bag m PWCk,m on kst EPP Pk,1 . . Pk,m PWCk PWCi,j: jth classifier of ith pairwise classifier ensemble specialized for ith error-prone pairclass Pi,j: accuracy of jth classifier in PWCi ensembles Fig. 3. The first training phase of the proposed method m PWCi ( x | h) = ∑ wi , j * PWCi , j ( x | h) , h ∈ EPPCi (2) j =1 where x is a test data.

4 stands as the structure of the ensemble framework. 5 Experimental Results This section evaluates the results of applying the proposed framework on a Persian handwritten digit dataset named Hoda [4]. This dataset contains 102,364 instances of digits 0-9. Dataset is divided into 3 parts: train, evaluation and test sets. Train set contains 60,000 instances. Evaluation and test datasets are contained 20,000 and 22,364 instances. The 106 features from each of them have been extracted which are described in [4].

46 S. Wang, Y. Zeng, and N. Zhong Concept C Concept C Fig. 9. Situation III: Concept duplication with different super class The fourth situation: The redundancy occurs in not only different branches but also different levels, as shown in Figure 10. 10. Situation IV: Concept duplication with different super class and located in different levels In this case, we make a statistical analysis of where the specified concept appears more times.

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