Fuzzy logic based similarity measure for multimedia contents recommendation
文献类型：期刊论文
| 作者 | Kant, Surya1; Mahara, Tripti1; Jain, Vinay Kumar2; Jain, Deepak Kumar3 |
| 刊名 | MULTIMEDIA TOOLS AND APPLICATIONS
 |
| 出版日期 | 2019-02-01 |
| 卷号 | 78期号:4页码:4107-4130 |
| 关键词 | Collaborative filtering Recommendation system Multimedia contents Fuzzy logic Similarity measure Movie recommendation |
| ISSN号 | 1380-7501 |
| DOI | 10.1007/s11042-017-5260-2 |
| 通讯作者 | Kant, Surya(suryak111@gmail.com) |
| 英文摘要 | Collaborative filtering is one of the mainstream approaches to provide recommendations in various online environments such as Ecommerce. Although this is a popular method for service recommendation, it still suffers from sparsity issue where only a small number of rating records are available for some new items or users in the system. Consequently, the accuracy of rate prediction is often compromised. Unlike the conventional collaborative filtering methods that directly compute the similarity between users, this paper presents a fuzzy logic based approach to refine the similarity obtained using traditional approaches like Pearson correlation, Cosine, Adjusted Cosine etc. Experiments were conducted on the two popular benchmark datasets and it shows that the proposed method obtains better prediction accuracy as compare to other traditional similarity measures. |
| WOS关键词 | COLLABORATIVE FILTERING FRAMEWORK ; USER SIMILARITY ; HU-FCF ; SYSTEM ; ALLEVIATE ; ACCURACY ; ITEM |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000463917200013 |
| 出版者 | SPRINGER |
| 源URL | [http://ir.ia.ac.cn/handle/173211/24944]  |
| 专题 | 离退休人员 |
| 通讯作者 | Kant, Surya |
| 作者单位 | 1.Indian Inst Technol, Dept Polymer & Proc Engn, Roorkee 247667, Uttar Pradesh, India 2.JUET, Dept Comp Sci & Engn, Raghogarh, MP, India 3.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Kant, Surya,Mahara, Tripti,Jain, Vinay Kumar,et al. Fuzzy logic based similarity measure for multimedia contents recommendation[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2019,78(4):4107-4130. |
| APA | Kant, Surya,Mahara, Tripti,Jain, Vinay Kumar,&Jain, Deepak Kumar.(2019).Fuzzy logic based similarity measure for multimedia contents recommendation.MULTIMEDIA TOOLS AND APPLICATIONS,78(4),4107-4130. |
| MLA | Kant, Surya,et al."Fuzzy logic based similarity measure for multimedia contents recommendation".MULTIMEDIA TOOLS AND APPLICATIONS 78.4(2019):4107-4130. |
入库方式： OAI收割
来源：自动化研究所
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