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On other hand, traditional Natural Language Processing (NLP) approaches are less feasible to be applied and therefore, this research work proposes an approach by integrating unsupervised machine learning (Self-Organizing Map), dimensionality reduction (Principal Component Analysis) and computational classification (Adam Deep Learning) to overcome the problem. Moreover, for further clarification, a comparative study between various well known approaches and the proposed approach was conducted. The proposed approach was also used in different sizes of social network data sets to verify its superior efficient and feasibility, mainly in the case of Big Data. Overall, the experiments and their analysis suggest that the proposed approach is very promissing.<\/p>","DOI":"10.4018\/ijaci.2019070106","type":"journal-article","created":{"date-parts":[[2019,7,19]],"date-time":"2019-07-19T13:46:35Z","timestamp":1563543995000},"page":"92-116","source":"Crossref","is-referenced-by-count":65,"title":["Adam Deep Learning With SOM for Human Sentiment Classification"],"prefix":"10.4018","volume":"10","author":[{"given":"Md. Nawab Yousuf","family":"Ali","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh"}]},{"given":"Md. Golam","family":"Sarowar","sequence":"additional","affiliation":[{"name":"East West University, Dhaka, Bangladesh"}]},{"given":"Md. Lizur","family":"Rahman","sequence":"additional","affiliation":[{"name":"East West University, Dhaka, Bangladesh"}]},{"given":"Jyotismita","family":"Chaki","sequence":"additional","affiliation":[{"name":"Vellore Institute of Technology, Vellore, India"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8437-498X","authenticated-orcid":true,"given":"Nilanjan","family":"Dey","sequence":"additional","affiliation":[{"name":"Department of Information Technology, Techno India College of Technology, Kolkata, India"}]},{"given":"Jo\u00e3o Manuel R.S.","family":"Tavares","sequence":"additional","affiliation":[{"name":"Instituto de Ci\u00eancia e Inova\u00e7\u00e3o em Engenharia Mec\u00e2nica e Engenharia Industrial, Departamento de Engenharia Mec\u00e2nica, Faculdade de Engenharia, Universidade do Porto, Porto, Portugal"}]}],"member":"2432","reference":[{"key":"IJACI.2019070106-0","doi-asserted-by":"publisher","DOI":"10.3115\/990820.990886"},{"key":"IJACI.2019070106-1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDMW.2013.80"},{"key":"IJACI.2019070106-2","doi-asserted-by":"crossref","unstructured":"Bruns, A., & Weller, K.(2014). 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