Multi-Label Classification of Social Networks’ Users Based on Services

الموضوعات

علوم تطبيقية وتكنولوجية

الملخص

Most classification problems assign a single class to each example or instance. However, there exist other classification tasks where each instance can be associated with one or more classes. The latter represents a task known as Multi-label classification. Our work consists in using this notion in the recommender systems field. For this purpose, we have designed a mechanism that extracts the interests of users based on the web services they have accessed to, in order to use that in a multi-label classification architecture. Once the classification model is built, It allows to predict web services that interest new users. Our study was conducted on several datasets of different sizes concerning the number of labels and instances, where the instances represent users’ profiles and the labels are the web services that interest these users.We applied several multi-label classification techniques and compared the obtained results using a variety of evaluation measures, in order to extract the factors that would allow us to obtain better results, as well as the best technique for our case study.

روابط وملفات

الوثيقة في المستودع الخارجي عرض في AskZad

التعريف والنوع

رقم الوثيقة: fbc8ec19-621c-4596-9eef-0f2dea330203
رقم العقد: 0
نوع الوسائط: Crawler
نوع المحتوى: الرسائل العلمية
صيغة المصدر: ماستر (LMD)
نوع الملف: pdf text
أسماء الملفات: 2263768_1.pdf

بيانات النشر

ألقاب المؤلفين: [{"name_ar":"Adel Djalil Choutri","title_ar":"اعداد","title_en":"Preparation"},{"name_ar":"Karim Boujebbour","title_ar":"اشراف","title_en":"Supervision"},{"name_ar":"Mohamed Islem Amrouche","title_ar":"اعداد","title_en":"Preparation"}]
اللغة: English

المصدر والدورية

اسم المصدر: Multi-Label Classification of Social Networks’ Users Based on Services

المحتوى والصفحات

عدد الصفحات: 0
كلمات الباحثين: Multi-label classification web service- social network -user profile -machine learning

إشراف وإعداد

الإشراف: Karim Boujebbour
الإعداد: Adel Djalil Choutri, Mohamed Islem Amrouche

الاقتباسات الببليوغرافية

APA

Adel Djalil Choutri،Karim Boujebbour و Mohamed Islem Amrouche. (2020). Multi-Label Classification of Social Networks’ Users Based on Services. أطروحة(ماستر (LMD)). كلية العلوم-جامعة الدكتور يحيى فارس بالمدية. الجزائر.

MLA

Adel Djalil Choutri،Karim Boujebbour و Mohamed Islem Amrouche. Multi-Label Classification of Social Networks’ Users Based on Services. 2020. كلية العلوم-جامعة الدكتور يحيى فارس بالمدية، ماستر (LMD).