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المؤلفGanaie, M. A.
المؤلفTanveer, M.
المؤلفMalik, A. K.
المؤلفSuganthan, P. N.
تاريخ الإتاحة2023-02-13T08:28:05Z
تاريخ النشر2022-01-01
اسم المنشورProceedings of the International Joint Conference on Neural Networks
المعرّفhttp://dx.doi.org/10.1109/IJCNN55064.2022.9891930
الاقتباسGanaie, M. A., Tanveer, M., Malik, A. K., & Suganthan, P. N. (2022, July). Minimum Variance Embedded Random Vector Functional Link Network with Privileged Information. In 2022 International Joint Conference on Neural Networks (IJCNN) (pp. 1-8). IEEE.‏
الترقيم الدولي الموحد للكتاب 9781728186719
معرّف المصادر الموحدhttps://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85140782380&origin=inward
معرّف المصادر الموحدhttp://hdl.handle.net/10576/40007
الملخصA teacher in a school plays significant role in classroom while teaching the students. Similarly, learning via privileged information (LUPI) gives extra information generated by a teacher to 'teach' the learning algorithm while training. This paper proposes minimum variance embedded random vector functional link network with privileged information (MVRVFL+). The proposed MVRVFL+ minimizes the intraclass variance of the training data and uses privileged information paradigm which provides the additional knowledge during the training of the model. The proposed MVRVFL+ classification model is evaluated on 43 benchmark UCI datasets. From the experimental analysis, the proposed MVRVFL+ showed best average accuracy and emerged as the lowest average rank classifier among the baseline models.
راعي المشروعThe funding for this work is provided by the National Supercomputing Mission under DST and Miety, Govt. of India under Grant No. DST/NSM/R&D HPC Appl/2021/03.29, as well as the Department of Science and Technology under Interdisciplinary Cyber Physical Systems (ICPS) Scheme grant no. DST/ICPS/CPS-Individual/2018/276. Mr. Ashwani kumar Malik acknowledges the financial support (File no - 09/1022 (0075)/2019-EMR-I) given as scholarship by Council of Scientific and Industrial Research (CSIR), New Delhi, India. We are grateful to IIT Indore for the facilities and support being provided.
اللغةen
الناشرInstitute of Electrical and Electronics Engineers Inc.
الموضوعclass variance
ELM
privileged information
Randomized algorithms
RVFL
العنوانMinimum Variance Embedded Random Vector Functional Link Network with Privileged Information
النوعConference Paper
الصفحات1-8
رقم المجلد2022-July
dc.accessType Abstract Only


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