Institut for Forretningsudvikling og Teknologi

NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach

Publikation: Bidrag til bog/antologi/rapport/proceedingKonferencebidrag i proceedingsForskningpeer review

Standard

NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. / Chaudhary, Pankaj; Deshmukh, Aaradhana A.; Mihovska, Albena Dimitrova; Prasad, Ramjee.

Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. red. / H. S. Saini; Rishi Sayal; Sandeep Singh Rawat. Singapore : Springer Science+Business Media, 2016. s. 287-294 (Advances in Intelligent Systems and Computing, Bind 413).

Publikation: Bidrag til bog/antologi/rapport/proceedingKonferencebidrag i proceedingsForskningpeer review

Harvard

Chaudhary, P, Deshmukh, AA, Mihovska, AD & Prasad, R 2016, NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. i HS Saini, R Sayal & SS Rawat (red), Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. Springer Science+Business Media, Singapore, Advances in Intelligent Systems and Computing, bind 413, s. 287-294, International Conference on Innovations in Computer Science & Engineering, Hyderabad, Indien, 07/08/2015. https://doi.org/10.1007/978-981-10-0419-3_34

APA

Chaudhary, P., Deshmukh, A. A., Mihovska, A. D., & Prasad, R. (2016). NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. I H. S. Saini, R. Sayal, & S. S. Rawat (red.), Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015 (s. 287-294). Springer Science+Business Media. Advances in Intelligent Systems and Computing Bind 413 https://doi.org/10.1007/978-981-10-0419-3_34

CBE

Chaudhary P, Deshmukh AA, Mihovska AD, Prasad R. 2016. NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. Saini HS, Sayal R, Rawat SS, red. I Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. Singapore: Springer Science+Business Media. s. 287-294. (Advances in Intelligent Systems and Computing, Bind 413). https://doi.org/10.1007/978-981-10-0419-3_34

MLA

Chaudhary, Pankaj o.a.. "NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach"., Saini, H. S. Sayal, Rishi Rawat, Sandeep Singh (red.). Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. Kapitel 34, Singapore: Springer Science+Business Media. (Advances in Intelligent Systems and Computing, Bind 413). 2016, 287-294. https://doi.org/10.1007/978-981-10-0419-3_34

Vancouver

Chaudhary P, Deshmukh AA, Mihovska AD, Prasad R. NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. I Saini HS, Sayal R, Rawat SS, red., Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. Singapore: Springer Science+Business Media. 2016. s. 287-294. (Advances in Intelligent Systems and Computing, Bind 413). https://doi.org/10.1007/978-981-10-0419-3_34

Author

Chaudhary, Pankaj ; Deshmukh, Aaradhana A. ; Mihovska, Albena Dimitrova ; Prasad, Ramjee. / NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach. Innovations in Computer Science and Engineering: Proceedings of the Third ICICSE, 2015. red. / H. S. Saini ; Rishi Sayal ; Sandeep Singh Rawat. Singapore : Springer Science+Business Media, 2016. s. 287-294 (Advances in Intelligent Systems and Computing, Bind 413).

Bibtex

@inproceedings{a86d92baeeb948be8446b4a7a024ec5d,
title = "NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach",
abstract = "Recommendation systems suggest items and users of interest based onpreferences of items or users and item or user attributes. In social media-basedservices of dynamic content (such as news, blog, video, movies, books, etc.),recommender systems face the problem of discovering new items, new users, andboth, a problem known as a cold start problem, i.e., the incapability to providerecommendation for new items, new users, or both, due to few rating factorsavailable in the rating matrices. To this end, we present a biclustering technique, a novel cold start recommendation method that solves the problem of identifying the new items and new users, to alleviate the dimensionality of the item-user rating matrix using biclustering technique. To overcome the information exiguity and rating diversity, it uses the smoothing and fusion technique. As discussed, the system presents content aware multimedia-based social recommender media substance from item and user bunches.",
author = "Pankaj Chaudhary and Deshmukh, {Aaradhana A.} and Mihovska, {Albena Dimitrova} and Ramjee Prasad",
year = "2016",
month = feb,
day = "20",
doi = "10.1007/978-981-10-0419-3_34",
language = "English",
isbn = "978-981-10-0417-9",
series = "Advances in Intelligent Systems and Computing",
publisher = "Springer Science+Business Media",
pages = "287--294",
editor = "Saini, {H. S.} and Rishi Sayal and Rawat, {Sandeep Singh}",
booktitle = "Innovations in Computer Science and Engineering",
note = "International Conference on Innovations in Computer Science & Engineering, ICICSE ; Conference date: 07-08-2015 Through 08-08-2015",
url = "http://icicse2015.org/",

}

RIS

TY - GEN

T1 - NUNI (New User and New Item) Problem for SRSs Using Content Aware Multimedia-Based Approach

AU - Chaudhary, Pankaj

AU - Deshmukh, Aaradhana A.

AU - Mihovska, Albena Dimitrova

AU - Prasad, Ramjee

N1 - Conference code: 3rd

PY - 2016/2/20

Y1 - 2016/2/20

N2 - Recommendation systems suggest items and users of interest based onpreferences of items or users and item or user attributes. In social media-basedservices of dynamic content (such as news, blog, video, movies, books, etc.),recommender systems face the problem of discovering new items, new users, andboth, a problem known as a cold start problem, i.e., the incapability to providerecommendation for new items, new users, or both, due to few rating factorsavailable in the rating matrices. To this end, we present a biclustering technique, a novel cold start recommendation method that solves the problem of identifying the new items and new users, to alleviate the dimensionality of the item-user rating matrix using biclustering technique. To overcome the information exiguity and rating diversity, it uses the smoothing and fusion technique. As discussed, the system presents content aware multimedia-based social recommender media substance from item and user bunches.

AB - Recommendation systems suggest items and users of interest based onpreferences of items or users and item or user attributes. In social media-basedservices of dynamic content (such as news, blog, video, movies, books, etc.),recommender systems face the problem of discovering new items, new users, andboth, a problem known as a cold start problem, i.e., the incapability to providerecommendation for new items, new users, or both, due to few rating factorsavailable in the rating matrices. To this end, we present a biclustering technique, a novel cold start recommendation method that solves the problem of identifying the new items and new users, to alleviate the dimensionality of the item-user rating matrix using biclustering technique. To overcome the information exiguity and rating diversity, it uses the smoothing and fusion technique. As discussed, the system presents content aware multimedia-based social recommender media substance from item and user bunches.

U2 - 10.1007/978-981-10-0419-3_34

DO - 10.1007/978-981-10-0419-3_34

M3 - Article in proceedings

SN - 978-981-10-0417-9

T3 - Advances in Intelligent Systems and Computing

SP - 287

EP - 294

BT - Innovations in Computer Science and Engineering

A2 - Saini, H. S.

A2 - Sayal, Rishi

A2 - Rawat, Sandeep Singh

PB - Springer Science+Business Media

CY - Singapore

T2 - International Conference on Innovations in Computer Science & Engineering

Y2 - 7 August 2015 through 8 August 2015

ER -