TY - GEN
T1 - Key design considerations for recommendation systems
AU - Barraza-Urbina, Andrea
AU - Ramos, Angela Carrillo
PY - 2011
Y1 - 2011
N2 - The area of Recommendation Systems (RS) is a fairly fragmented but rapidly developing field, widely researched, young but mature. Nonetheless, given the complexity of designing any type of RS, it is helpful to create tools that can serve as building blocks by identifying the different possibilities on the way to properly select the recommendation techniques that fit best with system requirements. This paper wishes to clearly define and organize these fundamental choices bearing in mind the order in which they should be taken. With this purpose and based on a literature review of overall concepts from the area of RS, a list was created of key design decisions that need to be made when building any type of RS solution that can in addition consider adaptation/personalization criteria. Hence, the proposed list serves as a guide for any developer that wishes to create her/his own RS.
AB - The area of Recommendation Systems (RS) is a fairly fragmented but rapidly developing field, widely researched, young but mature. Nonetheless, given the complexity of designing any type of RS, it is helpful to create tools that can serve as building blocks by identifying the different possibilities on the way to properly select the recommendation techniques that fit best with system requirements. This paper wishes to clearly define and organize these fundamental choices bearing in mind the order in which they should be taken. With this purpose and based on a literature review of overall concepts from the area of RS, a list was created of key design decisions that need to be made when building any type of RS solution that can in addition consider adaptation/personalization criteria. Hence, the proposed list serves as a guide for any developer that wishes to create her/his own RS.
KW - adaptation
KW - generic
KW - multidimensional
KW - personalization
KW - recommendation system
UR - http://www.scopus.com/inward/record.url?scp=84856899545&partnerID=8YFLogxK
U2 - 10.1145/2095536.2095593
DO - 10.1145/2095536.2095593
M3 - Conference contribution
AN - SCOPUS:84856899545
SN - 9781450307840
T3 - ACM International Conference Proceeding Series
SP - 321
EP - 324
BT - iiWAS2011 - 13th International Conference on Information Integration and Web-Based Applications and Services
T2 - 13th International Conference on Information Integration and Web-Based Applications and Services, iiWAS2011
Y2 - 5 December 2011 through 7 December 2011
ER -