Matches in SemOpenAlex for { <https://semopenalex.org/work/W3001921512> ?p ?o ?g. }
- W3001921512 abstract "The growth in artificial intelligence (AI) technology has advanced many human-facing applications. The recommender system is one of the promising sub-domain of AI-driven application, which aims to predict items or ratings based on user preferences. These systems were empowered by large-scale data and automated inference methods that bring useful but puzzling suggestions to the users. That is, the output is usually unpredictable and opaque, which may demonstrate user perceptions of the system that can be confusing, frustrating or even dangerous in many life-changing scenarios. Adding controllability and explainability are two promising approaches to improve human interaction with AI. However, the varying capability of AI-driven applications makes the conventional design principles are less useful. It brings tremendous opportunities as well as challenges for the user interface and interaction design, which has been discussed in the human-computer interaction (HCI) community for over two decades. The goal of this dissertation is to build a framework for AI-driven applications that enables people to interact effectively with the system as well as be able to interpret the output from the system. Specifically, this dissertation presents the exploration of how to bring controllability and explainability to a hybrid social recommender system, included several attempts in designing user-controllable and explainable interfaces that allow the users to fuse multi-dimensional relevance and request explanations of the received recommendations. The works contribute to the HCI fields by providing design implications of enhancing human-AI interaction and gaining transparency of AI-driven applications." @default.
- W3001921512 created "2020-01-30" @default.
- W3001921512 creator A5073894907 @default.
- W3001921512 date "2020-01-23" @default.
- W3001921512 modified "2023-09-27" @default.
- W3001921512 title "Controllability and explainability in a hybrid social recommender system" @default.
- W3001921512 cites W1127861380 @default.
- W3001921512 cites W1500664688 @default.
- W3001921512 cites W1532325895 @default.
- W3001921512 cites W1542664738 @default.
- W3001921512 cites W1556758605 @default.
- W3001921512 cites W1590259464 @default.
- W3001921512 cites W1943912924 @default.
- W3001921512 cites W1956559956 @default.
- W3001921512 cites W19684845 @default.
- W3001921512 cites W1991223915 @default.
- W3001921512 cites W1991352880 @default.
- W3001921512 cites W1994606570 @default.
- W3001921512 cites W1995445252 @default.
- W3001921512 cites W2007528787 @default.
- W3001921512 cites W2018371603 @default.
- W3001921512 cites W2019724387 @default.
- W3001921512 cites W2033587113 @default.
- W3001921512 cites W2035953455 @default.
- W3001921512 cites W2044277341 @default.
- W3001921512 cites W2045453095 @default.
- W3001921512 cites W2048567639 @default.
- W3001921512 cites W2053075547 @default.
- W3001921512 cites W2054288523 @default.
- W3001921512 cites W2057333662 @default.
- W3001921512 cites W2058990114 @default.
- W3001921512 cites W2061455250 @default.
- W3001921512 cites W2061745787 @default.
- W3001921512 cites W2061873838 @default.
- W3001921512 cites W2066994881 @default.
- W3001921512 cites W2070671805 @default.
- W3001921512 cites W2076871637 @default.
- W3001921512 cites W2077724862 @default.
- W3001921512 cites W2089566520 @default.
- W3001921512 cites W2108790711 @default.
- W3001921512 cites W2112354254 @default.
- W3001921512 cites W2114281505 @default.
- W3001921512 cites W2116323796 @default.
- W3001921512 cites W2116959421 @default.
- W3001921512 cites W2125199477 @default.
- W3001921512 cites W2131251708 @default.
- W3001921512 cites W2132314908 @default.
- W3001921512 cites W2136664839 @default.
- W3001921512 cites W2137010928 @default.
- W3001921512 cites W2142071678 @default.
- W3001921512 cites W2143326486 @default.
- W3001921512 cites W2144807535 @default.
- W3001921512 cites W2150797459 @default.
- W3001921512 cites W2151049666 @default.
- W3001921512 cites W2152052288 @default.
- W3001921512 cites W2153542506 @default.
- W3001921512 cites W2155912844 @default.
- W3001921512 cites W2158934860 @default.
- W3001921512 cites W2162111811 @default.
- W3001921512 cites W2167893057 @default.
- W3001921512 cites W2167984346 @default.
- W3001921512 cites W2171313960 @default.
- W3001921512 cites W2171751075 @default.
- W3001921512 cites W2210189954 @default.
- W3001921512 cites W2214862015 @default.
- W3001921512 cites W2223495811 @default.
- W3001921512 cites W2223821166 @default.
- W3001921512 cites W2262226974 @default.
- W3001921512 cites W2292388362 @default.
- W3001921512 cites W2296267252 @default.
- W3001921512 cites W2338126869 @default.
- W3001921512 cites W2344015651 @default.
- W3001921512 cites W2395911969 @default.
- W3001921512 cites W2434565296 @default.
- W3001921512 cites W2465750682 @default.
- W3001921512 cites W2490007285 @default.
- W3001921512 cites W2512971201 @default.
- W3001921512 cites W2518116149 @default.
- W3001921512 cites W2557201733 @default.
- W3001921512 cites W2562236173 @default.
- W3001921512 cites W2588638859 @default.
- W3001921512 cites W2589672348 @default.
- W3001921512 cites W2591921914 @default.
- W3001921512 cites W2593222764 @default.
- W3001921512 cites W2594843773 @default.
- W3001921512 cites W2597750558 @default.
- W3001921512 cites W2605522824 @default.
- W3001921512 cites W2610316319 @default.
- W3001921512 cites W2728872568 @default.
- W3001921512 cites W2733579931 @default.
- W3001921512 cites W2734968541 @default.
- W3001921512 cites W2740826093 @default.
- W3001921512 cites W2741554006 @default.
- W3001921512 cites W2747911319 @default.
- W3001921512 cites W2770574377 @default.
- W3001921512 cites W2776075991 @default.
- W3001921512 cites W2790505917 @default.
- W3001921512 cites W2792220144 @default.
- W3001921512 cites W2792418094 @default.
- W3001921512 cites W2794368794 @default.