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- W3007362269 abstract "In this dissertation, we cover some recent advances in collaborative filtering and ranking. In chapter 1, we give a brief introduction of the history and the current landscape of collaborative filtering and ranking; chapter 2 we first talk about pointwise collaborative filtering problem with graph information, and how our proposed new method can encode very deep graph information which helps four existing graph collaborative filtering algorithms; chapter 3 is on the pairwise approach for collaborative ranking and how we speed up the algorithm to near-linear time complexity; chapter 4 is on the new listwise approach for collaborative ranking and how the listwise approach is a better choice of loss for both explicit and implicit feedback over pointwise and pairwise loss; chapter 5 is about the new regularization technique Stochastic Shared Embeddings (SSE) we proposed for embedding layers and how it is both theoretically sound and empirically effectively for 6 different tasks across recommendation and natural language processing; chapter 6 is how we introduce personalization for the state-of-the-art sequential recommendation model with the help of SSE, which plays an important role in preventing our personalized model from overfitting to the training data; chapter 7, we summarize what we have achieved so far and predict what the future directions can be; chapter 8 is the appendix to all the chapters." @default.
- W3007362269 created "2020-03-06" @default.
- W3007362269 creator A5063207430 @default.
- W3007362269 date "2020-02-27" @default.
- W3007362269 modified "2023-09-26" @default.
- W3007362269 title "Advances in Collaborative Filtering and Ranking" @default.
- W3007362269 cites W1522301498 @default.
- W3007362269 cites W153313452 @default.
- W3007362269 cites W1552847225 @default.
- W3007362269 cites W1650067024 @default.
- W3007362269 cites W1703735685 @default.
- W3007362269 cites W1815076433 @default.
- W3007362269 cites W1854214752 @default.
- W3007362269 cites W1904365287 @default.
- W3007362269 cites W1924770834 @default.
- W3007362269 cites W1980147176 @default.
- W3007362269 cites W1981420413 @default.
- W3007362269 cites W1985419898 @default.
- W3007362269 cites W1993284846 @default.
- W3007362269 cites W1994389483 @default.
- W3007362269 cites W1997943123 @default.
- W3007362269 cites W2001424715 @default.
- W3007362269 cites W2002658919 @default.
- W3007362269 cites W2003916582 @default.
- W3007362269 cites W2030144199 @default.
- W3007362269 cites W2042281163 @default.
- W3007362269 cites W2047028564 @default.
- W3007362269 cites W2047221353 @default.
- W3007362269 cites W2047778511 @default.
- W3007362269 cites W2048827284 @default.
- W3007362269 cites W2054141820 @default.
- W3007362269 cites W2064803799 @default.
- W3007362269 cites W2066354072 @default.
- W3007362269 cites W2071111773 @default.
- W3007362269 cites W2080320419 @default.
- W3007362269 cites W2080951269 @default.
- W3007362269 cites W2081580037 @default.
- W3007362269 cites W2084527756 @default.
- W3007362269 cites W2090891622 @default.
- W3007362269 cites W2091158010 @default.
- W3007362269 cites W2095705004 @default.
- W3007362269 cites W2099866409 @default.
- W3007362269 cites W2101101192 @default.
- W3007362269 cites W2101409192 @default.
- W3007362269 cites W2107890099 @default.
- W3007362269 cites W2108119513 @default.
- W3007362269 cites W2108862644 @default.
- W3007362269 cites W2108920354 @default.
- W3007362269 cites W2110325612 @default.
- W3007362269 cites W2112490010 @default.
- W3007362269 cites W2116194234 @default.
- W3007362269 cites W2117420919 @default.
- W3007362269 cites W2119384858 @default.
- W3007362269 cites W2122090912 @default.
- W3007362269 cites W2123845384 @default.
- W3007362269 cites W2124187902 @default.
- W3007362269 cites W2128192653 @default.
- W3007362269 cites W2135046866 @default.
- W3007362269 cites W2137245235 @default.
- W3007362269 cites W2139039274 @default.
- W3007362269 cites W2140310134 @default.
- W3007362269 cites W2142144955 @default.
- W3007362269 cites W2144487656 @default.
- W3007362269 cites W2144513243 @default.
- W3007362269 cites W2145360759 @default.
- W3007362269 cites W2146502635 @default.
- W3007362269 cites W2153579005 @default.
- W3007362269 cites W2154109204 @default.
- W3007362269 cites W2156297475 @default.
- W3007362269 cites W2163605009 @default.
- W3007362269 cites W2171279286 @default.
- W3007362269 cites W2183341477 @default.
- W3007362269 cites W2184497579 @default.
- W3007362269 cites W2186878252 @default.
- W3007362269 cites W2194775991 @default.
- W3007362269 cites W2219888463 @default.
- W3007362269 cites W2250539671 @default.
- W3007362269 cites W2253995343 @default.
- W3007362269 cites W2262817822 @default.
- W3007362269 cites W2295739661 @default.
- W3007362269 cites W2296244148 @default.
- W3007362269 cites W2341535507 @default.
- W3007362269 cites W2343043900 @default.
- W3007362269 cites W2403959208 @default.
- W3007362269 cites W2411203100 @default.
- W3007362269 cites W2508504774 @default.
- W3007362269 cites W2519887557 @default.
- W3007362269 cites W2557283755 @default.
- W3007362269 cites W2557955744 @default.
- W3007362269 cites W2604944200 @default.
- W3007362269 cites W2605350416 @default.
- W3007362269 cites W2624407581 @default.
- W3007362269 cites W2624431344 @default.
- W3007362269 cites W2624617553 @default.
- W3007362269 cites W2626376796 @default.
- W3007362269 cites W2724526379 @default.
- W3007362269 cites W2734755249 @default.
- W3007362269 cites W2745068631 @default.
- W3007362269 cites W2783272285 @default.
- W3007362269 cites W2784121710 @default.