RepeatNet: A Repeat Aware Neural Recommendation Machine for Session-based Recommendation by Pengjie Ren, Zhumin Chen, Jing Li, Zhaochun Ren, Jun Ma, and Maarten de Rijke is online now at this location. Recurrent neural networks for session-based recommendation have attracted a lot of attention recently because of their promising performance. Repeat consumption is a common phenomenon in many recommendation…
Author: mdr
AAAI 2019 paper on dialogue generation online
Dialogue generation: From imitation learning to inverse reinforcement learning by Ziming Li, Julia Kiseleva, and Maarten de Rijke is online now at this location. The performance of adversarial dialogue generation models relies on the quality of the reward signal produced by the discriminator. The reward signal from a poor discriminator can be very sparse and unstable,…
Come work with us. We’re hiring again
Come work with us. We’re hiring again: One PhD student in AI and IR, to work on multi-modal search, see this page for details Two PhD students in AI and Operations Research, to work on replenishment, see this page for details Contact me at derijke@uva.nl if you’d like to find out more. I particularly encourage…
Paper on incremental sparse Bayesian ordinal regression published in Neural Networks
“Incremental sparse Bayesian ordinal regression” by Chang Li and Maarten de Rijke has been published in the October 2018 issue of Neural Networks. See the journal’s site. Ordinal Regression (OR) aims to model the ordering information between different data categories, which is a crucial topic in multi-label learning. An important class of approaches to OR…
CIKM 2018 paper on Web-based Startup Success Prediction online
Web-based Startup Success Prediction by Boris Sharchilev, Michael Roizner, Andrey Rumyantsev, Denis Ozornin, Pavel Serdyukov, Maarten de Rijke is online now at this page. In the paper we consider the problem of predicting the success of startup companies at their early development stages. We formulate the task as predicting whether a company that has already…
SCAI 2018 paper on Understanding the Low-Diversity Problem of Chatbots online
Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots by Shaojie Jiang and Maarten de Rijke is available online now at this location. Diversity is a long-studied topic in information retrieval that usually refers to the requirement that retrieved results should be non-repetitive and cover different aspects. In a conversational setting, an…
CIKM 2018 paper on Differentiable Unbiased Online Learning to Rank online
Differentiable Unbiased Online Learning to Rank by Harrie Oosterhuis and Maarten de Rijke is available online now at this location. Online Learning to Rank (OLTR) methods optimize rankers based on user interactions. State-of-the-art OLTR methods are built specifically for linear models. Their approaches do not extend well to non-linear models such as neural networks. We…
CIKM 2018 paper on Calibration: A Simple Way to Improve Click Models online
Calibration: A Simple Way to Improve Click Models by Alexey Borisov, Julia Kiseleva, Ilya Markov, and Maarten de Rijke is available online now at this location. In the paper we show that click models trained with suboptimal hyperparameters suffer from the issue of bad calibration. This means that their predicted click probabilities do not agree…
CIKM 2018 paper on Attentive Encoder-based Extractive Text Summarization online
Attentive Encoder-based Extractive Text Summarization by Chong Feng, Fei Cai, Honghui Chen, and Maarten de Rijke is available online now at this location. In previous work on text summarization, encoder-decoder architectures and attention mechanisms have both been widely used. Attention-based encoder-decoder approaches typically focus on taking the sentences preceding a given sentence in a document…
CIKM 2018 paper on Integrating Text Matching and Product Substitutability within Product Search online
Mix ‘n Match: Integrating Text Matching and Product Substitutability within Product Search by Christophe Van Gysel, Maarten de Rijke, and Evangelos Kanoulas is available online now at this location. Two products are substitutes if both can satisfy the same consumer need. Intrinsic incorporation of product substitutability—where substitutability is integrated within latent vector space models—is in…