{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,10]],"date-time":"2026-04-10T14:27:08Z","timestamp":1775831228151,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":44,"publisher":"ACM","license":[{"start":{"date-parts":[[2017,8,27]],"date-time":"2017-08-27T00:00:00Z","timestamp":1503792000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Yahoo","award":["CMU-Yahoo InMind project"],"award-info":[{"award-number":["CMU-Yahoo InMind project"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2017,8,27]]},"DOI":"10.1145\/3109859.3109878","type":"proceedings-article","created":{"date-parts":[[2017,8,24]],"date-time":"2017-08-24T11:58:11Z","timestamp":1503575891000},"page":"288-296","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":192,"title":["TransNets"],"prefix":"10.1145","author":[{"given":"Rose","family":"Catherine","sequence":"first","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]},{"given":"William","family":"Cohen","sequence":"additional","affiliation":[{"name":"Carnegie Mellon University, Pittsburgh, PA, USA"}]}],"member":"320","published-online":{"date-parts":[[2017,8,27]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/1454008.1454068"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/2792838.2800192"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959180"},{"key":"e_1_3_2_1_4_1","volume-title":"Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI'14)","author":"Bao Yang","year":"2014","unstructured":"Yang Bao , Hui Fang , and Jie Zhang . 2014 . TopicMF: Simultaneously Exploiting Ratings and Reviews for Recommendation . In Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI'14) . 2--8. Yang Bao, Hui Fang, and Jie Zhang. 2014. TopicMF: Simultaneously Exploiting Ratings and Reviews for Recommendation. In Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI'14). 2--8."},{"key":"e_1_3_2_1_5_1","volume-title":"Jordan","author":"Blei David M.","year":"2003","unstructured":"David M. Blei , Andrew Y. Ng , and Michael I . Jordan . 2003 . Latent Dirichlet Allocation. J. Mach. Learn. Res . 3 (March 2003), 993--1022. David M. Blei, Andrew Y. Ng, and Michael I. Jordan. 2003. Latent Dirichlet Allocation. J. Mach. Learn. Res. 3 (March 2003), 993--1022."},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/1150402.1150464"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.5555\/3042573.3042781"},{"key":"e_1_3_2_1_8_1","volume-title":"Natural Language Processing (Almost) from Scratch. J. Mach. Learn. Res. 12 (Nov","author":"Collobert Ronan","year":"2011","unstructured":"Ronan Collobert , JasonWeston, L\u00e9on Bottou , Michael Karlen , Koray Kavukcuoglu , and Pavel Kuksa . 2011. Natural Language Processing (Almost) from Scratch. J. Mach. Learn. Res. 12 (Nov . 2011 ), 2493--2537. Ronan Collobert, JasonWeston, L\u00e9on Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011. Natural Language Processing (Almost) from Scratch. J. Mach. Learn. Res. 12 (Nov. 2011), 2493--2537."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959190"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/2736277.2741667"},{"key":"e_1_3_2_1_11_1","volume-title":"Deep Learning","author":"Goodfellow Ian","unstructured":"Ian Goodfellow , Yoshua Bengio , and Aaron Courville . 2016. Deep Learning . MIT Press . http:\/\/www.deeplearningbook.org. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. 2016. Deep Learning. MIT Press. http:\/\/www.deeplearningbook.org."},{"key":"e_1_3_2_1_12_1","volume-title":"Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14)","author":"Goodfellow Ian J.","year":"2014","unstructured":"Ian J. Goodfellow , Jean Pouget-Abadie , Mehdi Mirza , Bing Xu , David Warde- Farley , Sherjil Ozair , Aaron Courville , and Yoshua Bengio . 2014 . Generative Adversarial Nets . In Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14) . 2672--2680. Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde- Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio. 2014. Generative Adversarial Nets. In Proceedings of the 27th International Conference on Neural Information Processing Systems (NIPS'14). 2672--2680."},{"key":"e_1_3_2_1_13_1","volume-title":"Deep Learning and Representation LearningWorkshop (NIPS '14)","author":"Hinton Geoffrey E.","year":"2014","unstructured":"Geoffrey E. Hinton , Oriol Vinyals , and Jeffrey Dean . 2014 . Distilling the Knowledge in a Neural Network . In Deep Learning and Representation LearningWorkshop (NIPS '14) . Geoffrey E. Hinton, Oriol Vinyals, and Jeffrey Dean. 2014. Distilling the Knowledge in a Neural Network. In Deep Learning and Representation LearningWorkshop (NIPS '14)."},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1228"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/2959100.2959165"},{"key":"e_1_3_2_1_17_1","volume-title":"Proceedings of the 3rd International Conference on Learning Representations (ICLR).","author":"Diederik","unstructured":"Diederik P. Kingma and Jimmy Ba. 2014. Adam: A Method for Stochastic Optimization . In Proceedings of the 3rd International Conference on Learning Representations (ICLR). Diederik P. Kingma and Jimmy Ba. 2014. Adam: A Method for Stochastic Optimization. In Proceedings of the 3rd International Conference on Learning Representations (ICLR)."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/1401890.1401944"},{"key":"e_1_3_2_1_19_1","first-page":"1188","article-title":"Distributed Representations of Sentences and Documents","volume":"14","author":"Le Quoc V.","year":"2014","unstructured":"Quoc V. Le and Tomas Mikolov . 2014 . Distributed Representations of Sentences and Documents .. In ICML , Vol. 14. 1188 -- 1196 . Quoc V. Le and Tomas Mikolov. 2014. Distributed Representations of Sentences and Documents.. In ICML, Vol. 14. 1188--1196.","journal-title":"ICML"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/5.726791"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1145\/2806416.2806527"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/2645710.2645728"},{"key":"e_1_3_2_1_23_1","volume-title":"The Stanford CoreNLP Natural Language Processing Toolkit","author":"Manning Christopher D.","unstructured":"Christopher D. Manning , Mihai Surdeanu , John Bauer , Jenny Finkel , Steven J. Bethard , and David McClosky . 2014. The Stanford CoreNLP Natural Language Processing Toolkit . In Association for Computational Linguistics (ACL) System Demonstrations . 55--60. Christopher D. Manning, Mihai Surdeanu, John Bauer, Jenny Finkel, Steven J. Bethard, and David McClosky. 2014. The Stanford CoreNLP Natural Language Processing Toolkit. In Association for Computational Linguistics (ACL) System Demonstrations. 55--60."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1145\/2507157.2507163"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783381"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/2766462.2767755"},{"key":"e_1_3_2_1_27_1","volume-title":"Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13)","author":"Mikolov Tomas","year":"2013","unstructured":"Tomas Mikolov , Ilya Sutskever , Kai Chen , Greg Corrado , and Jeffrey Dean . 2013 . Distributed Representations ofWords and Phrases and Their Compositionality . In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13) . 3111--3119. Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg Corrado, and Jeffrey Dean. 2013. Distributed Representations ofWords and Phrases and Their Compositionality. In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13). 3111--3119."},{"key":"e_1_3_2_1_28_1","volume-title":"Proceedings of the 27th International Conference on Machine Learning (ICML-10)","author":"Nair Vinod","year":"2010","unstructured":"Vinod Nair and Geoffrey E. Hinton . 2010. Rectified Linear Units Improve Restricted Boltzmann Machines . In Proceedings of the 27th International Conference on Machine Learning (ICML-10) , June 21-24, 2010 , Haifa, Israel. 807--814. Vinod Nair and Geoffrey E. Hinton. 2010. Rectified Linear Units Improve Restricted Boltzmann Machines. In Proceedings of the 27th International Conference on Machine Learning (ICML-10), June 21-24, 2010, Haifa, Israel. 807--814."},{"key":"e_1_3_2_1_29_1","volume-title":"Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13)","author":"van den Oord A\u00e4ron","year":"2013","unstructured":"A\u00e4ron van den Oord , Sander Dieleman , and Benjamin Schrauwen . 2013 . Deep Content-based Music Recommendation . In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13) . 2643--2651. A\u00e4ron van den Oord, Sander Dieleman, and Benjamin Schrauwen. 2013. Deep Content-based Music Recommendation. In Proceedings of the 26th International Conference on Neural Information Processing Systems (NIPS'13). 2643--2651."},{"key":"e_1_3_2_1_30_1","volume-title":"Manning","author":"Pennington Jeffrey","year":"2014","unstructured":"Jeffrey Pennington , Richard Socher , and Christopher D . Manning . 2014 . GloVe: Global Vectors for Word Representation. In Empirical Methods in Natural Language Processing (EMNLP) . 1532--1543. Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014. GloVe: Global Vectors for Word Representation. In Empirical Methods in Natural Language Processing (EMNLP). 1532--1543."},{"key":"e_1_3_2_1_31_1","volume-title":"Proceedings of the 33rd International Conference on International Conference on Machine Learning -","volume":"48","author":"Reed Scott","year":"2016","unstructured":"Scott Reed , Zeynep Akata , Xinchen Yan , Lajanugen Logeswaran , Bernt Schiele , and Honglak Lee . 2016 . Generative Adversarial Text to Image Synthesis . In Proceedings of the 33rd International Conference on International Conference on Machine Learning - Volume 48 (ICML'16). 1060--1069. Scott Reed, Zeynep Akata, Xinchen Yan, Lajanugen Logeswaran, Bernt Schiele, and Honglak Lee. 2016. Generative Adversarial Text to Image Synthesis. In Proceedings of the 33rd International Conference on International Conference on Machine Learning - Volume 48 (ICML'16). 1060--1069."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2010.127"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.5555\/2981562.2981720"},{"key":"e_1_3_2_1_34_1","volume-title":"3rd International Workshop on Machine Learning Methods for Recommender Systems (MLRec) (SDM '17).","author":"Seo Sungyong","unstructured":"Sungyong Seo , Jing Huang , Hao Yang , and Yan Liu . 2017. Representation Learning of Users and Items for Review Rating Prediction Using Attention-based Convolutional Neural Network . In 3rd International Workshop on Machine Learning Methods for Recommender Systems (MLRec) (SDM '17). Sungyong Seo, Jing Huang, Hao Yang, and Yan Liu. 2017. Representation Learning of Users and Items for Review Rating Prediction Using Attention-based Convolutional Neural Network. In 3rd International Workshop on Machine Learning Methods for Recommender Systems (MLRec) (SDM '17)."},{"key":"e_1_3_2_1_35_1","volume-title":"Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, 1631--1642","author":"Socher Richard","year":"2013","unstructured":"Richard Socher , Alex Perelygin , Jean Wu , Jason Chuang , Christopher D. Manning , Andrew Y. Ng , and Christopher Potts . 2013 . Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank . In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, 1631--1642 . Richard Socher, Alex Perelygin, Jean Wu, Jason Chuang, Christopher D. Manning, Andrew Y. Ng, and Christopher Potts. 2013. Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank. In Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, 1631--1642."},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.5555\/2627435.2670313"},{"key":"e_1_3_2_1_37_1","volume-title":"Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI'16)","author":"Tan Yunzhi","year":"2016","unstructured":"Yunzhi Tan , Min Zhang , Yiqun Liu , and Shaoping Ma . 2016 . Rating-boosted Latent Topics: Understanding Users and Items with Ratings and Reviews . In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI'16) . 2640--2646. Yunzhi Tan, Min Zhang, Yiqun Liu, and Shaoping Ma. 2016. Rating-boosted Latent Topics: Understanding Users and Items with Ratings and Reviews. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI'16). 2640--2646."},{"key":"e_1_3_2_1_38_1","volume-title":"Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion. J. Mach. Learn. Res. 11 (Dec","author":"Vincent Pascal","year":"2010","unstructured":"Pascal Vincent , Hugo Larochelle , Isabelle Lajoie , Yoshua Bengio , and Pierre-Antoine Manzagol . 2010. Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion. J. Mach. Learn. Res. 11 (Dec . 2010 ), 3371--3408. Pascal Vincent, Hugo Larochelle, Isabelle Lajoie, Yoshua Bengio, and Pierre-Antoine Manzagol. 2010. Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion. J. Mach. Learn. Res. 11 (Dec. 2010), 3371--3408."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/2020408.2020480"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1145\/2783258.2783273"},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/2835776.2835837"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1145\/2645710.2645724"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2600428.2609579"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1145\/3018661.3018665"}],"event":{"name":"RecSys '17: Eleventh ACM Conference on Recommender Systems","location":"Como Italy","acronym":"RecSys '17","sponsor":["SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGAI ACM Special Interest Group on Artificial Intelligence","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval","SIGecom Special Interest Group on Economics and Computation"]},"container-title":["Proceedings of the Eleventh ACM Conference on Recommender Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3109859.3109878","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3109859.3109878","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T03:37:24Z","timestamp":1750217844000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3109859.3109878"}},"subtitle":["Learning to Transform for Recommendation"],"short-title":[],"issued":{"date-parts":[[2017,8,27]]},"references-count":44,"alternative-id":["10.1145\/3109859.3109878","10.1145\/3109859"],"URL":"https:\/\/doi.org\/10.1145\/3109859.3109878","relation":{},"subject":[],"published":{"date-parts":[[2017,8,27]]},"assertion":[{"value":"2017-08-27","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}